From 69ce946241d98ea90bc7135d44ca0c87f928be88 Mon Sep 17 00:00:00 2001 From: Ruben Fiszel Date: Thu, 26 Mar 2026 09:51:34 +0000 Subject: [PATCH 1/7] feat: add trashbin system for soft-deleting items (#8519) --- ...f0ed3c5a197dd744c87cb760aaf47001febbd.json | 14 + ...6fdeb22714af38162e87c02b052a5b8ec2645.json | 15 + ...01741955502c9345e82a9b7fbbf3d3c7ab517.json | 12 + ...2f88594825dbaa647290a58bd63df61b531a7.json | 65 +++ ...96cc3ba1957042a48ac5f9629ada25b3e78ef.json | 61 +++ ...8251dbb3c6d4c095efa015823f0324ab27d7f.json | 26 + ...8e702fc1577d3fa4ff1ff2f1e089971ff5e32.json | 60 ++ ...4624403b6f97e13f13f056501fe2f4efb0f06.json | 14 + ...ae8d224457171b1b73fe145d28e67f1fe03af.json | 23 + .../20260326000000_trashbin.down.sql | 1 + .../migrations/20260326000000_trashbin.up.sql | 16 + backend/src/monitor.rs | 9 + backend/summarized_schema.txt | 3 + backend/windmill-api-flows/src/flows.rs | 54 ++ backend/windmill-api-groups/src/groups.rs | 1 + backend/windmill-api-schedule/src/lib.rs | 21 + backend/windmill-api-scripts/src/scripts.rs | 89 ++- backend/windmill-api/src/apps.rs | 43 ++ backend/windmill-api/src/lib.rs | 2 + backend/windmill-api/src/trash.rs | 511 ++++++++++++++++++ backend/windmill-common/src/lib.rs | 1 + backend/windmill-common/src/trashbin.rs | 155 ++++++ backend/windmill-store/src/resources.rs | 82 ++- backend/windmill-store/src/variables.rs | 69 +++ backend/windmill-trigger/src/handler.rs | 24 + .../ConfirmationModal.svelte | 8 + frontend/src/lib/components/home/Item.svelte | 1 + .../lib/components/settings/Trashbin.svelte | 249 +++++++++ .../triggers/DeleteTriggerButton.svelte | 1 + frontend/src/lib/services/trashService.ts | 69 +++ .../(root)/(logged)/resources/+page.svelte | 21 +- .../(root)/(logged)/variables/+page.svelte | 8 +- .../(logged)/workspace_settings/+page.svelte | 35 +- 33 files changed, 1718 insertions(+), 45 deletions(-) create mode 100644 backend/.sqlx/query-08522e494e34f4ecae21460262bf0ed3c5a197dd744c87cb760aaf47001febbd.json create mode 100644 backend/.sqlx/query-1d995dd5a094631ae96c16d68026fdeb22714af38162e87c02b052a5b8ec2645.json create mode 100644 backend/.sqlx/query-3453c0b7dd3c4d2c9bc639f379901741955502c9345e82a9b7fbbf3d3c7ab517.json create mode 100644 backend/.sqlx/query-446404eda9b9632c9a1384af6bf2f88594825dbaa647290a58bd63df61b531a7.json create mode 100644 backend/.sqlx/query-51c3274a8092d80503a6b97ef3896cc3ba1957042a48ac5f9629ada25b3e78ef.json create mode 100644 backend/.sqlx/query-8b25c4252da77cd2fe1b3916b518251dbb3c6d4c095efa015823f0324ab27d7f.json create mode 100644 backend/.sqlx/query-92fb6afe3b7041b2954340094c08e702fc1577d3fa4ff1ff2f1e089971ff5e32.json create mode 100644 backend/.sqlx/query-bae31609123da68d16bea8e0f1c4624403b6f97e13f13f056501fe2f4efb0f06.json create mode 100644 backend/.sqlx/query-c1fd495abb4353b46361ec94fd4ae8d224457171b1b73fe145d28e67f1fe03af.json create mode 100644 backend/migrations/20260326000000_trashbin.down.sql create mode 100644 backend/migrations/20260326000000_trashbin.up.sql create mode 100644 backend/windmill-api/src/trash.rs create mode 100644 backend/windmill-common/src/trashbin.rs create mode 100644 frontend/src/lib/components/settings/Trashbin.svelte create mode 100644 frontend/src/lib/services/trashService.ts diff --git a/backend/.sqlx/query-08522e494e34f4ecae21460262bf0ed3c5a197dd744c87cb760aaf47001febbd.json b/backend/.sqlx/query-08522e494e34f4ecae21460262bf0ed3c5a197dd744c87cb760aaf47001febbd.json new file mode 100644 index 0000000000..31eaa4bbd3 --- /dev/null +++ b/backend/.sqlx/query-08522e494e34f4ecae21460262bf0ed3c5a197dd744c87cb760aaf47001febbd.json @@ -0,0 +1,14 @@ +{ + "db_name": "PostgreSQL", + "query": "DELETE FROM trashbin WHERE id = $1", + "describe": { + "columns": [], + "parameters": { + "Left": [ + "Int8" + ] + }, + "nullable": [] + }, + "hash": "08522e494e34f4ecae21460262bf0ed3c5a197dd744c87cb760aaf47001febbd" +} diff --git a/backend/.sqlx/query-1d995dd5a094631ae96c16d68026fdeb22714af38162e87c02b052a5b8ec2645.json b/backend/.sqlx/query-1d995dd5a094631ae96c16d68026fdeb22714af38162e87c02b052a5b8ec2645.json new file mode 100644 index 0000000000..4ae3cea3ff --- /dev/null +++ b/backend/.sqlx/query-1d995dd5a094631ae96c16d68026fdeb22714af38162e87c02b052a5b8ec2645.json @@ -0,0 +1,15 @@ +{ + "db_name": "PostgreSQL", + "query": "DELETE FROM trashbin WHERE workspace_id = $1 AND id = $2", + "describe": { + "columns": [], + "parameters": { + "Left": [ + "Text", + "Int8" + ] + }, + "nullable": [] + }, + "hash": "1d995dd5a094631ae96c16d68026fdeb22714af38162e87c02b052a5b8ec2645" +} diff --git a/backend/.sqlx/query-3453c0b7dd3c4d2c9bc639f379901741955502c9345e82a9b7fbbf3d3c7ab517.json b/backend/.sqlx/query-3453c0b7dd3c4d2c9bc639f379901741955502c9345e82a9b7fbbf3d3c7ab517.json new file mode 100644 index 0000000000..5893b08c81 --- /dev/null +++ b/backend/.sqlx/query-3453c0b7dd3c4d2c9bc639f379901741955502c9345e82a9b7fbbf3d3c7ab517.json @@ -0,0 +1,12 @@ +{ + "db_name": "PostgreSQL", + "query": "DELETE FROM trashbin WHERE expires_at <= now()", + "describe": { + "columns": [], + "parameters": { + "Left": [] + }, + "nullable": [] + }, + "hash": "3453c0b7dd3c4d2c9bc639f379901741955502c9345e82a9b7fbbf3d3c7ab517" +} diff --git a/backend/.sqlx/query-446404eda9b9632c9a1384af6bf2f88594825dbaa647290a58bd63df61b531a7.json b/backend/.sqlx/query-446404eda9b9632c9a1384af6bf2f88594825dbaa647290a58bd63df61b531a7.json new file mode 100644 index 0000000000..e2c5050f1d --- /dev/null +++ b/backend/.sqlx/query-446404eda9b9632c9a1384af6bf2f88594825dbaa647290a58bd63df61b531a7.json @@ -0,0 +1,65 @@ +{ + "db_name": "PostgreSQL", + "query": "SELECT id, workspace_id, item_kind, item_path, item_data, deleted_by, deleted_at, expires_at\n FROM trashbin\n WHERE workspace_id = $1 AND id = $2", + "describe": { + "columns": [ + { + "ordinal": 0, + "name": "id", + "type_info": "Int8" + }, + { + "ordinal": 1, + "name": "workspace_id", + "type_info": "Varchar" + }, + { + "ordinal": 2, + "name": "item_kind", + "type_info": "Varchar" + }, + { + "ordinal": 3, + "name": "item_path", + "type_info": "Varchar" + }, + { + "ordinal": 4, + "name": "item_data", + "type_info": "Jsonb" + }, + { + "ordinal": 5, + "name": "deleted_by", + "type_info": "Varchar" + }, + { + "ordinal": 6, + "name": "deleted_at", + "type_info": "Timestamptz" + }, + { + "ordinal": 7, + "name": "expires_at", + "type_info": "Timestamptz" + } + ], + "parameters": { + "Left": [ + "Text", + "Int8" + ] + }, + "nullable": [ + false, + false, + false, + false, + false, + false, + false, + false + ] + }, + "hash": "446404eda9b9632c9a1384af6bf2f88594825dbaa647290a58bd63df61b531a7" +} diff --git a/backend/.sqlx/query-51c3274a8092d80503a6b97ef3896cc3ba1957042a48ac5f9629ada25b3e78ef.json b/backend/.sqlx/query-51c3274a8092d80503a6b97ef3896cc3ba1957042a48ac5f9629ada25b3e78ef.json new file mode 100644 index 0000000000..0f2c7ab318 --- /dev/null +++ b/backend/.sqlx/query-51c3274a8092d80503a6b97ef3896cc3ba1957042a48ac5f9629ada25b3e78ef.json @@ -0,0 +1,61 @@ +{ + "db_name": "PostgreSQL", + "query": "SELECT id, workspace_id, item_kind, item_path, deleted_by, deleted_at, expires_at\n FROM trashbin\n WHERE workspace_id = $1 AND item_kind = $2\n ORDER BY deleted_at DESC\n LIMIT $3 OFFSET $4", + "describe": { + "columns": [ + { + "ordinal": 0, + "name": "id", + "type_info": "Int8" + }, + { + "ordinal": 1, + "name": "workspace_id", + "type_info": "Varchar" + }, + { + "ordinal": 2, + "name": "item_kind", + "type_info": "Varchar" + }, + { + "ordinal": 3, + "name": "item_path", + "type_info": "Varchar" + }, + { + "ordinal": 4, + "name": "deleted_by", + "type_info": "Varchar" + }, + { + "ordinal": 5, + "name": "deleted_at", + "type_info": "Timestamptz" + }, + { + "ordinal": 6, + "name": "expires_at", + "type_info": "Timestamptz" + } + ], + "parameters": { + "Left": [ + "Text", + "Text", + "Int8", + "Int8" + ] + }, + "nullable": [ + false, + false, + false, + false, + false, + false, + false + ] + }, + "hash": "51c3274a8092d80503a6b97ef3896cc3ba1957042a48ac5f9629ada25b3e78ef" +} diff --git a/backend/.sqlx/query-8b25c4252da77cd2fe1b3916b518251dbb3c6d4c095efa015823f0324ab27d7f.json b/backend/.sqlx/query-8b25c4252da77cd2fe1b3916b518251dbb3c6d4c095efa015823f0324ab27d7f.json new file mode 100644 index 0000000000..4692b430ec --- /dev/null +++ b/backend/.sqlx/query-8b25c4252da77cd2fe1b3916b518251dbb3c6d4c095efa015823f0324ab27d7f.json @@ -0,0 +1,26 @@ +{ + "db_name": "PostgreSQL", + "query": "INSERT INTO trashbin (workspace_id, item_kind, item_path, item_data, deleted_by)\n VALUES ($1, $2, $3, $4, $5) RETURNING id", + "describe": { + "columns": [ + { + "ordinal": 0, + "name": "id", + "type_info": "Int8" + } + ], + "parameters": { + "Left": [ + "Varchar", + "Varchar", + "Varchar", + "Jsonb", + "Varchar" + ] + }, + "nullable": [ + false + ] + }, + "hash": "8b25c4252da77cd2fe1b3916b518251dbb3c6d4c095efa015823f0324ab27d7f" +} diff --git a/backend/.sqlx/query-92fb6afe3b7041b2954340094c08e702fc1577d3fa4ff1ff2f1e089971ff5e32.json b/backend/.sqlx/query-92fb6afe3b7041b2954340094c08e702fc1577d3fa4ff1ff2f1e089971ff5e32.json new file mode 100644 index 0000000000..191630bd35 --- /dev/null +++ b/backend/.sqlx/query-92fb6afe3b7041b2954340094c08e702fc1577d3fa4ff1ff2f1e089971ff5e32.json @@ -0,0 +1,60 @@ +{ + "db_name": "PostgreSQL", + "query": "SELECT id, workspace_id, item_kind, item_path, deleted_by, deleted_at, expires_at\n FROM trashbin\n WHERE workspace_id = $1\n ORDER BY deleted_at DESC\n LIMIT $2 OFFSET $3", + "describe": { + "columns": [ + { + "ordinal": 0, + "name": "id", + "type_info": "Int8" + }, + { + "ordinal": 1, + "name": "workspace_id", + "type_info": "Varchar" + }, + { + "ordinal": 2, + "name": "item_kind", + "type_info": "Varchar" + }, + { + "ordinal": 3, + "name": "item_path", + "type_info": "Varchar" + }, + { + "ordinal": 4, + "name": "deleted_by", + "type_info": "Varchar" + }, + { + "ordinal": 5, + "name": "deleted_at", + "type_info": "Timestamptz" + }, + { + "ordinal": 6, + "name": "expires_at", + "type_info": "Timestamptz" + } + ], + "parameters": { + "Left": [ + "Text", + "Int8", + "Int8" + ] + }, + "nullable": [ + false, + false, + false, + false, + false, + false, + false + ] + }, + "hash": "92fb6afe3b7041b2954340094c08e702fc1577d3fa4ff1ff2f1e089971ff5e32" +} diff --git a/backend/.sqlx/query-bae31609123da68d16bea8e0f1c4624403b6f97e13f13f056501fe2f4efb0f06.json b/backend/.sqlx/query-bae31609123da68d16bea8e0f1c4624403b6f97e13f13f056501fe2f4efb0f06.json new file mode 100644 index 0000000000..bc0cc1a797 --- /dev/null +++ b/backend/.sqlx/query-bae31609123da68d16bea8e0f1c4624403b6f97e13f13f056501fe2f4efb0f06.json @@ -0,0 +1,14 @@ +{ + "db_name": "PostgreSQL", + "query": "DELETE FROM trashbin WHERE workspace_id = $1", + "describe": { + "columns": [], + "parameters": { + "Left": [ + "Text" + ] + }, + "nullable": [] + }, + "hash": "bae31609123da68d16bea8e0f1c4624403b6f97e13f13f056501fe2f4efb0f06" +} diff --git a/backend/.sqlx/query-c1fd495abb4353b46361ec94fd4ae8d224457171b1b73fe145d28e67f1fe03af.json b/backend/.sqlx/query-c1fd495abb4353b46361ec94fd4ae8d224457171b1b73fe145d28e67f1fe03af.json new file mode 100644 index 0000000000..d25ae0613a --- /dev/null +++ b/backend/.sqlx/query-c1fd495abb4353b46361ec94fd4ae8d224457171b1b73fe145d28e67f1fe03af.json @@ -0,0 +1,23 @@ +{ + "db_name": "PostgreSQL", + "query": "SELECT EXISTS(SELECT 1 FROM script WHERE path = $1 AND workspace_id = $2)", + "describe": { + "columns": [ + { + "ordinal": 0, + "name": "exists", + "type_info": "Bool" + } + ], + "parameters": { + "Left": [ + "Text", + "Text" + ] + }, + "nullable": [ + null + ] + }, + "hash": "c1fd495abb4353b46361ec94fd4ae8d224457171b1b73fe145d28e67f1fe03af" +} diff --git a/backend/migrations/20260326000000_trashbin.down.sql b/backend/migrations/20260326000000_trashbin.down.sql new file mode 100644 index 0000000000..11dca69162 --- /dev/null +++ b/backend/migrations/20260326000000_trashbin.down.sql @@ -0,0 +1 @@ +DROP TABLE IF EXISTS trashbin; diff --git a/backend/migrations/20260326000000_trashbin.up.sql b/backend/migrations/20260326000000_trashbin.up.sql new file mode 100644 index 0000000000..a5bfd74294 --- /dev/null +++ b/backend/migrations/20260326000000_trashbin.up.sql @@ -0,0 +1,16 @@ +CREATE TABLE trashbin ( + id BIGINT GENERATED ALWAYS AS IDENTITY PRIMARY KEY, + workspace_id VARCHAR(50) NOT NULL REFERENCES workspace(id) ON DELETE CASCADE, + item_kind VARCHAR(50) NOT NULL, + item_path TEXT NOT NULL, + item_data JSONB NOT NULL, + deleted_by VARCHAR(255) NOT NULL, + deleted_at TIMESTAMPTZ NOT NULL DEFAULT now(), + expires_at TIMESTAMPTZ NOT NULL DEFAULT now() + INTERVAL '3 days' +); + +CREATE INDEX idx_trashbin_expires_at ON trashbin(expires_at); +CREATE INDEX idx_trashbin_workspace_kind ON trashbin(workspace_id, item_kind); + +GRANT ALL ON trashbin TO windmill_user; +GRANT ALL ON trashbin TO windmill_admin; diff --git a/backend/src/monitor.rs b/backend/src/monitor.rs index d7f5784b50..bb7640c5ed 100644 --- a/backend/src/monitor.rs +++ b/backend/src/monitor.rs @@ -1178,6 +1178,15 @@ pub async fn delete_expired_items(db: &DB) -> () { tracing::error!("Error deleting custom concurrency key: {:?}", e); } } + + match windmill_common::trashbin::delete_expired_trash(db).await { + Ok(count) => { + if count > 0 { + tracing::info!("deleted {} expired trash items", count); + } + } + Err(e) => tracing::error!("Error deleting expired trash items: {}", e.to_string()), + } } pub async fn check_expiring_tokens(db: &DB) { diff --git a/backend/summarized_schema.txt b/backend/summarized_schema.txt index ce0905ac08..7380ccce8c 100644 --- a/backend/summarized_schema.txt +++ b/backend/summarized_schema.txt @@ -151,6 +151,9 @@ script: workspace_id(char), hash(bigint), path(char), parent_hashes(bigint[]), s skip_workspace_diff_tally: workspace_id(char), added_at(ts) sqs_trigger: path(char), queue_url(char), aws_resource_path(char), message_attributes(text[]), script_path(char), is_flow(bool), workspace_id(char), edited_by(char), email(char), edited_at(ts), extra_perms(jsonb), error(text), server_id(char), last_server_ping(ts), aws_auth_resource_type(aws_auth_resource_type), error_handler_path(char), error_handler_args(jsonb), retry(jsonb), mode(trigger_mode) FK: (workspace_id) -> workspace(id) +trashbin: id(bigint), workspace_id(char), item_kind(char), item_path(char), item_data(jsonb), deleted_by(char), deleted_at(ts), expires_at(ts) + FK: (workspace_id) -> workspace(id) + INDEX: idx_trashbin_expires_at (expires_at), idx_trashbin_workspace_kind (workspace_id, item_kind) token: token_hash(char), token_prefix(char), token(char), label(char), expiration(ts), workspace_id(char), owner(char), email(char), super_admin(bool), created_at(ts), last_used_at(ts), scopes(text[]), job(uuid) FK: (workspace_id) -> workspace(id) token_expiry_notification: token_hash(char), expiration(ts) diff --git a/backend/windmill-api-flows/src/flows.rs b/backend/windmill-api-flows/src/flows.rs index 41cacb4291..e5a78da5b3 100644 --- a/backend/windmill-api-flows/src/flows.rs +++ b/backend/windmill-api-flows/src/flows.rs @@ -1657,6 +1657,38 @@ async fn delete_flow_by_path( } let mut tx = user_db.begin(&authed).await?; + // Capture all related data for trashbin before deleting (CASCADE will remove flow_version, flow_node) + let trash_flow: Option = + sqlx::query_scalar("SELECT to_jsonb(t) FROM flow t WHERE path = $1 AND workspace_id = $2") + .bind(path) + .bind(&w_id) + .fetch_optional(&mut *tx) + .await?; + + let trash_flow_versions: Vec = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM flow_version t WHERE path = $1 AND workspace_id = $2", + ) + .bind(path) + .bind(&w_id) + .fetch_all(&mut *tx) + .await?; + + let trash_flow_nodes: Vec = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM flow_node t WHERE path = $1 AND workspace_id = $2", + ) + .bind(path) + .bind(&w_id) + .fetch_all(&mut *tx) + .await?; + + let trash_drafts: Vec = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM draft t WHERE path = $1 AND workspace_id = $2 AND typ = 'flow'", + ) + .bind(path) + .bind(&w_id) + .fetch_all(&mut *tx) + .await?; + sqlx::query!( "DELETE FROM draft WHERE path = $1 AND workspace_id = $2 AND typ = 'flow'", path, @@ -1673,6 +1705,28 @@ async fn delete_flow_by_path( .execute(&mut *tx) .await?; + if let Some(flow_data) = trash_flow { + let mut trash_data = serde_json::json!({"row": flow_data}); + if !trash_flow_versions.is_empty() { + trash_data["flow_versions"] = serde_json::Value::Array(trash_flow_versions); + } + if !trash_flow_nodes.is_empty() { + trash_data["flow_nodes"] = serde_json::Value::Array(trash_flow_nodes); + } + if !trash_drafts.is_empty() { + trash_data["drafts"] = serde_json::Value::Array(trash_drafts); + } + windmill_common::trashbin::move_to_trash( + &mut *tx, + &w_id, + "flow", + path, + trash_data, + &authed.username, + ) + .await?; + } + if !query.keep_captures.unwrap_or(false) { sqlx::query!( "DELETE FROM capture_config WHERE path = $1 AND workspace_id = $2 AND is_flow IS TRUE", diff --git a/backend/windmill-api-groups/src/groups.rs b/backend/windmill-api-groups/src/groups.rs index 071c3a8649..ad0dde1781 100644 --- a/backend/windmill-api-groups/src/groups.rs +++ b/backend/windmill-api-groups/src/groups.rs @@ -656,6 +656,7 @@ async fn delete_group( ) .execute(&mut *tx) .await?; + audit_log( &mut *tx, &authed, diff --git a/backend/windmill-api-schedule/src/lib.rs b/backend/windmill-api-schedule/src/lib.rs index a6224a7639..fc12ccc043 100644 --- a/backend/windmill-api-schedule/src/lib.rs +++ b/backend/windmill-api-schedule/src/lib.rs @@ -963,6 +963,15 @@ async fn delete_schedule( ))); } + // Capture row for trashbin before deleting + let trash_data: Option = sqlx::query_scalar( + "SELECT jsonb_build_object('row', to_jsonb(t)) FROM schedule t WHERE path = $1 AND workspace_id = $2", + ) + .bind(path) + .bind(&w_id) + .fetch_optional(&mut *tx) + .await?; + let del = sqlx::query_scalar!( "DELETE FROM schedule WHERE path = $1 AND workspace_id = $2 RETURNING 1", path, @@ -979,6 +988,18 @@ async fn delete_schedule( ))); } + if let Some(data) = trash_data { + windmill_common::trashbin::move_to_trash( + &mut *tx, + &w_id, + "schedule", + path, + data, + &authed.username, + ) + .await?; + } + audit_log( &mut *tx, &authed, diff --git a/backend/windmill-api-scripts/src/scripts.rs b/backend/windmill-api-scripts/src/scripts.rs index 54ac78fade..2729357328 100644 --- a/backend/windmill-api-scripts/src/scripts.rs +++ b/backend/windmill-api-scripts/src/scripts.rs @@ -2240,33 +2240,58 @@ async fn delete_script_by_path( .await? .unwrap_or(false); - let script = if !draft_only { + if !draft_only { require_admin(authed.is_admin, &authed.username)?; - sqlx::query_scalar!( - "DELETE FROM script WHERE path = $1 AND workspace_id = $2 RETURNING path", + } + + // Capture all script versions and drafts for trashbin before deleting + let trash_scripts: Vec = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM script t WHERE path = $1 AND workspace_id = $2", + ) + .bind(path) + .bind(&w_id) + .fetch_all(&mut *tx) + .await?; + + let trash_drafts: Vec = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM draft t WHERE path = $1 AND workspace_id = $2 AND typ = 'script'", + ) + .bind(path) + .bind(&w_id) + .fetch_all(&mut *tx) + .await?; + + let script = sqlx::query_scalar!( + "DELETE FROM script WHERE path = $1 AND workspace_id = $2 RETURNING path", + path, + w_id + ) + .fetch_one(&mut *tx) + .await + .map_err(|e| Error::internal_err(format!("deleting script by path {w_id}: {e:#}")))?; + + if !trash_scripts.is_empty() { + let mut trash_data = serde_json::json!({"scripts": trash_scripts}); + if !trash_drafts.is_empty() { + trash_data["drafts"] = serde_json::Value::Array(trash_drafts); + } + windmill_common::trashbin::move_to_trash( + &mut *tx, + &w_id, + "script", path, - w_id + trash_data, + &authed.username, ) - .fetch_one(&db) - .await - .map_err(|e| Error::internal_err(format!("deleting script by path {w_id}: {e:#}")))? - } else { - sqlx::query_scalar!( - "DELETE FROM script WHERE path = $1 AND workspace_id = $2 RETURNING path", - path, - w_id - ) - .fetch_one(&mut *tx) - .await - .map_err(|e| Error::internal_err(format!("deleting script by path {w_id}: {e:#}")))? - }; + .await?; + } sqlx::query!( "DELETE FROM draft WHERE path = $1 AND workspace_id = $2 AND typ = 'script'", path, w_id ) - .execute(&db) + .execute(&mut *tx) .await?; if !query.keep_captures.unwrap_or(false) { @@ -2275,7 +2300,7 @@ async fn delete_script_by_path( path, w_id ) - .execute(&db) + .execute(&mut *tx) .await?; sqlx::query!( @@ -2283,7 +2308,7 @@ async fn delete_script_by_path( path, w_id ) - .execute(&db) + .execute(&mut *tx) .await?; } @@ -2370,6 +2395,30 @@ async fn delete_scripts_bulk( let mut tx = db.begin().await?; + // Capture scripts for trashbin per path before bulk delete + for path in &request.paths { + let trash_scripts: Vec = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM script t WHERE path = $1 AND workspace_id = $2", + ) + .bind(path) + .bind(&w_id) + .fetch_all(&mut *tx) + .await?; + + if !trash_scripts.is_empty() { + let trash_data = serde_json::json!({"scripts": trash_scripts}); + windmill_common::trashbin::move_to_trash( + &mut *tx, + &w_id, + "script", + path, + trash_data, + &authed.username, + ) + .await?; + } + } + let mut deleted_paths = sqlx::query_scalar!( "DELETE FROM script WHERE workspace_id = $1 AND path = ANY($2) RETURNING path", w_id, diff --git a/backend/windmill-api/src/apps.rs b/backend/windmill-api/src/apps.rs index eaead14558..9ff74387d1 100644 --- a/backend/windmill-api/src/apps.rs +++ b/backend/windmill-api/src/apps.rs @@ -1451,6 +1451,30 @@ async fn delete_app( let mut tx = user_db.begin(&authed).await?; + // Capture all related data for trashbin before deleting (CASCADE will remove app_version, etc.) + let trash_app: Option = + sqlx::query_scalar("SELECT to_jsonb(t) FROM app t WHERE path = $1 AND workspace_id = $2") + .bind(path) + .bind(&w_id) + .fetch_optional(&mut *tx) + .await?; + + let trash_app_versions: Vec = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM app_version t WHERE app_id = (SELECT id FROM app WHERE path = $1 AND workspace_id = $2)", + ) + .bind(path) + .bind(&w_id) + .fetch_all(&mut *tx) + .await?; + + let trash_drafts: Vec = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM draft t WHERE path = $1 AND workspace_id = $2 AND typ = 'app'", + ) + .bind(path) + .bind(&w_id) + .fetch_all(&mut *tx) + .await?; + sqlx::query!( "DELETE FROM draft WHERE path = $1 AND workspace_id = $2 AND typ = 'app'", path, @@ -1467,6 +1491,25 @@ async fn delete_app( .execute(&mut *tx) .await?; + if let Some(app_data) = trash_app { + let mut trash_data = serde_json::json!({"row": app_data}); + if !trash_app_versions.is_empty() { + trash_data["app_versions"] = serde_json::Value::Array(trash_app_versions); + } + if !trash_drafts.is_empty() { + trash_data["drafts"] = serde_json::Value::Array(trash_drafts); + } + windmill_common::trashbin::move_to_trash( + &mut *tx, + &w_id, + "app", + path, + trash_data, + &authed.username, + ) + .await?; + } + audit_log( &mut *tx, &authed, diff --git a/backend/windmill-api/src/lib.rs b/backend/windmill-api/src/lib.rs index 565b01a4b4..65ba4cad15 100644 --- a/backend/windmill-api/src/lib.rs +++ b/backend/windmill-api/src/lib.rs @@ -165,6 +165,7 @@ pub mod teams_ee; mod teams_oss; mod token; mod tracing_init; +mod trash; pub mod triggers; mod users; #[cfg(feature = "private")] @@ -597,6 +598,7 @@ pub async fn run_server( .nest("/resources", resources::workspaced_service()) .nest("/schedules", windmill_api_schedule::workspaced_service()) .nest("/scripts", scripts::workspaced_service()) + .nest("/trash", trash::workspaced_service()) .nest( "/users", users::workspaced_service().layer(Extension(argon2.clone())), diff --git a/backend/windmill-api/src/trash.rs b/backend/windmill-api/src/trash.rs new file mode 100644 index 0000000000..8e7b7f0ad7 --- /dev/null +++ b/backend/windmill-api/src/trash.rs @@ -0,0 +1,511 @@ +use axum::{ + extract::{Extension, Json, Path, Query}, + routing::{delete, get, post}, + Router, +}; +use serde::Deserialize; +use windmill_audit::{audit_oss::audit_log, ActionKind}; +use windmill_common::{ + db::UserDB, + error::{Error, Result}, + trashbin::{self, TrashItem, TrashItemWithData}, + utils::require_admin, +}; + +use crate::db::{ApiAuthed, DB}; + +pub fn workspaced_service() -> Router { + Router::new() + .route("/list", get(list_trash)) + .route("/get/:id", get(get_trash_item)) + .route("/restore/:id", post(restore_trash_item)) + .route("/delete/:id", delete(permanently_delete_item)) + .route("/empty", post(empty_trash)) +} + +#[derive(Deserialize)] +struct ListTrashQuery { + item_kind: Option, + page: Option, + per_page: Option, +} + +async fn list_trash( + authed: ApiAuthed, + Extension(db): Extension, + Path(w_id): Path, + Query(query): Query, +) -> Result>> { + require_admin(authed.is_admin, &authed.username)?; + let items = trashbin::list_trash( + &db, + &w_id, + query.item_kind.as_deref(), + query.page, + query.per_page, + ) + .await?; + Ok(Json(items)) +} + +async fn get_trash_item( + authed: ApiAuthed, + Extension(db): Extension, + Path((w_id, id)): Path<(String, i64)>, +) -> Result> { + require_admin(authed.is_admin, &authed.username)?; + let item = trashbin::get_trash_item(&db, &w_id, id).await?; + Ok(Json(item)) +} + +async fn restore_trash_item( + authed: ApiAuthed, + Extension(db): Extension, + Extension(user_db): Extension, + Path((w_id, id)): Path<(String, i64)>, +) -> Result { + require_admin(authed.is_admin, &authed.username)?; + let item = trashbin::get_trash_item(&db, &w_id, id).await?; + let mut tx = user_db.begin(&authed).await?; + + match item.item_kind.as_str() { + "script" => restore_script(&mut tx, &item).await?, + "flow" => restore_flow(&mut tx, &item).await?, + "app" => restore_app(&mut tx, &item).await?, + "schedule" => restore_schedule(&mut tx, &item).await?, + "variable" => restore_variable(&mut tx, &item).await?, + "resource" => restore_resource(&mut tx, &item).await?, + kind if kind.ends_with("_trigger") => restore_trigger(&mut tx, &item).await?, + _ => { + return Err(Error::BadRequest(format!( + "Unknown item kind: {}", + item.item_kind + ))) + } + } + + sqlx::query!("DELETE FROM trashbin WHERE id = $1", item.id) + .execute(&mut *tx) + .await?; + + audit_log( + &mut *tx, + &authed, + "trash.restore", + ActionKind::Create, + &w_id, + Some(&item.item_path), + None, + ) + .await?; + + tx.commit().await?; + Ok(format!("{} '{}' restored", item.item_kind, item.item_path)) +} + +async fn permanently_delete_item( + authed: ApiAuthed, + Extension(db): Extension, + Extension(user_db): Extension, + Path((w_id, id)): Path<(String, i64)>, +) -> Result { + require_admin(authed.is_admin, &authed.username)?; + let item = trashbin::get_trash_item(&db, &w_id, id).await?; + let mut tx = user_db.begin(&authed).await?; + trashbin::permanently_delete_item(&mut *tx, &w_id, id).await?; + audit_log( + &mut *tx, + &authed, + "trashbin.permanently_delete", + ActionKind::Delete, + &w_id, + Some(&item.item_path), + None, + ) + .await?; + tx.commit().await?; + Ok("permanently deleted".to_string()) +} + +async fn empty_trash( + authed: ApiAuthed, + Extension(_db): Extension, + Extension(user_db): Extension, + Path(w_id): Path, +) -> Result { + require_admin(authed.is_admin, &authed.username)?; + let mut tx = user_db.begin(&authed).await?; + let count = trashbin::empty_trash(&mut *tx, &w_id).await?; + audit_log( + &mut *tx, + &authed, + "trashbin.empty", + ActionKind::Delete, + &w_id, + None, + None, + ) + .await?; + tx.commit().await?; + Ok(format!("{} items permanently deleted", count)) +} + +// --- Restore functions per item kind --- + +async fn restore_script(tx: &mut sqlx::PgConnection, item: &TrashItemWithData) -> Result<()> { + let data = &item.item_data; + + // Check for path conflict + let exists = sqlx::query_scalar!( + "SELECT EXISTS(SELECT 1 FROM script WHERE path = $1 AND workspace_id = $2)", + &item.item_path, + &item.workspace_id, + ) + .fetch_one(&mut *tx) + .await? + .unwrap_or(false); + + if exists { + return Err(Error::BadRequest(format!( + "A script already exists at path '{}'", + item.item_path + ))); + } + + // Scripts are stored as an array (all versions for the path) + let scripts = data + .get("scripts") + .and_then(|v| v.as_array()) + .ok_or_else(|| Error::internal_err("Invalid trash data for script"))?; + + for script in scripts { + sqlx::query("INSERT INTO script SELECT * FROM jsonb_populate_record(null::script, $1)") + .bind(script) + .execute(&mut *tx) + .await + .map_err(|e| Error::internal_err(format!("restoring script: {e:#}")))?; + } + + // Restore drafts if present + if let Some(drafts) = data.get("drafts").and_then(|v| v.as_array()) { + for draft in drafts { + sqlx::query( + "INSERT INTO draft SELECT * FROM jsonb_populate_record(null::draft, $1) + ON CONFLICT DO NOTHING", + ) + .bind(draft) + .execute(&mut *tx) + .await?; + } + } + + Ok(()) +} + +async fn restore_flow(tx: &mut sqlx::PgConnection, item: &TrashItemWithData) -> Result<()> { + let data = &item.item_data; + + let exists = sqlx::query_scalar!( + "SELECT EXISTS(SELECT 1 FROM flow WHERE path = $1 AND workspace_id = $2)", + &item.item_path, + &item.workspace_id, + ) + .fetch_one(&mut *tx) + .await? + .unwrap_or(false); + + if exists { + return Err(Error::BadRequest(format!( + "A flow already exists at path '{}'", + item.item_path + ))); + } + + let row = data + .get("row") + .ok_or_else(|| Error::internal_err("Invalid trash data for flow"))?; + + sqlx::query("INSERT INTO flow SELECT * FROM jsonb_populate_record(null::flow, $1)") + .bind(row) + .execute(&mut *tx) + .await?; + + // Restore flow_versions + if let Some(versions) = data.get("flow_versions").and_then(|v| v.as_array()) { + for version in versions { + sqlx::query( + "INSERT INTO flow_version SELECT * FROM jsonb_populate_record(null::flow_version, $1) + ON CONFLICT DO NOTHING", + ) + .bind(version) + .execute(&mut *tx) + .await?; + } + } + + // Restore flow_nodes + if let Some(nodes) = data.get("flow_nodes").and_then(|v| v.as_array()) { + for node in nodes { + sqlx::query( + "INSERT INTO flow_node SELECT * FROM jsonb_populate_record(null::flow_node, $1) + ON CONFLICT DO NOTHING", + ) + .bind(node) + .execute(&mut *tx) + .await?; + } + } + + // Restore drafts + if let Some(drafts) = data.get("drafts").and_then(|v| v.as_array()) { + for draft in drafts { + sqlx::query( + "INSERT INTO draft SELECT * FROM jsonb_populate_record(null::draft, $1) + ON CONFLICT DO NOTHING", + ) + .bind(draft) + .execute(&mut *tx) + .await?; + } + } + + Ok(()) +} + +async fn restore_app(tx: &mut sqlx::PgConnection, item: &TrashItemWithData) -> Result<()> { + let data = &item.item_data; + + let exists = sqlx::query_scalar!( + "SELECT EXISTS(SELECT 1 FROM app WHERE path = $1 AND workspace_id = $2)", + &item.item_path, + &item.workspace_id, + ) + .fetch_one(&mut *tx) + .await? + .unwrap_or(false); + + if exists { + return Err(Error::BadRequest(format!( + "An app already exists at path '{}'", + item.item_path + ))); + } + + let row = data + .get("row") + .ok_or_else(|| Error::internal_err("Invalid trash data for app"))?; + + // Insert app first (app_version has FK to app.id) + sqlx::query("INSERT INTO app SELECT * FROM jsonb_populate_record(null::app, $1)") + .bind(row) + .execute(&mut *tx) + .await + .map_err(|e| Error::internal_err(format!("restoring app row: {e:#}")))?; + + // Then restore app_versions + if let Some(versions) = data.get("app_versions").and_then(|v| v.as_array()) { + for version in versions { + sqlx::query( + "INSERT INTO app_version SELECT * FROM jsonb_populate_record(null::app_version, $1) + ON CONFLICT DO NOTHING", + ) + .bind(version) + .execute(&mut *tx) + .await + .map_err(|e| Error::internal_err(format!("restoring app_version: {e:#}")))?; + } + } + + // Restore drafts + if let Some(drafts) = data.get("drafts").and_then(|v| v.as_array()) { + for draft in drafts { + sqlx::query( + "INSERT INTO draft SELECT * FROM jsonb_populate_record(null::draft, $1) + ON CONFLICT DO NOTHING", + ) + .bind(draft) + .execute(&mut *tx) + .await?; + } + } + + Ok(()) +} + +async fn restore_schedule(tx: &mut sqlx::PgConnection, item: &TrashItemWithData) -> Result<()> { + let data = &item.item_data; + + let exists = sqlx::query_scalar!( + "SELECT EXISTS(SELECT 1 FROM schedule WHERE path = $1 AND workspace_id = $2)", + &item.item_path, + &item.workspace_id, + ) + .fetch_one(&mut *tx) + .await? + .unwrap_or(false); + + if exists { + return Err(Error::BadRequest(format!( + "A schedule already exists at path '{}'", + item.item_path + ))); + } + + let row = data + .get("row") + .ok_or_else(|| Error::internal_err("Invalid trash data for schedule"))?; + + sqlx::query("INSERT INTO schedule SELECT * FROM jsonb_populate_record(null::schedule, $1)") + .bind(row) + .execute(&mut *tx) + .await?; + + Ok(()) +} + +async fn restore_variable(tx: &mut sqlx::PgConnection, item: &TrashItemWithData) -> Result<()> { + let data = &item.item_data; + + let exists = sqlx::query_scalar!( + "SELECT EXISTS(SELECT 1 FROM variable WHERE path = $1 AND workspace_id = $2)", + &item.item_path, + &item.workspace_id, + ) + .fetch_one(&mut *tx) + .await? + .unwrap_or(false); + + if exists { + return Err(Error::BadRequest(format!( + "A variable already exists at path '{}'", + item.item_path + ))); + } + + let row = data + .get("row") + .ok_or_else(|| Error::internal_err("Invalid trash data for variable"))?; + + sqlx::query("INSERT INTO variable SELECT * FROM jsonb_populate_record(null::variable, $1)") + .bind(row) + .execute(&mut *tx) + .await?; + + // Restore linked resource if present + if let Some(linked_resource) = data.get("linked_resource") { + if !linked_resource.is_null() { + sqlx::query( + "INSERT INTO resource SELECT * FROM jsonb_populate_record(null::resource, $1) + ON CONFLICT DO NOTHING", + ) + .bind(linked_resource) + .execute(&mut *tx) + .await?; + } + } + + Ok(()) +} + +async fn restore_resource(tx: &mut sqlx::PgConnection, item: &TrashItemWithData) -> Result<()> { + let data = &item.item_data; + + let exists = sqlx::query_scalar!( + "SELECT EXISTS(SELECT 1 FROM resource WHERE path = $1 AND workspace_id = $2)", + &item.item_path, + &item.workspace_id, + ) + .fetch_one(&mut *tx) + .await? + .unwrap_or(false); + + if exists { + return Err(Error::BadRequest(format!( + "A resource already exists at path '{}'", + item.item_path + ))); + } + + let row = data + .get("row") + .ok_or_else(|| Error::internal_err("Invalid trash data for resource"))?; + + sqlx::query("INSERT INTO resource SELECT * FROM jsonb_populate_record(null::resource, $1)") + .bind(row) + .execute(&mut *tx) + .await?; + + // Restore linked variables if present + if let Some(linked_vars) = data.get("linked_variables").and_then(|v| v.as_array()) { + for var in linked_vars { + sqlx::query( + "INSERT INTO variable SELECT * FROM jsonb_populate_record(null::variable, $1) + ON CONFLICT DO NOTHING", + ) + .bind(var) + .execute(&mut *tx) + .await?; + } + } + + Ok(()) +} + +async fn restore_trigger(tx: &mut sqlx::PgConnection, item: &TrashItemWithData) -> Result<()> { + let data = &item.item_data; + + let table_name = data + .get("table_name") + .and_then(|v| v.as_str()) + .ok_or_else(|| Error::internal_err("Invalid trash data for trigger: missing table_name"))?; + + // Validate table name to prevent SQL injection + let valid_tables = [ + "http_trigger", + "websocket_trigger", + "kafka_trigger", + "nats_trigger", + "postgres_trigger", + "mqtt_trigger", + "sqs_trigger", + "gcp_trigger", + "email_trigger", + ]; + + if !valid_tables.contains(&table_name) { + return Err(Error::BadRequest(format!( + "Invalid trigger table: {}", + table_name + ))); + } + + let exists: bool = sqlx::query_scalar(&format!( + "SELECT EXISTS(SELECT 1 FROM {} WHERE path = $1 AND workspace_id = $2)", + table_name + )) + .bind(&item.item_path) + .bind(&item.workspace_id) + .fetch_one(&mut *tx) + .await?; + + if exists { + return Err(Error::BadRequest(format!( + "A trigger already exists at path '{}'", + item.item_path + ))); + } + + let row = data + .get("row") + .ok_or_else(|| Error::internal_err("Invalid trash data for trigger"))?; + + sqlx::query(&format!( + "INSERT INTO {} SELECT * FROM jsonb_populate_record(null::{}, $1)", + table_name, table_name + )) + .bind(row) + .execute(&mut *tx) + .await?; + + Ok(()) +} diff --git a/backend/windmill-common/src/lib.rs b/backend/windmill-common/src/lib.rs index a31b665868..0093f1088f 100644 --- a/backend/windmill-common/src/lib.rs +++ b/backend/windmill-common/src/lib.rs @@ -96,6 +96,7 @@ pub mod stream; pub mod teams_ee; pub mod teams_oss; pub mod tracing_init; +pub mod trashbin; pub mod triggers; pub mod usernames; pub mod users; diff --git a/backend/windmill-common/src/trashbin.rs b/backend/windmill-common/src/trashbin.rs new file mode 100644 index 0000000000..6d88f12871 --- /dev/null +++ b/backend/windmill-common/src/trashbin.rs @@ -0,0 +1,155 @@ +use serde::Serialize; +use sqlx::PgConnection; + +use crate::error::Result; + +#[derive(Serialize, sqlx::FromRow)] +pub struct TrashItem { + pub id: i64, + pub workspace_id: String, + pub item_kind: String, + pub item_path: String, + pub deleted_by: String, + pub deleted_at: chrono::DateTime, + pub expires_at: chrono::DateTime, +} + +#[derive(Serialize, sqlx::FromRow)] +pub struct TrashItemWithData { + pub id: i64, + pub workspace_id: String, + pub item_kind: String, + pub item_path: String, + pub item_data: serde_json::Value, + pub deleted_by: String, + pub deleted_at: chrono::DateTime, + pub expires_at: chrono::DateTime, +} + +pub async fn move_to_trash( + tx: &mut PgConnection, + workspace_id: &str, + item_kind: &str, + item_path: &str, + item_data: serde_json::Value, + deleted_by: &str, +) -> Result { + let id = sqlx::query_scalar!( + "INSERT INTO trashbin (workspace_id, item_kind, item_path, item_data, deleted_by) + VALUES ($1, $2, $3, $4, $5) RETURNING id", + workspace_id, + item_kind, + item_path, + item_data, + deleted_by, + ) + .fetch_one(&mut *tx) + .await?; + + Ok(id) +} + +pub async fn list_trash<'e, E: sqlx::PgExecutor<'e>>( + db: E, + workspace_id: &str, + kind_filter: Option<&str>, + page: Option, + per_page: Option, +) -> Result> { + let per_page = per_page.unwrap_or(100).min(1000); + let offset = page.unwrap_or(0) * per_page; + + let items = if let Some(kind) = kind_filter { + sqlx::query_as!( + TrashItem, + "SELECT id, workspace_id, item_kind, item_path, deleted_by, deleted_at, expires_at + FROM trashbin + WHERE workspace_id = $1 AND item_kind = $2 + ORDER BY deleted_at DESC + LIMIT $3 OFFSET $4", + workspace_id, + kind, + per_page, + offset, + ) + .fetch_all(db) + .await? + } else { + sqlx::query_as!( + TrashItem, + "SELECT id, workspace_id, item_kind, item_path, deleted_by, deleted_at, expires_at + FROM trashbin + WHERE workspace_id = $1 + ORDER BY deleted_at DESC + LIMIT $2 OFFSET $3", + workspace_id, + per_page, + offset, + ) + .fetch_all(db) + .await? + }; + + Ok(items) +} + +pub async fn get_trash_item<'e, E: sqlx::PgExecutor<'e>>( + db: E, + workspace_id: &str, + id: i64, +) -> Result { + let item = sqlx::query_as!( + TrashItemWithData, + "SELECT id, workspace_id, item_kind, item_path, item_data, deleted_by, deleted_at, expires_at + FROM trashbin + WHERE workspace_id = $1 AND id = $2", + workspace_id, + id, + ) + .fetch_optional(db) + .await? + .ok_or_else(|| crate::error::Error::NotFound("Trash item not found".to_string()))?; + + Ok(item) +} + +pub async fn permanently_delete_item<'e, E: sqlx::PgExecutor<'e>>( + db: E, + workspace_id: &str, + id: i64, +) -> Result<()> { + let rows = sqlx::query!( + "DELETE FROM trashbin WHERE workspace_id = $1 AND id = $2", + workspace_id, + id, + ) + .execute(db) + .await? + .rows_affected(); + + if rows == 0 { + return Err(crate::error::Error::NotFound( + "Trash item not found".to_string(), + )); + } + + Ok(()) +} + +pub async fn empty_trash<'e, E: sqlx::PgExecutor<'e>>(db: E, workspace_id: &str) -> Result { + let rows = sqlx::query!("DELETE FROM trashbin WHERE workspace_id = $1", workspace_id,) + .execute(db) + .await? + .rows_affected(); + + Ok(rows as i64) +} + +pub async fn delete_expired_trash<'e, E: sqlx::PgExecutor<'e>>(db: E) -> Result { + let rows = sqlx::query!("DELETE FROM trashbin WHERE expires_at <= now()") + .execute(db) + .await? + .rows_affected(); + + Ok(rows as i64) +} diff --git a/backend/windmill-store/src/resources.rs b/backend/windmill-store/src/resources.rs index ef1602062a..102bab8585 100644 --- a/backend/windmill-store/src/resources.rs +++ b/backend/windmill-store/src/resources.rs @@ -877,6 +877,15 @@ async fn delete_resource( } let mut tx = user_db.begin(&authed).await?; + // Capture resource data for trashbin before deleting + let trash_resource: Option = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM resource t WHERE path = $1 AND workspace_id = $2", + ) + .bind(path) + .bind(&w_id) + .fetch_optional(&mut *tx) + .await?; + // Fetch the resource value before deleting, so we can find linked $var: references let resource_value: Option> = sqlx::query_scalar("SELECT value FROM resource WHERE path = $1 AND workspace_id = $2") @@ -885,6 +894,32 @@ async fn delete_resource( .fetch_optional(&mut *tx) .await?; + // Collect all $var: paths referenced in the resource value + let mut linked_var_paths: Vec = Vec::new(); + if let Some(Some(ref value)) = resource_value { + collect_var_refs(value, &mut linked_var_paths); + } + + // Capture linked variables for trashbin before deleting them + let trash_linked_vars: Vec = if linked_var_paths.is_empty() { + Vec::new() + } else { + let placeholders: Vec = linked_var_paths + .iter() + .enumerate() + .map(|(i, _)| format!("${}", i + 2)) + .collect(); + let query = format!( + "SELECT to_jsonb(t) FROM variable t WHERE workspace_id = $1 AND path IN ({})", + placeholders.join(", ") + ); + let mut q = sqlx::query_scalar::<_, serde_json::Value>(&query).bind(&w_id); + for var_path in &linked_var_paths { + q = q.bind(var_path); + } + q.fetch_all(&mut *tx).await? + }; + let deleted_path = sqlx::query_scalar!( "DELETE FROM resource WHERE path = $1 AND workspace_id = $2 RETURNING path", path, @@ -894,12 +929,6 @@ async fn delete_resource( .await?; not_found_if_none(deleted_path, "Resource", &path)?; - // Collect all $var: paths referenced in the resource value - let mut linked_var_paths: Vec = Vec::new(); - if let Some(Some(value)) = resource_value { - collect_var_refs(&value, &mut linked_var_paths); - } - // Delete linked variables that are actually referenced in the resource value let deleted_linked_variables: Vec = if linked_var_paths.is_empty() { Vec::new() @@ -919,6 +948,23 @@ async fn delete_resource( } q.fetch_all(&mut *tx).await? }; + + if let Some(res_data) = trash_resource { + let mut trash_data = serde_json::json!({"row": res_data}); + if !trash_linked_vars.is_empty() { + trash_data["linked_variables"] = serde_json::Value::Array(trash_linked_vars); + } + windmill_common::trashbin::move_to_trash( + &mut *tx, + &w_id, + "resource", + path, + trash_data, + &authed.username, + ) + .await?; + } + audit_log( &mut *tx, &authed, @@ -1025,6 +1071,30 @@ async fn delete_resources_bulk( let mut tx = user_db.begin(&authed).await?; + // Capture resources for trashbin per path before bulk delete + for path in &request.paths { + let trash_resource: Option = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM resource t WHERE path = $1 AND workspace_id = $2", + ) + .bind(path) + .bind(&w_id) + .fetch_optional(&mut *tx) + .await?; + + if let Some(res_data) = trash_resource { + let trash_data = serde_json::json!({"row": res_data}); + windmill_common::trashbin::move_to_trash( + &mut *tx, + &w_id, + "resource", + path, + trash_data, + &authed.username, + ) + .await?; + } + } + let deleted_paths = sqlx::query_scalar!( "DELETE FROM resource WHERE path = ANY($1) AND workspace_id = $2 RETURNING path", &request.paths, diff --git a/backend/windmill-store/src/variables.rs b/backend/windmill-store/src/variables.rs index 7d2c8cbfe8..9db4f010a6 100644 --- a/backend/windmill-store/src/variables.rs +++ b/backend/windmill-store/src/variables.rs @@ -520,6 +520,23 @@ async fn delete_variable( let mut tx = user_db.begin(&authed).await?; + // Capture data for trashbin before deleting + let trash_var: Option = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM variable t WHERE path = $1 AND workspace_id = $2", + ) + .bind(path) + .bind(&w_id) + .fetch_optional(&mut *tx) + .await?; + + let trash_linked_resource: Option = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM resource t WHERE path = $1 AND workspace_id = $2", + ) + .bind(path) + .bind(&w_id) + .fetch_optional(&mut *tx) + .await?; + sqlx::query!( "DELETE FROM variable WHERE path = $1 AND workspace_id = $2", path, @@ -534,6 +551,23 @@ async fn delete_variable( ) .fetch_optional(&mut *tx) .await?; + + if let Some(var_data) = trash_var { + let mut trash_data = serde_json::json!({"row": var_data}); + if let Some(linked) = trash_linked_resource { + trash_data["linked_resource"] = linked; + } + windmill_common::trashbin::move_to_trash( + &mut *tx, + &w_id, + "variable", + path, + trash_data, + &authed.username, + ) + .await?; + } + audit_log( &mut *tx, &authed, @@ -633,6 +667,41 @@ async fn delete_variables_bulk( let mut tx = user_db.begin(&authed).await?; + // Capture variables for trashbin per path before bulk delete + for path in &request.paths { + let trash_var: Option = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM variable t WHERE path = $1 AND workspace_id = $2", + ) + .bind(path) + .bind(&w_id) + .fetch_optional(&mut *tx) + .await?; + + if let Some(var_data) = trash_var { + let trash_linked: Option = sqlx::query_scalar( + "SELECT to_jsonb(t) FROM resource t WHERE path = $1 AND workspace_id = $2", + ) + .bind(path) + .bind(&w_id) + .fetch_optional(&mut *tx) + .await?; + + let mut trash_data = serde_json::json!({"row": var_data}); + if let Some(linked) = trash_linked { + trash_data["linked_resource"] = linked; + } + windmill_common::trashbin::move_to_trash( + &mut *tx, + &w_id, + "variable", + path, + trash_data, + &authed.username, + ) + .await?; + } + } + let deleted_paths = sqlx::query_scalar!( "DELETE FROM variable WHERE path = ANY($1) AND workspace_id = $2 RETURNING path", &request.paths, diff --git a/backend/windmill-trigger/src/handler.rs b/backend/windmill-trigger/src/handler.rs index 1f89be9419..478f20811d 100644 --- a/backend/windmill-trigger/src/handler.rs +++ b/backend/windmill-trigger/src/handler.rs @@ -610,6 +610,17 @@ async fn delete_trigger( })?; let mut tx = user_db.begin(&authed).await?; + + // Capture trigger data for trashbin before deleting + let trash_data: Option = sqlx::query_scalar(&format!( + "SELECT jsonb_build_object('row', to_jsonb(t), 'table_name', '{table}') FROM {table} t WHERE path = $1 AND workspace_id = $2", + table = T::TABLE_NAME + )) + .bind(path) + .bind(&workspace_id) + .fetch_optional(&mut *tx) + .await?; + let deleted = handler .delete_by_path(&mut *tx, &workspace_id, path) .await?; @@ -621,6 +632,19 @@ async fn delete_trigger( ))); } + if let Some(data) = trash_data { + let item_kind = format!("{}_trigger", T::TRIGGER_TYPE); + windmill_common::trashbin::move_to_trash( + &mut *tx, + &workspace_id, + &item_kind, + path, + data, + &authed.username, + ) + .await?; + } + audit_log( &mut *tx, &authed, diff --git a/frontend/src/lib/components/common/confirmationModal/ConfirmationModal.svelte b/frontend/src/lib/components/common/confirmationModal/ConfirmationModal.svelte index a04923e156..f7205b2531 100644 --- a/frontend/src/lib/components/common/confirmationModal/ConfirmationModal.svelte +++ b/frontend/src/lib/components/common/confirmationModal/ConfirmationModal.svelte @@ -15,6 +15,7 @@ type?: 'danger' | 'reload' showIcon?: boolean id?: string + trashbin?: boolean children?: Snippet onConfirmed?: () => void | Promise onCanceled?: () => void @@ -29,6 +30,7 @@ type: _type, showIcon = true, id, + trashbin = false, children, onConfirmed, onCanceled @@ -120,6 +122,12 @@
{@render children?.()}
+ {#if trashbin} +

This item will be moved to the trashbin and can be restored by a workspace admin + within 3 days.

+ {/if}
diff --git a/frontend/src/lib/components/home/Item.svelte b/frontend/src/lib/components/home/Item.svelte index b4a57175cd..2e06e66417 100644 --- a/frontend/src/lib/components/home/Item.svelte +++ b/frontend/src/lib/components/home/Item.svelte @@ -93,6 +93,7 @@ open={Boolean(deleteConfirmedCallback)} title="Remove" confirmationText="Remove" + trashbin on:canceled={() => { deleteConfirmedCallback = undefined }} diff --git a/frontend/src/lib/components/settings/Trashbin.svelte b/frontend/src/lib/components/settings/Trashbin.svelte new file mode 100644 index 0000000000..3b9b4f5f29 --- /dev/null +++ b/frontend/src/lib/components/settings/Trashbin.svelte @@ -0,0 +1,249 @@ + + +
+ + +
+ +{#if items === undefined} + +{:else if items.length === 0} +
+ +

Trashbin is empty

+

No recently deleted items.

+
+{:else} + + + + Type + Path + Deleted by + Deleted + Expires + Actions + + + {#each items as item (item.id)} + {@const Icon = getKindIcon(item.item_kind)} + + +
+ + {getKindLabel(item.item_kind)} +
+ + + {item.item_path} + + + {item.deleted_by} + + + {timeAgo(item.deleted_at)} + + + {timeRemaining(item.expires_at)} + + +
+ + +
+ + + {/each} + +{/if} + + { + deleteConfirmedCallback = undefined + }} + onConfirmed={() => { + if (deleteConfirmedCallback) { + deleteConfirmedCallback() + } + deleteConfirmedCallback = undefined + }} +> +

This item will be permanently deleted. This action cannot be undone.

+ + + { + emptyConfirmOpen = false + }} + onConfirmed={() => { + emptyAll() + emptyConfirmOpen = false + }} +> +

All items in the trashbin will be permanently deleted. This action cannot be undone.

+ diff --git a/frontend/src/lib/components/triggers/DeleteTriggerButton.svelte b/frontend/src/lib/components/triggers/DeleteTriggerButton.svelte index b7fed3d6d0..26b1933de7 100644 --- a/frontend/src/lib/components/triggers/DeleteTriggerButton.svelte +++ b/frontend/src/lib/components/triggers/DeleteTriggerButton.svelte @@ -21,6 +21,7 @@ title={`Are you sure you want to delete this ${trigger?.isDraft ? 'draft' : 'deployed'} trigger ?`} confirmationText="Delete" open={confirmationModalOpen} + trashbin on:canceled={() => { confirmationModalOpen = false }} diff --git a/frontend/src/lib/services/trashService.ts b/frontend/src/lib/services/trashService.ts new file mode 100644 index 0000000000..c1bdac5a23 --- /dev/null +++ b/frontend/src/lib/services/trashService.ts @@ -0,0 +1,69 @@ +import { OpenAPI } from '$lib/gen/core/OpenAPI' +import { request as __request } from '$lib/gen/core/request' + +export type TrashItem = { + id: number + workspace_id: string + item_kind: string + item_path: string + deleted_by: string + deleted_at: string + expires_at: string +} + +export class TrashService { + public static listTrash(data: { + workspace: string + itemKind?: string + page?: number + perPage?: number + }): Promise { + return __request(OpenAPI, { + method: 'GET', + url: '/w/{workspace}/trash/list', + path: { + workspace: data.workspace + }, + query: { + item_kind: data.itemKind, + page: data.page, + per_page: data.perPage + } + }) + } + + public static restoreTrashItem(data: { workspace: string; id: number }): Promise { + return __request(OpenAPI, { + method: 'POST', + url: '/w/{workspace}/trash/restore/{id}', + path: { + workspace: data.workspace, + id: data.id + } + }) + } + + public static permanentlyDeleteTrashItem(data: { + workspace: string + id: number + }): Promise { + return __request(OpenAPI, { + method: 'DELETE', + url: '/w/{workspace}/trash/delete/{id}', + path: { + workspace: data.workspace, + id: data.id + } + }) + } + + public static emptyTrash(data: { workspace: string }): Promise { + return __request(OpenAPI, { + method: 'POST', + url: '/w/{workspace}/trash/empty', + path: { + workspace: data.workspace + } + }) + } +} diff --git a/frontend/src/routes/(root)/(logged)/resources/+page.svelte b/frontend/src/routes/(root)/(logged)/resources/+page.svelte index 600cc45183..b6b1c8c6e5 100644 --- a/frontend/src/routes/(root)/(logged)/resources/+page.svelte +++ b/frontend/src/routes/(root)/(logged)/resources/+page.svelte @@ -30,13 +30,14 @@ import Toggle from '$lib/components/Toggle.svelte' import Tooltip from '$lib/components/Tooltip.svelte' import type { ResourceType, WorkspaceDeployUISettings } from '$lib/gen' - import { FolderService, OauthService, ResourceService, WorkspaceService, type ListableResource } from '$lib/gen' import { - enterpriseLicense, - userStore, - workspaceStore, - userWorkspaces - } from '$lib/stores' + FolderService, + OauthService, + ResourceService, + WorkspaceService, + type ListableResource + } from '$lib/gen' + import { enterpriseLicense, userStore, workspaceStore, userWorkspaces } from '$lib/stores' import { sendUserToast } from '$lib/toast' import { canWrite, @@ -151,7 +152,12 @@ let folderPresets = $derived([ ...folders.map((f) => ({ name: `f/${f}`, value: `path_start:\\ f/${f}/` })), ...(resourcesFilterSchema.user_folders_only - ? [{ name: resourcesFilterSchema.user_folders_only.label ?? '?', value: 'user_folders_only:\\ true' }] + ? [ + { + name: resourcesFilterSchema.user_folders_only.label ?? '?', + value: 'user_folders_only:\\ true' + } + ] : []) ]) @@ -577,6 +583,7 @@ open={Boolean(deleteConfirmedCallback)} title="Remove resource" confirmationText="Remove" + trashbin on:canceled={() => { deleteConfirmedCallback = undefined }} diff --git a/frontend/src/routes/(root)/(logged)/variables/+page.svelte b/frontend/src/routes/(root)/(logged)/variables/+page.svelte index ea48db42cd..e253a21fed 100644 --- a/frontend/src/routes/(root)/(logged)/variables/+page.svelte +++ b/frontend/src/routes/(root)/(logged)/variables/+page.svelte @@ -74,7 +74,12 @@ let folderPresets = $derived([ ...folders.map((f) => ({ name: `f/${f}`, value: `path_start:\\ f/${f}/` })), ...(variablesFilterSchema.user_folders_only - ? [{ name: variablesFilterSchema.user_folders_only.label ?? '?', value: 'user_folders_only:\\ true' }] + ? [ + { + name: variablesFilterSchema.user_folders_only.label ?? '?', + value: 'user_folders_only:\\ true' + } + ] : []) ]) let contextualVariables: ContextualVariable[] = $state([]) @@ -576,6 +581,7 @@ {open} title="Remove variable" confirmationText="Remove" + trashbin on:canceled={() => { deleteConfirmedCallback = undefined }} diff --git a/frontend/src/routes/(root)/(logged)/workspace_settings/+page.svelte b/frontend/src/routes/(root)/(logged)/workspace_settings/+page.svelte index db3a140c0b..24900d9076 100644 --- a/frontend/src/routes/(root)/(logged)/workspace_settings/+page.svelte +++ b/frontend/src/routes/(root)/(logged)/workspace_settings/+page.svelte @@ -56,6 +56,7 @@ import StorageSettings from '$lib/components/workspaceSettings/StorageSettings.svelte' import VolumeStorageSettings from '$lib/components/workspaceSettings/VolumeStorageSettings.svelte' import GitSyncSection from '$lib/components/git_sync/GitSyncSection.svelte' + import Trashbin from '$lib/components/settings/Trashbin.svelte' import { untrack } from 'svelte' import { getHandlerType } from '$lib/components/triggers/utils' import DucklakeSettings, { @@ -473,17 +474,15 @@ } async function loadSettings(): Promise { - const [settings, copilotSettingsState]: [ - GetSettingsResponse, - GetCopilotSettingsStateResponse - ] = await Promise.all([ - WorkspaceService.getSettings({ - workspace: $workspaceStore! - }), - WorkspaceService.getCopilotSettingsState({ - workspace: $workspaceStore! - }) - ]) + const [settings, copilotSettingsState]: [GetSettingsResponse, GetCopilotSettingsStateResponse] = + await Promise.all([ + WorkspaceService.getSettings({ + workspace: $workspaceStore! + }), + WorkspaceService.getCopilotSettingsState({ + workspace: $workspaceStore! + }) + ]) slack_team_name = settings.slack_name teams_team_id = settings.teams_team_id teams_team_name = settings.teams_team_name @@ -1193,6 +1192,12 @@ label: 'Encryption', aiId: 'workspace-settings-encryption', aiDescription: 'Encryption workspace settings' + }, + { + id: 'trashbin', + label: 'Trashbin', + aiId: 'workspace-settings-trashbin', + aiDescription: 'Trashbin for recently deleted items' } ] } @@ -1927,6 +1932,14 @@ export async function main( saveLabel="Save & Re-encrypt workspace" disabled={!!encryptionKeyValidationError || workspaceReencryptionInProgress} /> + {:else if tab == 'trashbin'} + +
+ +
{/if}
From 0885d8c986f13ac210e4db3ad38febe9be391ba4 Mon Sep 17 00:00:00 2001 From: Ruben Fiszel Date: Thu, 26 Mar 2026 11:06:51 +0000 Subject: [PATCH 2/7] feat: mask sensitive values in job logs (#8520) * feat: mask sensitive values (secrets, password args) in job logs Co-Authored-By: Claude Opus 4.6 (1M context) * test: replace artificial unit tests with real integration tests Co-Authored-By: Claude Opus 4.6 (1M context) * test: consolidate into single comprehensive masking test covering 8 scenarios Co-Authored-By: Claude Opus 4.6 (1M context) * feat: show first 3 chars of masked secrets and add security notice Co-Authored-By: Claude Opus 4.6 (1M context) * fix: update masking notice to say "display full value" Co-Authored-By: Claude Opus 4.6 (1M context) * fix: handle poisoned locks, deduplicate notice, mask non-string encrypted args Co-Authored-By: Claude Opus 4.6 (1M context) * perf: snapshot-based masking, one lock per batch instead of per line Co-Authored-By: Claude Opus 4.6 (1M context) * perf: use Aho-Corasick for O(m) single-pass matching regardless of secret count Co-Authored-By: Claude Opus 4.6 (1M context) * fix: track notice in snapshot (no global lock), document snapshot race trade-off Co-Authored-By: Claude Opus 4.6 (1M context) --------- Co-authored-by: Claude Opus 4.6 (1M context) --- backend/Cargo.lock | 2 + .../windmill-api-integration-tests/Cargo.toml | 1 + .../tests/sensitive_log_masking.rs | 465 ++++++++++++++++++ backend/windmill-common/Cargo.toml | 1 + backend/windmill-common/src/lib.rs | 1 + .../src/sensitive_log_masks.rs | 159 ++++++ backend/windmill-store/src/variables.rs | 4 + backend/windmill-worker/src/common.rs | 12 + backend/windmill-worker/src/handle_child.rs | 14 + backend/windmill-worker/src/worker.rs | 4 + 10 files changed, 663 insertions(+) create mode 100644 backend/windmill-api-integration-tests/tests/sensitive_log_masking.rs create mode 100644 backend/windmill-common/src/sensitive_log_masks.rs diff --git a/backend/Cargo.lock b/backend/Cargo.lock index c903490c8d..38095e4037 100644 --- a/backend/Cargo.lock +++ b/backend/Cargo.lock @@ -16197,6 +16197,7 @@ dependencies = [ "aws-credential-types", "aws-sdk-sqs", "base64 0.22.1", + "futures", "rand 0.9.0", "rdkafka", "reqwest 0.13.1", @@ -16477,6 +16478,7 @@ name = "windmill-common" version = "1.664.0" dependencies = [ "aes-gcm", + "aho-corasick", "anyhow", "async-recursion", "async-stream", diff --git a/backend/windmill-api-integration-tests/Cargo.toml b/backend/windmill-api-integration-tests/Cargo.toml index 35dd64f995..cb4827e857 100644 --- a/backend/windmill-api-integration-tests/Cargo.toml +++ b/backend/windmill-api-integration-tests/Cargo.toml @@ -31,6 +31,7 @@ reqwest.workspace = true tokio.workspace = true anyhow.workspace = true uuid.workspace = true +futures.workspace = true rand.workspace = true rumqttc.workspace = true rdkafka.workspace = true diff --git a/backend/windmill-api-integration-tests/tests/sensitive_log_masking.rs b/backend/windmill-api-integration-tests/tests/sensitive_log_masking.rs new file mode 100644 index 0000000000..fb759ee4b5 --- /dev/null +++ b/backend/windmill-api-integration-tests/tests/sensitive_log_masking.rs @@ -0,0 +1,465 @@ +//! Integration tests for sensitive log masking. +//! +//! A single comprehensive test that runs real bun scripts through real workers, +//! covering all masking scenarios: secret variables, non-secret variables, +//! multiple secrets, mid-string secrets, `$encrypted:` args, resources +//! referencing secret variables, and cross-job isolation. +//! +//! Run with: +//! cargo test -p windmill-api-integration-tests --test sensitive_log_masking -- --nocapture +//! +//! Requires: bun runtime, live database (migrations applied by sqlx::test). + +use futures::StreamExt; +use serde_json::json; +use sqlx::{Pool, Postgres}; +use uuid::Uuid; +use windmill_common::jobs::{JobPayload, RawCode}; +use windmill_common::scripts::ScriptLang; +use windmill_common::worker::to_raw_value; +use windmill_test_utils::*; + +fn client() -> reqwest::Client { + reqwest::Client::new() +} + +fn authed(builder: reqwest::RequestBuilder) -> reqwest::RequestBuilder { + builder.header("Authorization", "Bearer SECRET_TOKEN") +} + +/// Helper: create a variable via the API. +async fn create_variable(port: u16, path: &str, value: &str, is_secret: bool) { + let base = format!("http://localhost:{port}/api/w/test-workspace/variables"); + let resp = authed(client().post(format!("{base}/create"))) + .json(&json!({ + "path": path, + "value": value, + "is_secret": is_secret, + "description": "test variable for log masking" + })) + .send() + .await + .unwrap(); + assert_eq!( + resp.status(), + 201, + "failed to create variable {path}: {}", + resp.text().await.unwrap_or_default() + ); +} + +/// Helper: create a resource via the API. +async fn create_resource(port: u16, path: &str, value: serde_json::Value) { + let base = format!("http://localhost:{port}/api/w/test-workspace/resources"); + let resp = authed(client().post(format!("{base}/create"))) + .json(&json!({ + "path": path, + "value": value, + "resource_type": "object", + "description": "test resource for log masking" + })) + .send() + .await + .unwrap(); + assert_eq!( + resp.status(), + 201, + "failed to create resource {path}: {}", + resp.text().await.unwrap_or_default() + ); +} + +/// Helper: fetch job logs from the job_logs table. +async fn get_job_logs(db: &Pool, job_id: Uuid) -> Option { + sqlx::query_scalar!( + r#"SELECT logs as "logs!" FROM job_logs WHERE job_id = $1"#, + job_id, + ) + .fetch_optional(db) + .await + .unwrap() +} + +/// Helper: push a bun preview job and return its UUID. +async fn push_bun_job(db: &Pool, code: String) -> Uuid { + RunJob::from(JobPayload::Code(RawCode { + hash: None, + content: code, + path: None, + language: ScriptLang::Bun, + lock: None, + cache_ttl: None, + cache_ignore_s3_path: None, + dedicated_worker: None, + concurrency_settings: windmill_common::runnable_settings::ConcurrencySettings::default() + .into(), + debouncing_settings: windmill_common::runnable_settings::DebouncingSettings::default(), + modules: None, + })) + .push(db) + .await +} + +/// Helper: push a bun preview job with encrypted args. +async fn push_bun_job_with_encrypted_arg( + db: &Pool, + code: String, + arg_name: &str, + plaintext_value: &str, +) -> Uuid { + // We need to know the job_id in advance to encrypt with the right key suffix. + let job_id = Uuid::new_v4(); + + // Encrypt the value the same way the frontend does: + // build_crypt_with_key_suffix(db, workspace, root_job_id) + let mc = windmill_common::variables::build_crypt_with_key_suffix( + db, + "test-workspace", + &job_id.to_string(), + ) + .await + .expect("build_crypt_with_key_suffix"); + + // Encrypt the JSON-serialized string value + let json_str = serde_json::to_string(plaintext_value).unwrap(); + let encrypted = windmill_common::variables::encrypt(&mc, &json_str); + let arg_value = format!("$encrypted:{encrypted}"); + + let mut args = std::collections::HashMap::new(); + args.insert(arg_name.to_string(), to_raw_value(&json!(arg_value))); + + RunJob::from(JobPayload::Code(RawCode { + hash: None, + content: code, + path: None, + language: ScriptLang::Bun, + lock: None, + cache_ttl: None, + cache_ignore_s3_path: None, + dedicated_worker: None, + concurrency_settings: windmill_common::runnable_settings::ConcurrencySettings::default() + .into(), + debouncing_settings: windmill_common::runnable_settings::DebouncingSettings::default(), + modules: None, + })) + .job_id(job_id) + .arg(arg_name, json!(arg_value)) + .push(db) + .await +} + +/// Comprehensive test covering all sensitive log masking scenarios in a single +/// test function to amortize server/worker startup cost. +/// +/// Scenarios covered (each as a separate job inside the same worker): +/// 1. Secret variable fetched and logged → masked +/// 2. Non-secret variable fetched and logged → NOT masked (no false positives) +/// 3. Two different secrets fetched and logged in the same job → both masked +/// 4. Secret embedded mid-string (e.g. "token=SECRET&user=bob") → masked +/// 5. Same secret logged 3 times → all occurrences masked +/// 6. `$encrypted:` password arg logged → masked +/// 7. Resource referencing a secret variable via `$var:` → secret masked when logged +/// 8. Cross-job isolation: job A's secret does NOT leak into job B's logs +#[sqlx::test(migrations = "../migrations", fixtures("base"))] +async fn test_sensitive_log_masking(db: Pool) -> anyhow::Result<()> { + initialize_tracing().await; + let server = ApiServer::start(db.clone()).await?; + let port = server.addr.port(); + + // === Setup: create variables and resources === + let secret1 = "alpha_secret_value_9x7k2m"; + let secret2 = "beta_secret_token_4j8n3p"; + let plain_val = "plain_visible_value_12345"; + let encrypted_password = "encrypted_pass_w0rd_zq5r"; + let resource_secret = "resource_db_password_h7t2"; + + create_variable(port, "u/test-user/secret_alpha", secret1, true).await; + create_variable(port, "u/test-user/secret_beta", secret2, true).await; + create_variable(port, "u/test-user/plain_var", plain_val, false).await; + // Secret variable that will be referenced by a resource via $var: + create_variable(port, "u/test-user/res_secret_var", resource_secret, true).await; + // Resource whose "password" field references the secret variable + create_resource( + port, + "u/test-user/db_with_secret", + json!({"host": "db.example.com", "password": "$var:u/test-user/res_secret_var"}), + ) + .await; + + let mut completed = listen_for_completed_jobs(&db).await; + let db2 = db.clone(); + in_test_worker( + db.clone(), + async move { + // ================================================================ + // Scenario 1: Secret variable fetched and console.logged → masked + // ================================================================ + let job1 = push_bun_job( + &db2, + r#"import * as wmill from "windmill-client"; +export async function main() { + const secret = await wmill.getVariable("u/test-user/secret_alpha"); + console.log("The secret value is: " + secret); + return "ok"; +}"# + .into(), + ) + .await; + completed.next().await; + let cjob1 = completed_job(job1, &db2).await; + assert!(cjob1.success, "scenario 1 job failed"); + let logs1 = get_job_logs(&db2, job1).await.expect("scenario 1: no logs"); + + assert!( + !logs1.contains(secret1), + "scenario 1: secret value leaked in logs\nLogs:\n{logs1}" + ); + assert!( + logs1.contains("The secret value is: alp*****"), + "scenario 1: expected masked output with first 3 chars\nLogs:\n{logs1}" + ); + assert!( + logs1.contains("[windmill] secret value was masked for security reasons, use string transformations to display full value"), + "scenario 1: expected security notice\nLogs:\n{logs1}" + ); + + // ================================================================ + // Scenario 2: Non-secret variable → NOT masked (no false positives) + // ================================================================ + let job2 = push_bun_job( + &db2, + r#"import * as wmill from "windmill-client"; +export async function main() { + const val = await wmill.getVariable("u/test-user/plain_var"); + console.log("The plain value is: " + val); + return "ok"; +}"# + .into(), + ) + .await; + completed.next().await; + let cjob2 = completed_job(job2, &db2).await; + assert!(cjob2.success, "scenario 2 job failed"); + let logs2 = get_job_logs(&db2, job2).await.expect("scenario 2: no logs"); + + assert!( + logs2.contains(plain_val), + "scenario 2: plain value should appear unmasked\nLogs:\n{logs2}" + ); + + // ================================================================ + // Scenario 3: Two different secrets fetched in the same job → both masked + // ================================================================ + let job3 = push_bun_job( + &db2, + r#"import * as wmill from "windmill-client"; +export async function main() { + const s1 = await wmill.getVariable("u/test-user/secret_alpha"); + const s2 = await wmill.getVariable("u/test-user/secret_beta"); + console.log("secret1=" + s1); + console.log("secret2=" + s2); + return "ok"; +}"# + .into(), + ) + .await; + completed.next().await; + let cjob3 = completed_job(job3, &db2).await; + assert!(cjob3.success, "scenario 3 job failed"); + let logs3 = get_job_logs(&db2, job3).await.expect("scenario 3: no logs"); + + assert!( + !logs3.contains(secret1), + "scenario 3: secret1 leaked\nLogs:\n{logs3}" + ); + assert!( + !logs3.contains(secret2), + "scenario 3: secret2 leaked\nLogs:\n{logs3}" + ); + assert!( + logs3.contains("secret1=alp*****"), + "scenario 3: secret1 not masked\nLogs:\n{logs3}" + ); + assert!( + logs3.contains("secret2=bet*****"), + "scenario 3: secret2 not masked\nLogs:\n{logs3}" + ); + + // ================================================================ + // Scenario 4: Secret embedded mid-string → masked in place + // ================================================================ + let job4 = push_bun_job( + &db2, + r#"import * as wmill from "windmill-client"; +export async function main() { + const secret = await wmill.getVariable("u/test-user/secret_alpha"); + console.log("token=" + secret + "&user=bob&format=json"); + return "ok"; +}"# + .into(), + ) + .await; + completed.next().await; + let cjob4 = completed_job(job4, &db2).await; + assert!(cjob4.success, "scenario 4 job failed"); + let logs4 = get_job_logs(&db2, job4).await.expect("scenario 4: no logs"); + + assert!( + !logs4.contains(secret1), + "scenario 4: secret leaked mid-string\nLogs:\n{logs4}" + ); + assert!( + logs4.contains("token=alp*****&user=bob&format=json"), + "scenario 4: mid-string masking failed\nLogs:\n{logs4}" + ); + + // ================================================================ + // Scenario 5: Same secret logged 3 times → all occurrences masked + // ================================================================ + let job5 = push_bun_job( + &db2, + r#"import * as wmill from "windmill-client"; +export async function main() { + const secret = await wmill.getVariable("u/test-user/secret_beta"); + console.log("First: " + secret); + console.log("Second: " + secret); + console.log("Third: " + secret); + return "ok"; +}"# + .into(), + ) + .await; + completed.next().await; + let cjob5 = completed_job(job5, &db2).await; + assert!(cjob5.success, "scenario 5 job failed"); + let logs5 = get_job_logs(&db2, job5).await.expect("scenario 5: no logs"); + + assert!( + !logs5.contains(secret2), + "scenario 5: secret leaked\nLogs:\n{logs5}" + ); + let mask_count = logs5.matches("bet*****").count(); + assert!( + mask_count >= 3, + "scenario 5: expected >= 3 masked occurrences, found {mask_count}\nLogs:\n{logs5}" + ); + // Security notice should appear only once even though masking happened 3 times + let notice_count = logs5.matches("[windmill] secret value was masked").count(); + assert_eq!( + notice_count, 1, + "scenario 5: security notice should appear exactly once, found {notice_count}\nLogs:\n{logs5}" + ); + + // ================================================================ + // Scenario 6: $encrypted: password arg → masked when logged + // ================================================================ + let job6 = push_bun_job_with_encrypted_arg( + &db2, + r#"export async function main(password: string) { + console.log("password is: " + password); + return "ok"; +}"# + .into(), + "password", + encrypted_password, + ) + .await; + completed.next().await; + let cjob6 = completed_job(job6, &db2).await; + assert!(cjob6.success, "scenario 6 job failed"); + let logs6 = get_job_logs(&db2, job6).await.expect("scenario 6: no logs"); + + assert!( + !logs6.contains(encrypted_password), + "scenario 6: encrypted password leaked\nLogs:\n{logs6}" + ); + assert!( + logs6.contains("password is: enc*****"), + "scenario 6: encrypted password not masked\nLogs:\n{logs6}" + ); + + // ================================================================ + // Scenario 7: Resource with $var: referencing a secret → masked + // ================================================================ + let job7 = push_bun_job( + &db2, + r#"import * as wmill from "windmill-client"; +export async function main() { + const res = await wmill.getResource("u/test-user/db_with_secret"); + console.log("db password: " + res.password); + console.log("db host: " + res.host); + return "ok"; +}"# + .into(), + ) + .await; + completed.next().await; + let cjob7 = completed_job(job7, &db2).await; + assert!(cjob7.success, "scenario 7 job failed"); + let logs7 = get_job_logs(&db2, job7).await.expect("scenario 7: no logs"); + + assert!( + !logs7.contains(resource_secret), + "scenario 7: resource secret leaked\nLogs:\n{logs7}" + ); + assert!( + logs7.contains("db password: res*****"), + "scenario 7: resource secret not masked\nLogs:\n{logs7}" + ); + // Non-secret field should remain visible + assert!( + logs7.contains("db host: db.example.com"), + "scenario 7: non-secret resource field should be visible\nLogs:\n{logs7}" + ); + + // ================================================================ + // Scenario 8: Cross-job isolation — job A fetches secret_alpha, + // then job B logs "alpha_secret_value_9x7k2m" as a + // literal string (not fetched as a secret). + // Job B should NOT mask it because the secret belongs + // to job A which already completed. + // ================================================================ + // Job A: fetch the secret (registers it) then completes + let job_a = push_bun_job( + &db2, + r#"import * as wmill from "windmill-client"; +export async function main() { + const s = await wmill.getVariable("u/test-user/secret_alpha"); + console.log("fetched secret"); + return "ok"; +}"# + .into(), + ) + .await; + completed.next().await; + let cjob_a = completed_job(job_a, &db2).await; + assert!(cjob_a.success, "scenario 8 job A failed"); + + // Job B: logs the same string as a hardcoded literal (NOT fetched as secret) + // Since job A already completed and unregistered, and job B never + // fetched the secret, it should NOT be masked. + let job_b_code = format!( + r#"export async function main() {{ + console.log("literal value: {secret1}"); + return "ok"; +}}"# + ); + let job_b = push_bun_job(&db2, job_b_code).await; + completed.next().await; + let cjob_b = completed_job(job_b, &db2).await; + assert!(cjob_b.success, "scenario 8 job B failed"); + let logs_b = get_job_logs(&db2, job_b) + .await + .expect("scenario 8 job B: no logs"); + + assert!( + logs_b.contains(secret1), + "scenario 8: job B should show the literal string unmasked (it never fetched a secret)\nLogs:\n{logs_b}" + ); + }, + port, + ) + .await; + + Ok(()) +} diff --git a/backend/windmill-common/Cargo.toml b/backend/windmill-common/Cargo.toml index a0aa27342d..d593787def 100644 --- a/backend/windmill-common/Cargo.toml +++ b/backend/windmill-common/Cargo.toml @@ -56,6 +56,7 @@ tokio-util.workspace = true datafusion = { workspace = true, optional = true} reqwest = { workspace = true } tracing-subscriber = { workspace = true } +aho-corasick = "1" lazy_static.workspace = true tracing-appender.workspace = true gethostname.workspace = true diff --git a/backend/windmill-common/src/lib.rs b/backend/windmill-common/src/lib.rs index 0093f1088f..b5ec518315 100644 --- a/backend/windmill-common/src/lib.rs +++ b/backend/windmill-common/src/lib.rs @@ -86,6 +86,7 @@ pub mod schedule; pub mod schema; pub mod scripts; pub mod secret_backend; +pub mod sensitive_log_masks; pub mod server; pub mod ssrf; #[cfg(feature = "private")] diff --git a/backend/windmill-common/src/sensitive_log_masks.rs b/backend/windmill-common/src/sensitive_log_masks.rs new file mode 100644 index 0000000000..8123d6d55b --- /dev/null +++ b/backend/windmill-common/src/sensitive_log_masks.rs @@ -0,0 +1,159 @@ +//! In-memory store for masking sensitive values (secrets, password args) in job logs. +//! +//! Workers run an embedded server in the same process, so we use global state to track: +//! - Which jobs are currently running +//! - Which secret values each job should mask in its stdout +//! +//! When a secret is fetched via `get_value_internal` (embedded server handler), we don't know +//! which job triggered the request (auth is user-based, not job-based), so we register the +//! secret for ALL currently running jobs on this worker process. + +use std::borrow::Cow; +use std::collections::{HashMap, HashSet}; +use std::sync::RwLock; +use uuid::Uuid; + +/// Minimum length for a secret to be registered for masking. +/// Short strings (e.g. "true", "1234") would cause too many false positives. +const MIN_SECRET_LENGTH: usize = 8; + +const MASKED_NOTICE: &str = + "[windmill] secret value was masked for security reasons, use string transformations to display full value"; + +lazy_static::lazy_static! { + /// Map of job_id -> set of secret values that should be masked in that job's logs. + static ref SENSITIVE_MASKS: RwLock>> = + RwLock::new(HashMap::new()); + + /// Set of currently running job IDs on this worker process. + static ref RUNNING_JOBS: RwLock> = + RwLock::new(HashSet::new()); + +} + +/// A lock-free snapshot of secrets for a job, taken once per log batch. +/// Uses Aho-Corasick for O(m) multi-pattern matching in a single pass, +/// regardless of the number of secrets registered. +pub struct MaskSnapshot { + /// Aho-Corasick automaton for fast matching. + ac: aho_corasick::AhoCorasick, + /// Replacement strings, indexed to match the automaton's pattern order. + replacements: Vec, + /// Whether the security notice has already been appended for this snapshot. + /// Tracked locally to avoid a global write lock on every masked line. + notice_shown: std::cell::Cell, +} + +impl MaskSnapshot { + /// Mask all secrets in `text`. Returns `Cow::Borrowed` when no match (zero allocation). + /// The Aho-Corasick scan is O(text_len) regardless of how many secrets are registered. + pub fn mask<'a>(&self, text: &'a str) -> Cow<'a, str> { + if text.is_empty() { + return Cow::Borrowed(text); + } + + // Single-pass check + replace using the pre-built automaton + if !self.ac.is_match(text) { + return Cow::Borrowed(text); + } + + let mut result = self.ac.replace_all(text, &self.replacements); + + // Append the notice only once per snapshot (i.e. per batch) + if !self.notice_shown.get() { + self.notice_shown.set(true); + result.push('\n'); + result.push_str(MASKED_NOTICE); + } + + Cow::Owned(result) + } +} + +/// Take a snapshot of the current secrets for a job. Returns `None` if no secrets +/// are registered (the caller can then skip masking entirely for the whole batch). +/// +/// Call this once per log batch in `write_lines`, not per line. +pub fn snapshot(job_id: &Uuid) -> Option { + let masks = SENSITIVE_MASKS.read().unwrap_or_else(|e| e.into_inner()); + let secrets = masks.get(job_id)?; + if secrets.is_empty() { + return None; + } + + // Sort longest-first so longer secrets are matched before shorter substrings + let mut sorted: Vec<&String> = secrets.iter().collect(); + sorted.sort_by(|a, b| b.len().cmp(&a.len())); + + let replacements: Vec = sorted + .iter() + .map(|s| { + let prefix: String = s.chars().take(3).collect(); + format!("{}*****", prefix) + }) + .collect(); + + let ac = aho_corasick::AhoCorasickBuilder::new() + .match_kind(aho_corasick::MatchKind::LeftmostLongest) + .build(sorted.iter().map(|s| s.as_str())) + .expect("failed to build aho-corasick automaton"); + + Some(MaskSnapshot { ac, replacements, notice_shown: std::cell::Cell::new(false) }) +} + +/// Register a job as currently running. Call this before `handle_queued_job`. +pub fn register_running_job(job_id: Uuid) { + { + let mut jobs = RUNNING_JOBS.write().unwrap_or_else(|e| e.into_inner()); + jobs.insert(job_id); + } + { + let mut masks = SENSITIVE_MASKS.write().unwrap_or_else(|e| e.into_inner()); + masks.entry(job_id).or_default(); + } +} + +/// Unregister a job when it completes. Removes both the running job entry and its mask set. +pub fn unregister_running_job(job_id: Uuid) { + { + let mut jobs = RUNNING_JOBS.write().unwrap_or_else(|e| e.into_inner()); + jobs.remove(&job_id); + } + { + let mut masks = SENSITIVE_MASKS.write().unwrap_or_else(|e| e.into_inner()); + masks.remove(&job_id); + } +} + +/// Register a secret value for ALL currently running jobs. +/// Used when a secret is fetched via the embedded server (we don't know which job triggered it). +pub fn register_secret_for_all_running_jobs(secret: &str) { + if secret.len() < MIN_SECRET_LENGTH { + return; + } + let jobs = RUNNING_JOBS.read().unwrap_or_else(|e| e.into_inner()); + if jobs.is_empty() { + return; + } + let job_ids: Vec = jobs.iter().copied().collect(); + drop(jobs); + + let mut masks = SENSITIVE_MASKS.write().unwrap_or_else(|e| e.into_inner()); + for job_id in job_ids { + if let Some(set) = masks.get_mut(&job_id) { + set.insert(secret.to_string()); + } + } +} + +/// Register a secret value for a specific job. +/// Used for `$encrypted:` args where we know the job ID. +pub fn register_secret_for_job(job_id: Uuid, secret: &str) { + if secret.len() < MIN_SECRET_LENGTH { + return; + } + let mut masks = SENSITIVE_MASKS.write().unwrap_or_else(|e| e.into_inner()); + if let Some(set) = masks.get_mut(&job_id) { + set.insert(secret.to_string()); + } +} diff --git a/backend/windmill-store/src/variables.rs b/backend/windmill-store/src/variables.rs index 9db4f010a6..964f81809c 100644 --- a/backend/windmill-store/src/variables.rs +++ b/backend/windmill-store/src/variables.rs @@ -1115,6 +1115,10 @@ pub async fn get_value_internal<'a>( variable.value }; + if variable.is_secret && !r.is_empty() { + windmill_common::sensitive_log_masks::register_secret_for_all_running_jobs(&r); + } + // Cache the result when explicitly allowed and caching appropriate if allow_cache { cache_variable(&w_id, &path, db_with_opt_authed.email(), r.clone()); diff --git a/backend/windmill-worker/src/common.rs b/backend/windmill-worker/src/common.rs index 0c81c45286..c6d737becb 100644 --- a/backend/windmill-worker/src/common.rs +++ b/backend/windmill-worker/src/common.rs @@ -286,6 +286,18 @@ pub async fn transform_json_value( ) .await?; decrypt(&mc, encrypted.to_string()).and_then(|x| { + // Register the raw decrypted string for log masking. + // This covers both string values and their JSON representations + // (numbers, objects, etc.) that could appear in logs. + windmill_common::sensitive_log_masks::register_secret_for_job(job.id, &x); + if let serde_json::Value::String(ref s) = + serde_json::from_str::(&x).unwrap_or_default() + { + // Also register the inner string value (without JSON quotes) + windmill_common::sensitive_log_masks::register_secret_for_job( + job.id, s, + ); + } serde_json::from_str(&x).map_err(|e| { Error::internal_err(format!( "Failed to decrypt '$encrypted:' value: {e}" diff --git a/backend/windmill-worker/src/handle_child.rs b/backend/windmill-worker/src/handle_child.rs index 46cc047bf0..2edaa4f3a1 100644 --- a/backend/windmill-worker/src/handle_child.rs +++ b/backend/windmill-worker/src/handle_child.rs @@ -432,12 +432,26 @@ pub async fn write_lines( let job_id = job_id.clone(); let mut nstream = String::new(); + // Snapshot secrets once per batch — no lock needed per line. + // Trade-off: secrets registered mid-batch (between snapshot and log line) + // won't be masked until the next batch. In practice the async HTTP round-trip + // to fetch a secret completes before the script's log line arrives. + let mask_snapshot = windmill_common::sensitive_log_masks::snapshot(&job_id); + while let Some(line) = read_lines.next().await { match line { Ok(line) => { if line.is_empty() { continue; } + let line = if let Some(ref snap) = mask_snapshot { + match snap.mask(&line) { + std::borrow::Cow::Owned(masked) => masked, + std::borrow::Cow::Borrowed(_) => line, + } + } else { + line + }; if *OTEL_JOB_LOGS { if let Some(otel_suffix) = line.strip_prefix(OTEL_PREFIX) { tracing::event!(tracing::Level::INFO, otel_suffix); diff --git a/backend/windmill-worker/src/worker.rs b/backend/windmill-worker/src/worker.rs index bdeea1c076..b75403bef7 100644 --- a/backend/windmill-worker/src/worker.rs +++ b/backend/windmill-worker/src/worker.rs @@ -2745,6 +2745,8 @@ pub async fn run_worker( let arc_job = Arc::new(job); + windmill_common::sensitive_log_masks::register_running_job(arc_job.id); + let span = create_span_with_name(&arc_job, &worker_name, Some(hostname), "job"); let job_result = handle_queued_job( @@ -2844,6 +2846,8 @@ pub async fn run_worker( _ => {} } + windmill_common::sensitive_log_masks::unregister_running_job(job_id); + #[cfg(feature = "prometheus")] if let Some(duration) = _timer.map(|x| x.stop_and_record()) { register_metric( From 55ad0ff5c499c33b766f47c6f32ba5d3eeb14763 Mon Sep 17 00:00:00 2001 From: Ruben Fiszel Date: Thu, 26 Mar 2026 11:43:26 +0000 Subject: [PATCH 3/7] fix: use resource-level scope overrides during OAuth2 token refresh (#8540) * fix: use resource-level scope overrides during OAuth2 token refresh Co-Authored-By: Claude Opus 4.6 (1M context) * chore: update ee-repo-ref.txt Co-Authored-By: Claude Opus 4.6 (1M context) * chore: update ee-repo-ref to 6db424512b0d02f86489e85f0026581b7637d6e6 This commit updates the EE repository reference after PR #484 was merged in windmill-ee-private. Previous ee-repo-ref: c9277992608537155a9505a089aca91403d91159 New ee-repo-ref: 6db424512b0d02f86489e85f0026581b7637d6e6 Automated by sync-ee-ref workflow. * fix: restore non-enterprise sqlx cache entries deleted by update_sqlx.sh Co-Authored-By: Claude Opus 4.6 (1M context) * fix: update sqlx cache for latest EE changes Co-Authored-By: Claude Opus 4.6 (1M context) * fix: rename migration to avoid timestamp collision with trashbin Co-Authored-By: Claude Opus 4.6 (1M context) * refactor: collapse duplicate match arms and simplify effective_scopes Co-Authored-By: Claude Opus 4.6 (1M context) --------- Co-authored-by: Claude Opus 4.6 (1M context) Co-authored-by: windmill-internal-app[bot] --- ...153c43903f929ae5d62fbba12610f89c36d55.json | 2 +- ...9948556b636b70b818cc31c2d50921a27366.json} | 10 ++++- ...1ce352ad4fb67d36c19dce09d841e36f85dd.json} | 7 ++-- backend/ee-repo-ref.txt | 2 +- .../20260326100000_account_scopes.down.sql | 1 + .../20260326100000_account_scopes.up.sql | 1 + backend/summarized_schema.txt | 2 +- backend/windmill-api/openapi.yaml | 5 +++ backend/windmill-oauth/src/lib.rs | 39 ++++++++++++------- .../src/lib/components/AppConnectInner.svelte | 5 +++ 10 files changed, 52 insertions(+), 22 deletions(-) rename backend/.sqlx/{query-cc269052ffc1e613d7edc31f0f7bb84f6e6301ad1afb028813105a121a69fa7e.json => query-63c48fde8c0c0fff9abffc3be27e9948556b636b70b818cc31c2d50921a27366.json} (76%) rename backend/.sqlx/{query-b1bd088c2e1aca3104bede7d0953369b6b17ad3ad62692ae6f2303be890e6391.json => query-870e1c3f0dc1aaa07ac74a2e37721ce352ad4fb67d36c19dce09d841e36f85dd.json} (68%) create mode 100644 backend/migrations/20260326100000_account_scopes.down.sql create mode 100644 backend/migrations/20260326100000_account_scopes.up.sql diff --git a/backend/.sqlx/query-5a219a2532517869578c4504ff3153c43903f929ae5d62fbba12610f89c36d55.json b/backend/.sqlx/query-5a219a2532517869578c4504ff3153c43903f929ae5d62fbba12610f89c36d55.json index 713ccb9dd3..36ddb8ab9f 100644 --- a/backend/.sqlx/query-5a219a2532517869578c4504ff3153c43903f929ae5d62fbba12610f89c36d55.json +++ b/backend/.sqlx/query-5a219a2532517869578c4504ff3153c43903f929ae5d62fbba12610f89c36d55.json @@ -15,7 +15,7 @@ ] }, "nullable": [ - null + true ] }, "hash": "5a219a2532517869578c4504ff3153c43903f929ae5d62fbba12610f89c36d55" diff --git a/backend/.sqlx/query-cc269052ffc1e613d7edc31f0f7bb84f6e6301ad1afb028813105a121a69fa7e.json b/backend/.sqlx/query-63c48fde8c0c0fff9abffc3be27e9948556b636b70b818cc31c2d50921a27366.json similarity index 76% rename from backend/.sqlx/query-cc269052ffc1e613d7edc31f0f7bb84f6e6301ad1afb028813105a121a69fa7e.json rename to backend/.sqlx/query-63c48fde8c0c0fff9abffc3be27e9948556b636b70b818cc31c2d50921a27366.json index 2354b265a8..0ba2d18257 100644 --- a/backend/.sqlx/query-cc269052ffc1e613d7edc31f0f7bb84f6e6301ad1afb028813105a121a69fa7e.json +++ b/backend/.sqlx/query-63c48fde8c0c0fff9abffc3be27e9948556b636b70b818cc31c2d50921a27366.json @@ -1,6 +1,6 @@ { "db_name": "PostgreSQL", - "query": "SELECT client, refresh_token, grant_type, cc_client_id, cc_client_secret, cc_token_url FROM account WHERE workspace_id = $1 AND id = $2", + "query": "SELECT client, refresh_token, grant_type, cc_client_id, cc_client_secret, cc_token_url, scopes FROM account WHERE workspace_id = $1 AND id = $2", "describe": { "columns": [ { @@ -32,6 +32,11 @@ "ordinal": 5, "name": "cc_token_url", "type_info": "Varchar" + }, + { + "ordinal": 6, + "name": "scopes", + "type_info": "TextArray" } ], "parameters": { @@ -46,8 +51,9 @@ false, true, true, + true, true ] }, - "hash": "cc269052ffc1e613d7edc31f0f7bb84f6e6301ad1afb028813105a121a69fa7e" + "hash": "63c48fde8c0c0fff9abffc3be27e9948556b636b70b818cc31c2d50921a27366" } diff --git a/backend/.sqlx/query-b1bd088c2e1aca3104bede7d0953369b6b17ad3ad62692ae6f2303be890e6391.json b/backend/.sqlx/query-870e1c3f0dc1aaa07ac74a2e37721ce352ad4fb67d36c19dce09d841e36f85dd.json similarity index 68% rename from backend/.sqlx/query-b1bd088c2e1aca3104bede7d0953369b6b17ad3ad62692ae6f2303be890e6391.json rename to backend/.sqlx/query-870e1c3f0dc1aaa07ac74a2e37721ce352ad4fb67d36c19dce09d841e36f85dd.json index bda29ecd5f..2b2fe3c8e6 100644 --- a/backend/.sqlx/query-b1bd088c2e1aca3104bede7d0953369b6b17ad3ad62692ae6f2303be890e6391.json +++ b/backend/.sqlx/query-870e1c3f0dc1aaa07ac74a2e37721ce352ad4fb67d36c19dce09d841e36f85dd.json @@ -1,6 +1,6 @@ { "db_name": "PostgreSQL", - "query": "INSERT INTO account (workspace_id, client, expires_at, refresh_token, grant_type, cc_client_id, cc_client_secret, cc_token_url, mcp_server_url) VALUES ($1, $2, now() + ($3 || ' seconds')::interval, $4, $5, $6, $7, $8, $9) RETURNING id", + "query": "INSERT INTO account (workspace_id, client, expires_at, refresh_token, grant_type, cc_client_id, cc_client_secret, cc_token_url, mcp_server_url, scopes) VALUES ($1, $2, now() + ($3 || ' seconds')::interval, $4, $5, $6, $7, $8, $9, $10) RETURNING id", "describe": { "columns": [ { @@ -19,12 +19,13 @@ "Varchar", "Varchar", "Varchar", - "Text" + "Text", + "TextArray" ] }, "nullable": [ false ] }, - "hash": "b1bd088c2e1aca3104bede7d0953369b6b17ad3ad62692ae6f2303be890e6391" + "hash": "870e1c3f0dc1aaa07ac74a2e37721ce352ad4fb67d36c19dce09d841e36f85dd" } diff --git a/backend/ee-repo-ref.txt b/backend/ee-repo-ref.txt index 24741f225a..ce0a80c162 100644 --- a/backend/ee-repo-ref.txt +++ b/backend/ee-repo-ref.txt @@ -1 +1 @@ -6bb0ff0c40300dfc6049f8e027d8161a9f104d50 \ No newline at end of file +6db424512b0d02f86489e85f0026581b7637d6e6 diff --git a/backend/migrations/20260326100000_account_scopes.down.sql b/backend/migrations/20260326100000_account_scopes.down.sql new file mode 100644 index 0000000000..ffff82fdd7 --- /dev/null +++ b/backend/migrations/20260326100000_account_scopes.down.sql @@ -0,0 +1 @@ +ALTER TABLE account DROP COLUMN IF EXISTS scopes; diff --git a/backend/migrations/20260326100000_account_scopes.up.sql b/backend/migrations/20260326100000_account_scopes.up.sql new file mode 100644 index 0000000000..7cb30c29a9 --- /dev/null +++ b/backend/migrations/20260326100000_account_scopes.up.sql @@ -0,0 +1 @@ +ALTER TABLE account ADD COLUMN scopes TEXT[]; diff --git a/backend/summarized_schema.txt b/backend/summarized_schema.txt index 7380ccce8c..481ff43ea7 100644 --- a/backend/summarized_schema.txt +++ b/backend/summarized_schema.txt @@ -33,7 +33,7 @@ workspace_key_kind: cloud ## Tables _sqlx_migrations: version(bigint), description(text), installed_on(ts), success(bool), checksum(bytes), execution_time(bigint) -account: workspace_id(char), id(int), expires_at(ts), refresh_token(char), client(char), refresh_error(text), grant_type(char), cc_client_id(char), cc_client_secret(char), cc_token_url(char), mcp_server_url(text) +account: workspace_id(char), id(int), expires_at(ts), refresh_token(char), client(char), refresh_error(text), grant_type(char), cc_client_id(char), cc_client_secret(char), cc_token_url(char), mcp_server_url(text), scopes(text[]) FK: (workspace_id) -> workspace(id) agent_token_blacklist: token(char), expires_at(ts), blacklisted_at(ts), blacklisted_by(char) ai_agent_memory: workspace_id(char), conversation_id(uuid), step_id(char), messages(jsonb), created_at(ts), updated_at(ts) diff --git a/backend/windmill-api/openapi.yaml b/backend/windmill-api/openapi.yaml index 7b90c64d12..6e22d2d330 100644 --- a/backend/windmill-api/openapi.yaml +++ b/backend/windmill-api/openapi.yaml @@ -4834,6 +4834,11 @@ paths: mcp_server_url: type: string description: "MCP server URL for MCP OAuth token refresh" + scopes: + type: array + items: + type: string + description: "OAuth scopes to use for token refresh. Overrides instance-level scopes." required: - refresh_token - expires_in diff --git a/backend/windmill-oauth/src/lib.rs b/backend/windmill-oauth/src/lib.rs index 26d807dac3..d614837237 100644 --- a/backend/windmill-oauth/src/lib.rs +++ b/backend/windmill-oauth/src/lib.rs @@ -544,14 +544,22 @@ pub async fn exchange_token( grant_type: &str, oauth_client_info: Option<&ClientWithScopes>, http_client: &reqwest::Client, + scopes: Option<&[String]>, ) -> Result { let token_json = match grant_type { - "authorization_code" => client - .exchange_refresh_token(&RefreshToken::from(refresh_token)) - .with_client(http_client) - .execute::() - .await - .map_err(to_anyhow)?, + "authorization_code" | "" => { + let mut request = client.exchange_refresh_token(&RefreshToken::from(refresh_token)); + if let Some(scopes) = scopes { + if !scopes.is_empty() { + request = request.param("scope", scopes.join(" ")); + } + } + request + .with_client(http_client) + .execute::() + .await + .map_err(to_anyhow)? + } "client_credentials" => { let mut token_request = client.exchange_client_credentials(); @@ -569,12 +577,6 @@ pub async fn exchange_token( .await .map_err(to_anyhow)? } - "" | _ if grant_type.is_empty() => client - .exchange_refresh_token(&RefreshToken::from(refresh_token)) - .with_client(http_client) - .execute::() - .await - .map_err(to_anyhow)?, _ => { return Err(Error::BadRequest(format!( "Unsupported grant type: {}", @@ -599,6 +601,7 @@ pub struct OAuthAccountInfo { pub cc_client_id: Option, pub cc_client_secret: Option, pub cc_token_url: Option, + pub scopes: Option>, } /// Refresh an OAuth token and update the database. @@ -615,7 +618,7 @@ pub async fn refresh_token<'c>( ) -> error::Result { let account = sqlx::query_as!( OAuthAccountInfo, - "SELECT client, refresh_token, grant_type, cc_client_id, cc_client_secret, cc_token_url FROM account WHERE workspace_id = $1 AND id = $2", + "SELECT client, refresh_token, grant_type, cc_client_id, cc_client_secret, cc_token_url, scopes FROM account WHERE workspace_id = $1 AND id = $2", w_id, id, ) @@ -679,8 +682,15 @@ pub async fn refresh_token_for_account<'c>( oauth_client_info.client.to_owned() }; + // Account-level scopes override instance-level scopes + let effective_scopes = account + .scopes + .as_deref() + .filter(|s| !s.is_empty()) + .unwrap_or(&oauth_client_info.scopes); + if account.grant_type == "client_credentials" { - for scope in oauth_client_info.scopes.iter() { + for scope in effective_scopes.iter() { client.add_scope(scope); } } @@ -699,6 +709,7 @@ pub async fn refresh_token_for_account<'c>( &account.grant_type, Some(&oauth_client_info), http_client, + Some(effective_scopes), ) .await; diff --git a/frontend/src/lib/components/AppConnectInner.svelte b/frontend/src/lib/components/AppConnectInner.svelte index e1ec93a00f..68698a05db 100644 --- a/frontend/src/lib/components/AppConnectInner.svelte +++ b/frontend/src/lib/components/AppConnectInner.svelte @@ -475,6 +475,11 @@ grant_type: valueToken.grant_type || 'authorization_code' } + // Store scopes so token refresh uses the same scopes + if (scopes.length > 0) { + accountData.scopes = scopes + } + // Add client credentials if using client_credentials flow if (useClientCredentials) { accountData.cc_client_id = clientId.trim() From f6208af6739763b08711377f6cd9331e8e546a4a Mon Sep 17 00:00:00 2001 From: Ruben Fiszel Date: Thu, 26 Mar 2026 11:49:16 +0000 Subject: [PATCH 4/7] chore(main): release 1.665.0 (#8509) * chore(main): release 1.665.0 * Apply automatic changes --------- Co-authored-by: rubenfiszel <275584+rubenfiszel@users.noreply.github.com> --- CHANGELOG.md | 26 ++ backend/Cargo.lock | 332 +++++++++--------- backend/Cargo.toml | 4 +- backend/windmill-api/openapi.yaml | 2 +- benchmarks/lib.ts | 2 +- cli/src/main.ts | 2 +- frontend/package-lock.json | 4 +- frontend/package.json | 2 +- lsp/Pipfile | 2 +- openflow.openapi.yaml | 2 +- .../WindmillClient/WindmillClient.psd1 | 2 +- python-client/wmill/pyproject.toml | 2 +- typescript-client/jsr.json | 2 +- typescript-client/package.json | 2 +- version.txt | 2 +- 15 files changed, 209 insertions(+), 179 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index e08a1cf181..f9d6640b9f 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,31 @@ # Changelog +## [1.665.0](https://github.com/windmill-labs/windmill/compare/v1.664.0...v1.665.0) (2026-03-26) + + +### Features + +* add instance setting to enforce workspace prefix for HTTP routes ([#8528](https://github.com/windmill-labs/windmill/issues/8528)) ([9b3e558](https://github.com/windmill-labs/windmill/commit/9b3e558d84f15052e9c32695a467f8ef7e4ad1f5)) +* add trashbin system for soft-deleting items ([#8519](https://github.com/windmill-labs/windmill/issues/8519)) ([69ce946](https://github.com/windmill-labs/windmill/commit/69ce946241d98ea90bc7135d44ca0c87f928be88)) +* mask sensitive values in job logs ([#8520](https://github.com/windmill-labs/windmill/issues/8520)) ([0885d8c](https://github.com/windmill-labs/windmill/commit/0885d8c986f13ac210e4db3ad38febe9be391ba4)) +* move basic git sync from EE to CE with runtime user count gating ([#8493](https://github.com/windmill-labs/windmill/issues/8493)) ([79d2bd5](https://github.com/windmill-labs/windmill/commit/79d2bd51a00654162754046308d7670242120df6)) +* runner groups for shared-process multi-script dedicated workers ([#8434](https://github.com/windmill-labs/windmill/issues/8434)) ([c28314f](https://github.com/windmill-labs/windmill/commit/c28314f424ea0e04b86565ce88e6c91e0df1a0cf)) +* SCIM user deprovisioning (active:false) + instance-level user disable ([#8484](https://github.com/windmill-labs/windmill/issues/8484)) ([0bd7568](https://github.com/windmill-labs/windmill/commit/0bd756839c0261f255111d62088bdaaecb838085)) +* show groups and notes in flow status viewer ([#8535](https://github.com/windmill-labs/windmill/issues/8535)) ([167084a](https://github.com/windmill-labs/windmill/commit/167084a0ebe73384fa0d31f0b24017a47686a072)) + + +### Bug Fixes + +* auto-generate datatable SDK reference for app mode system prompt ([#8522](https://github.com/windmill-labs/windmill/issues/8522)) ([8a32322](https://github.com/windmill-labs/windmill/commit/8a32322c187ccc60ec7eafb61a9678f267a82282)) +* consider wmill.yaml environments alias in git sync ([#8532](https://github.com/windmill-labs/windmill/issues/8532)) ([b7475c7](https://github.com/windmill-labs/windmill/commit/b7475c73094a28f520f798f6cb1a0c6b4807ccb7)) +* GitHub Enterprise Server support for self-managed GitHub Apps ([#8507](https://github.com/windmill-labs/windmill/issues/8507)) ([935fb44](https://github.com/windmill-labs/windmill/commit/935fb44c848b8bf9430b5600dd3c3bedb2f89efd)) +* raw apps bundle not found during deployment error ([#8515](https://github.com/windmill-labs/windmill/issues/8515)) ([34e3115](https://github.com/windmill-labs/windmill/commit/34e3115bcbd19a8e0b6f483435586a2ab43d0a8e)) +* require admin for workspace encryption key export ([#8523](https://github.com/windmill-labs/windmill/issues/8523)) ([0317668](https://github.com/windmill-labs/windmill/commit/031766808945aefc926f0836d011c0b2a5d2243d)) +* restrict logout redirect to whitelisted domains ([#8524](https://github.com/windmill-labs/windmill/issues/8524)) ([4c8edd5](https://github.com/windmill-labs/windmill/commit/4c8edd5e944d77ed2d41c2b87171c1115c0fdcdc)) +* serve index disk storage sizes from /srch/ endpoint ([#8511](https://github.com/windmill-labs/windmill/issues/8511)) ([e3620e0](https://github.com/windmill-labs/windmill/commit/e3620e074e1bdb46b2b8d732f35a91d300589663)) +* use /apps_raw/get/ redirect URL for raw apps set as workspace default ([#8508](https://github.com/windmill-labs/windmill/issues/8508)) ([85c52e2](https://github.com/windmill-labs/windmill/commit/85c52e2cded10606cc895d0d3b717e13c69bc9b3)) +* use resource-level scope overrides during OAuth2 token refresh ([#8540](https://github.com/windmill-labs/windmill/issues/8540)) ([55ad0ff](https://github.com/windmill-labs/windmill/commit/55ad0ff5c499c33b766f47c6f32ba5d3eeb14763)) + ## [1.664.0](https://github.com/windmill-labs/windmill/compare/v1.663.0...v1.664.0) (2026-03-24) diff --git a/backend/Cargo.lock b/backend/Cargo.lock index 38095e4037..684fef7714 100644 --- a/backend/Cargo.lock +++ b/backend/Cargo.lock @@ -421,7 +421,7 @@ dependencies = [ "arrow-schema", "chrono", "half", - "indexmap 2.11.1", + "indexmap 2.12.0", "lexical-core", "memchr", "num", @@ -2641,13 +2641,14 @@ dependencies = [ [[package]] name = "cron" -version = "0.15.0" +version = "0.16.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "5877d3fbf742507b66bc2a1945106bd30dd8504019d596901ddd012a4dd01740" +checksum = "089df96cf6a25253b4b6b6744d86f91150a3d4df546f31a95def47976b8cba97" dependencies = [ "chrono", "once_cell", - "winnow 0.6.26", + "phf 0.11.3", + "winnow 0.7.15", ] [[package]] @@ -3137,7 +3138,7 @@ dependencies = [ "base64 0.22.1", "half", "hashbrown 0.14.5", - "indexmap 2.11.1", + "indexmap 2.12.0", "libc", "log", "object_store", @@ -3316,7 +3317,7 @@ dependencies = [ "datafusion-functions-aggregate-common", "datafusion-functions-window-common", "datafusion-physical-expr-common", - "indexmap 2.11.1", + "indexmap 2.12.0", "paste", "recursive", "serde_json", @@ -3331,7 +3332,7 @@ checksum = "422ac9cf3b22bbbae8cdf8ceb33039107fde1b5492693168f13bd566b1bcc839" dependencies = [ "arrow", "datafusion-common", - "indexmap 2.11.1", + "indexmap 2.12.0", "itertools 0.14.0", "paste", ] @@ -3485,7 +3486,7 @@ dependencies = [ "datafusion-common", "datafusion-expr", "datafusion-physical-expr", - "indexmap 2.11.1", + "indexmap 2.12.0", "itertools 0.14.0", "log", "recursive", @@ -3508,7 +3509,7 @@ dependencies = [ "datafusion-physical-expr-common", "half", "hashbrown 0.14.5", - "indexmap 2.11.1", + "indexmap 2.12.0", "itertools 0.14.0", "log", "paste", @@ -3570,7 +3571,7 @@ dependencies = [ "futures", "half", "hashbrown 0.14.5", - "indexmap 2.11.1", + "indexmap 2.12.0", "itertools 0.14.0", "log", "parking_lot", @@ -3612,7 +3613,7 @@ dependencies = [ "bigdecimal", "datafusion-common", "datafusion-expr", - "indexmap 2.11.1", + "indexmap 2.12.0", "log", "recursive", "regex", @@ -3730,7 +3731,7 @@ dependencies = [ "deno_media_type", "deno_path_util", "http 1.4.0", - "indexmap 2.11.1", + "indexmap 2.12.0", "log", "once_cell", "parking_lot", @@ -3771,7 +3772,7 @@ dependencies = [ "glob", "ignore", "import_map", - "indexmap 2.11.1", + "indexmap 2.12.0", "jsonc-parser", "log", "percent-encoding", @@ -3812,7 +3813,7 @@ dependencies = [ "deno_path_util", "deno_unsync", "futures", - "indexmap 2.11.1", + "indexmap 2.12.0", "libc", "memoffset", "parking_lot", @@ -4223,7 +4224,7 @@ dependencies = [ "hyper 1.8.1", "hyper-util", "idna", - "indexmap 2.11.1", + "indexmap 2.12.0", "ipnetwork", "k256", "lazy-regex", @@ -4299,7 +4300,7 @@ version = "0.212.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "c2d328067139909aa81522a5d90f119368b541fbddd73ab630e4d9f777865f0d" dependencies = [ - "indexmap 2.11.1", + "indexmap 2.12.0", "proc-macro-rules", "proc-macro2", "quote", @@ -4343,7 +4344,7 @@ dependencies = [ "deno_error", "deno_path_util", "deno_semver", - "indexmap 2.11.1", + "indexmap 2.12.0", "serde", "serde_json", "sys_traits", @@ -4827,12 +4828,12 @@ dependencies = [ [[package]] name = "deranged" -version = "0.5.3" +version = "0.5.8" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "d630bccd429a5bb5a64b5e94f693bfc48c9f8566418fda4c494cc94f911f87cc" +checksum = "7cd812cc2bc1d69d4764bd80df88b4317eaef9e773c75226407d9bc0876b211c" dependencies = [ "powerfmt", - "serde", + "serde_core", ] [[package]] @@ -5420,11 +5421,12 @@ checksum = "877a4ace8713b0bcf2a4e7eec82529c029f1d0619886d18145fea96c3ffe5c0f" [[package]] name = "erased-serde" -version = "0.4.6" +version = "0.4.10" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "e004d887f51fcb9fef17317a2f3525c887d8aa3f4f50fed920816a688284a5b7" +checksum = "d2add8a07dd6a8d93ff627029c51de145e12686fbc36ecb298ac22e74cf02dec" dependencies = [ "serde", + "serde_core", "typeid", ] @@ -6469,7 +6471,7 @@ dependencies = [ "futures-sink", "futures-util", "http 0.2.12", - "indexmap 2.11.1", + "indexmap 2.12.0", "slab", "tokio", "tokio-util", @@ -6488,7 +6490,7 @@ dependencies = [ "futures-core", "futures-sink", "http 1.4.0", - "indexmap 2.11.1", + "indexmap 2.12.0", "slab", "tokio", "tokio-util", @@ -7306,7 +7308,7 @@ checksum = "1215d4d92511fbbdaea50e750e91f2429598ef817f02b579158e92803b52c00a" dependencies = [ "boxed_error", "deno_error", - "indexmap 2.11.1", + "indexmap 2.12.0", "log", "percent-encoding", "serde", @@ -7328,13 +7330,14 @@ dependencies = [ [[package]] name = "indexmap" -version = "2.11.1" +version = "2.12.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "206a8042aec68fa4a62e8d3f7aa4ceb508177d9324faf261e1959e495b7a1921" +checksum = "6717a8d2a5a929a1a2eb43a12812498ed141a0bcfb7e8f7844fbdbe4303bba9f" dependencies = [ "equivalent", - "hashbrown 0.15.5", + "hashbrown 0.16.0", "serde", + "serde_core", ] [[package]] @@ -7640,7 +7643,7 @@ checksum = "5a87cc7a48537badeae96744432de36f4be2b4a34a05a5ef32e9dd8a1c169dde" dependencies = [ "base64 0.22.1", "js-sys", - "pem 3.0.5", + "pem 3.0.6", "ring 0.17.14", "serde", "serde_json", @@ -7698,7 +7701,7 @@ version = "0.4.2" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "4ee7893dab2e44ae5f9d0173f26ff4aa327c10b01b06a72b52dd9405b628640d" dependencies = [ - "indexmap 2.11.1", + "indexmap 2.12.0", ] [[package]] @@ -7789,7 +7792,7 @@ dependencies = [ "jsonpath-rust", "k8s-openapi", "kube-core", - "pem 3.0.5", + "pem 3.0.6", "rustls 0.23.35", "secrecy", "serde", @@ -8648,19 +8651,20 @@ checksum = "b52c1b33ff98142aecea13138bd399b68aa7ab5d9546c300988c345004001eea" [[package]] name = "monostate" -version = "0.1.14" +version = "0.1.18" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "aafe1be9d0c75642e3e50fedc7ecadf1ef1cbce6eb66462153fc44245343fbee" +checksum = "3341a273f6c9d5bef1908f17b7267bbab0e95c9bf69a0d4dcf8e9e1b2c76ef67" dependencies = [ "monostate-impl", "serde", + "serde_core", ] [[package]] name = "monostate-impl" -version = "0.1.14" +version = "0.1.18" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "c402a4092d5e204f32c9e155431046831fa712637043c58cb73bc6bc6c9663b5" +checksum = "e4db6d5580af57bf992f59068d4ea26fd518574ff48d7639b255a36f9de6e7e9" dependencies = [ "proc-macro2", "quote", @@ -8730,7 +8734,7 @@ dependencies = [ "lru 0.14.0", "mysql_common", "native-tls", - "pem 3.0.5", + "pem 3.0.6", "percent-encoding", "rand 0.9.0", "serde", @@ -8783,7 +8787,7 @@ dependencies = [ "bitflags 2.9.4", "codespan-reporting", "hexf-parse", - "indexmap 2.11.1", + "indexmap 2.12.0", "log", "num-traits", "rustc-hash 1.1.0", @@ -9074,7 +9078,7 @@ dependencies = [ "dirs-sys 0.4.1", "fancy-regex 0.14.0", "heck 0.5.0", - "indexmap 2.11.1", + "indexmap 2.12.0", "log", "lru 0.12.5", "miette", @@ -9722,9 +9726,9 @@ dependencies = [ [[package]] name = "ordered-float" -version = "5.1.0" +version = "5.2.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "7f4779c6901a562440c3786d08192c6fbda7c1c2060edd10006b05ee35d10f2d" +checksum = "0218004a4aae742209bee9c3cef05672f6b2708be36a50add8eb613b1f2a4008" dependencies = [ "num-traits", ] @@ -9936,12 +9940,12 @@ dependencies = [ [[package]] name = "pem" -version = "3.0.5" +version = "3.0.6" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "38af38e8470ac9dee3ce1bae1af9c1671fffc44ddfd8bd1d0a3445bf349a8ef3" +checksum = "1d30c53c26bc5b31a98cd02d20f25a7c8567146caf63ed593a9d87b2775291be" dependencies = [ "base64 0.22.1", - "serde", + "serde_core", ] [[package]] @@ -10021,7 +10025,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "3672b37090dbd86368a4145bc067582552b29c27377cad4e0a306c97f9bd7772" dependencies = [ "fixedbitset", - "indexmap 2.11.1", + "indexmap 2.12.0", ] [[package]] @@ -10456,7 +10460,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "a3ef4f2f0422f23a82ec9f628ea2acd12871c81a9362b02c43c1aa86acfc3ba1" dependencies = [ "futures", - "indexmap 2.11.1", + "indexmap 2.12.0", "nix 0.30.1", "tokio", "tracing", @@ -10925,7 +10929,7 @@ version = "0.13.2" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "75e669e5202259b5314d1ea5397316ad400819437857b90861765f24c4cf80a2" dependencies = [ - "pem 3.0.5", + "pem 3.0.6", "ring 0.17.14", "rustls-pki-types", "time", @@ -11423,7 +11427,7 @@ dependencies = [ "convert_case 0.10.0", "fnv", "ident_case", - "indexmap 2.11.1", + "indexmap 2.12.0", "proc-macro-crate", "proc-macro2", "quote", @@ -12229,11 +12233,12 @@ dependencies = [ [[package]] name = "serde_bytes" -version = "0.11.17" +version = "0.11.19" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "8437fd221bde2d4ca316d61b90e337e9e702b3820b87d63caa9ba6c02bd06d96" +checksum = "a5d440709e79d88e51ac01c4b72fc6cb7314017bb7da9eeff678aa94c10e3ea8" dependencies = [ "serde", + "serde_core", ] [[package]] @@ -12269,15 +12274,16 @@ dependencies = [ [[package]] name = "serde_json" -version = "1.0.143" +version = "1.0.149" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "d401abef1d108fbd9cbaebc3e46611f4b1021f714a0597a71f41ee463f5f4a5a" +checksum = "83fc039473c5595ace860d8c4fafa220ff474b3fc6bfdb4293327f1a37e94d86" dependencies = [ - "indexmap 2.11.1", + "indexmap 2.12.0", "itoa", "memchr", - "ryu", "serde", + "serde_core", + "zmij", ] [[package]] @@ -12291,12 +12297,13 @@ dependencies = [ [[package]] name = "serde_path_to_error" -version = "0.1.17" +version = "0.1.20" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "59fab13f937fa393d08645bf3a84bdfe86e296747b506ada67bb15f10f218b2a" +checksum = "10a9ff822e371bb5403e391ecd83e182e0e77ba7f6fe0160b795797109d1b457" dependencies = [ "itoa", "serde", + "serde_core", ] [[package]] @@ -12364,7 +12371,7 @@ dependencies = [ "chrono", "hex", "indexmap 1.9.3", - "indexmap 2.11.1", + "indexmap 2.12.0", "schemars 0.9.0", "schemars 1.2.1", "serde", @@ -12392,7 +12399,7 @@ version = "0.9.34+deprecated" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "6a8b1a1a2ebf674015cc02edccce75287f1a0130d394307b36743c2f5d504b47" dependencies = [ - "indexmap 2.11.1", + "indexmap 2.12.0", "itoa", "ryu", "serde", @@ -12405,7 +12412,7 @@ version = "0.0.12" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "59e2dd588bf1597a252c3b920e0143eb99b0f76e4e082f4c92ce34fbc9e71ddd" dependencies = [ - "indexmap 2.11.1", + "indexmap 2.12.0", "itoa", "libyml", "memchr", @@ -12583,9 +12590,9 @@ checksum = "e3a9fe34e3e7a50316060351f37187a3f546bce95496156754b601a5fa71b76e" [[package]] name = "simple_asn1" -version = "0.6.3" +version = "0.6.4" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "297f631f50729c8c99b84667867963997ec0b50f32b2a7dbcab828ef0541e8bb" +checksum = "0d585997b0ac10be3c5ee635f1bab02d512760d14b7c468801ac8a01d9ae5f1d" dependencies = [ "num-bigint", "num-traits", @@ -12872,7 +12879,7 @@ dependencies = [ "futures-util", "hashbrown 0.15.5", "hashlink 0.10.0", - "indexmap 2.11.1", + "indexmap 2.12.0", "log", "memchr", "once_cell", @@ -13272,7 +13279,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "4740e53eaf68b101203c1df0937d5161a29f3c13bceed0836ddfe245b72dd000" dependencies = [ "anyhow", - "indexmap 2.11.1", + "indexmap 2.12.0", "serde", "serde_json", "swc_cached", @@ -13384,7 +13391,7 @@ checksum = "65f21494e75d0bd8ef42010b47cabab9caaed8f2207570e809f6f4eb51a710d1" dependencies = [ "better_scoped_tls", "bitflags 2.9.4", - "indexmap 2.11.1", + "indexmap 2.12.0", "once_cell", "phf 0.11.3", "rustc-hash 1.1.0", @@ -13453,7 +13460,7 @@ checksum = "76c76d8b9792ce51401d38da0fa62158d61f6d80d16d68fe5b03ce4bf5fba383" dependencies = [ "base64 0.21.7", "dashmap 5.5.3", - "indexmap 2.11.1", + "indexmap 2.12.0", "once_cell", "serde", "sha1", @@ -13493,7 +13500,7 @@ version = "0.134.2" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "029eec7dd485923a75b5a45befd04510288870250270292fc2c1b3a9e7547408" dependencies = [ - "indexmap 2.11.1", + "indexmap 2.12.0", "num_cpus", "once_cell", "rustc-hash 1.1.0", @@ -13813,7 +13820,7 @@ source = "git+https://github.com/windmill-labs/tantivy?rev=6ae7c70bc603b8e69e27f dependencies = [ "fnv", "nom 7.1.3", - "ordered-float 5.1.0", + "ordered-float 5.2.0", "serde", "serde_json", ] @@ -14459,7 +14466,7 @@ version = "0.19.15" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "1b5bb770da30e5cbfde35a2d7b9b8a2c4b8ef89548a7a6aeab5c9a576e3e7421" dependencies = [ - "indexmap 2.11.1", + "indexmap 2.12.0", "serde", "serde_spanned", "toml_datetime 0.6.11", @@ -14472,7 +14479,7 @@ version = "0.23.4" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "7211ff1b8f0d3adae1663b7da9ffe396eabe1ca25f0b0bee42b0da29a9ddce93" dependencies = [ - "indexmap 2.11.1", + "indexmap 2.12.0", "toml_datetime 0.7.0", "toml_parser", "winnow 0.7.15", @@ -15254,7 +15261,7 @@ checksum = "97599c400fc79925922b58303e98fcb8fa88f573379a08ddb652e72cbd2e70f6" dependencies = [ "bitflags 2.9.4", "encoding_rs", - "indexmap 2.11.1", + "indexmap 2.12.0", "num-bigint", "serde", "thiserror 1.0.69", @@ -15474,7 +15481,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "bb0e353e6a2fbdc176932bbaab493762eb1255a7900fe0fea1a2f96c296cc909" dependencies = [ "anyhow", - "indexmap 2.11.1", + "indexmap 2.12.0", "wasm-encoder", "wasmparser", ] @@ -15510,7 +15517,7 @@ checksum = "47b807c72e1bac69382b3a6fb3dbe8ea4c0ed87ff5629b8685ae6b9a611028fe" dependencies = [ "bitflags 2.9.4", "hashbrown 0.15.5", - "indexmap 2.11.1", + "indexmap 2.12.0", "semver 1.0.27", ] @@ -15596,7 +15603,7 @@ dependencies = [ "cfg_aliases 0.1.1", "codespan-reporting", "document-features", - "indexmap 2.11.1", + "indexmap 2.12.0", "log", "naga", "once_cell", @@ -15754,7 +15761,7 @@ dependencies = [ [[package]] name = "windmill" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-nats", @@ -15830,7 +15837,7 @@ dependencies = [ [[package]] name = "windmill-alerting" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -15843,7 +15850,7 @@ dependencies = [ [[package]] name = "windmill-api" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "argon2", @@ -15879,7 +15886,7 @@ dependencies = [ "hmac", "http 1.4.0", "hyper 1.8.1", - "indexmap 2.11.1", + "indexmap 2.12.0", "itertools 0.14.0", "jsonwebtoken 8.3.0", "lazy_static", @@ -15984,7 +15991,7 @@ dependencies = [ [[package]] name = "windmill-api-agent-workers" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -16007,7 +16014,7 @@ dependencies = [ [[package]] name = "windmill-api-assets" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -16020,7 +16027,7 @@ dependencies = [ [[package]] name = "windmill-api-auth" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "axum 0.7.9", @@ -16046,7 +16053,7 @@ dependencies = [ [[package]] name = "windmill-api-client" -version = "1.664.0" +version = "1.665.0" dependencies = [ "reqwest 0.12.28", "serde", @@ -16056,7 +16063,7 @@ dependencies = [ [[package]] name = "windmill-api-configs" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -16073,7 +16080,7 @@ dependencies = [ [[package]] name = "windmill-api-debug" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "base64 0.22.1", @@ -16096,7 +16103,7 @@ dependencies = [ [[package]] name = "windmill-api-embeddings" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "axum 0.7.9", @@ -16119,7 +16126,7 @@ dependencies = [ [[package]] name = "windmill-api-flow-conversations" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -16135,7 +16142,7 @@ dependencies = [ [[package]] name = "windmill-api-flows" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -16155,7 +16162,7 @@ dependencies = [ [[package]] name = "windmill-api-groups" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -16175,7 +16182,7 @@ dependencies = [ [[package]] name = "windmill-api-inputs" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -16189,7 +16196,7 @@ dependencies = [ [[package]] name = "windmill-api-integration-tests" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-nats", @@ -16218,7 +16225,7 @@ dependencies = [ [[package]] name = "windmill-api-jobs" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "axum 0.7.9", @@ -16243,7 +16250,7 @@ dependencies = [ [[package]] name = "windmill-api-npm-proxy" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "flate2", @@ -16261,12 +16268,12 @@ dependencies = [ [[package]] name = "windmill-api-openapi" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "axum 0.7.9", "http 1.4.0", - "indexmap 2.11.1", + "indexmap 2.12.0", "itertools 0.14.0", "lazy_static", "serde", @@ -16283,7 +16290,7 @@ dependencies = [ [[package]] name = "windmill-api-schedule" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -16303,7 +16310,7 @@ dependencies = [ [[package]] name = "windmill-api-scripts" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -16333,7 +16340,7 @@ dependencies = [ [[package]] name = "windmill-api-settings" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "axum 0.7.9", @@ -16360,7 +16367,7 @@ dependencies = [ [[package]] name = "windmill-api-sse" -version = "1.664.0" +version = "1.665.0" dependencies = [ "lazy_static", "serde", @@ -16372,7 +16379,7 @@ dependencies = [ [[package]] name = "windmill-api-users" -version = "1.664.0" +version = "1.665.0" dependencies = [ "argon2", "axum 0.7.9", @@ -16396,7 +16403,7 @@ dependencies = [ [[package]] name = "windmill-api-workers" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -16410,7 +16417,7 @@ dependencies = [ [[package]] name = "windmill-api-workspaces" -version = "1.664.0" +version = "1.665.0" dependencies = [ "axum 0.7.9", "chrono", @@ -16442,7 +16449,7 @@ dependencies = [ [[package]] name = "windmill-audit" -version = "1.664.0" +version = "1.665.0" dependencies = [ "chrono", "lazy_static", @@ -16456,7 +16463,7 @@ dependencies = [ [[package]] name = "windmill-autoscaling" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "axum 0.7.9", @@ -16475,7 +16482,7 @@ dependencies = [ [[package]] name = "windmill-common" -version = "1.664.0" +version = "1.665.0" dependencies = [ "aes-gcm", "aho-corasick", @@ -16512,7 +16519,7 @@ dependencies = [ "hex", "hmac", "hyper 1.8.1", - "indexmap 2.11.1", + "indexmap 2.12.0", "itertools 0.14.0", "jsonwebtoken 8.3.0", "lazy_static", @@ -16576,7 +16583,7 @@ dependencies = [ [[package]] name = "windmill-dep-map" -version = "1.664.0" +version = "1.665.0" dependencies = [ "chrono", "itertools 0.14.0", @@ -16595,7 +16602,7 @@ dependencies = [ [[package]] name = "windmill-git-sync" -version = "1.664.0" +version = "1.665.0" dependencies = [ "regex", "serde", @@ -16610,7 +16617,7 @@ dependencies = [ [[package]] name = "windmill-indexer" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "astral-tokio-tar", @@ -16634,7 +16641,7 @@ dependencies = [ [[package]] name = "windmill-jseval" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "futures", @@ -16651,7 +16658,7 @@ dependencies = [ [[package]] name = "windmill-macros" -version = "1.664.0" +version = "1.665.0" dependencies = [ "itertools 0.14.0", "lazy_static", @@ -16667,7 +16674,7 @@ dependencies = [ [[package]] name = "windmill-mcp" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-trait", @@ -16688,7 +16695,7 @@ dependencies = [ [[package]] name = "windmill-native-triggers" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-trait", @@ -16719,7 +16726,7 @@ dependencies = [ [[package]] name = "windmill-oauth" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-oauth2", @@ -16743,7 +16750,7 @@ dependencies = [ [[package]] name = "windmill-object-store" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-stream", @@ -16777,7 +16784,7 @@ dependencies = [ [[package]] name = "windmill-operator" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "futures", @@ -16795,7 +16802,7 @@ dependencies = [ [[package]] name = "windmill-parser" -version = "1.664.0" +version = "1.665.0" dependencies = [ "convert_case 0.6.0", "serde", @@ -16804,7 +16811,7 @@ dependencies = [ [[package]] name = "windmill-parser-bash" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "lazy_static", @@ -16816,7 +16823,7 @@ dependencies = [ [[package]] name = "windmill-parser-csharp" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "serde_json", @@ -16828,7 +16835,7 @@ dependencies = [ [[package]] name = "windmill-parser-go" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "gosyn", @@ -16840,7 +16847,7 @@ dependencies = [ [[package]] name = "windmill-parser-graphql" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "lazy_static", @@ -16852,7 +16859,7 @@ dependencies = [ [[package]] name = "windmill-parser-java" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "serde_json", @@ -16864,7 +16871,7 @@ dependencies = [ [[package]] name = "windmill-parser-nu" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "nu-parser", @@ -16875,7 +16882,7 @@ dependencies = [ [[package]] name = "windmill-parser-php" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "itertools 0.14.0", @@ -16886,7 +16893,7 @@ dependencies = [ [[package]] name = "windmill-parser-py" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "itertools 0.14.0", @@ -16898,7 +16905,7 @@ dependencies = [ [[package]] name = "windmill-parser-py-asset" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "rustpython-ast", @@ -16909,7 +16916,7 @@ dependencies = [ [[package]] name = "windmill-parser-py-imports" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-recursion", @@ -16931,7 +16938,7 @@ dependencies = [ [[package]] name = "windmill-parser-ruby" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "lazy_static", @@ -16945,7 +16952,7 @@ dependencies = [ [[package]] name = "windmill-parser-rust" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "convert_case 0.6.0", @@ -16962,7 +16969,7 @@ dependencies = [ [[package]] name = "windmill-parser-sql" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "lazy_static", @@ -16975,7 +16982,7 @@ dependencies = [ [[package]] name = "windmill-parser-sql-asset" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "serde", @@ -16987,7 +16994,7 @@ dependencies = [ [[package]] name = "windmill-parser-ts" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "lazy_static", @@ -17005,7 +17012,7 @@ dependencies = [ [[package]] name = "windmill-parser-ts-asset" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "serde-wasm-bindgen", @@ -17021,7 +17028,7 @@ dependencies = [ [[package]] name = "windmill-parser-wac" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "rustpython-ast", @@ -17037,7 +17044,7 @@ dependencies = [ [[package]] name = "windmill-parser-yaml" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "serde", @@ -17048,7 +17055,7 @@ dependencies = [ [[package]] name = "windmill-queue" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-recursion", @@ -17085,7 +17092,7 @@ dependencies = [ [[package]] name = "windmill-runtime-nativets" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "const_format", @@ -17123,7 +17130,7 @@ dependencies = [ [[package]] name = "windmill-sql-datatype-parser-wasm" -version = "1.664.0" +version = "1.665.0" dependencies = [ "getrandom 0.3.4", "wasm-bindgen", @@ -17134,7 +17141,7 @@ dependencies = [ [[package]] name = "windmill-store" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-recursion", @@ -17163,7 +17170,7 @@ dependencies = [ [[package]] name = "windmill-test-utils" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "axum 0.7.9", @@ -17186,7 +17193,7 @@ dependencies = [ [[package]] name = "windmill-trigger" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-trait", @@ -17219,7 +17226,7 @@ dependencies = [ [[package]] name = "windmill-trigger-email" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-trait", @@ -17239,7 +17246,7 @@ dependencies = [ [[package]] name = "windmill-trigger-gcp" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-trait", @@ -17273,7 +17280,7 @@ dependencies = [ [[package]] name = "windmill-trigger-http" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-trait", @@ -17308,7 +17315,7 @@ dependencies = [ [[package]] name = "windmill-trigger-kafka" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-trait", @@ -17331,7 +17338,7 @@ dependencies = [ [[package]] name = "windmill-trigger-mqtt" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-trait", @@ -17355,7 +17362,7 @@ dependencies = [ [[package]] name = "windmill-trigger-nats" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-nats", @@ -17379,7 +17386,7 @@ dependencies = [ [[package]] name = "windmill-trigger-postgres" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-trait", @@ -17414,7 +17421,7 @@ dependencies = [ [[package]] name = "windmill-trigger-sqs" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-trait", @@ -17442,7 +17449,7 @@ dependencies = [ [[package]] name = "windmill-trigger-websocket" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-trait", @@ -17465,7 +17472,7 @@ dependencies = [ [[package]] name = "windmill-types" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "bitflags 2.9.4", @@ -17484,7 +17491,7 @@ dependencies = [ [[package]] name = "windmill-worker" -version = "1.664.0" +version = "1.665.0" dependencies = [ "anyhow", "async-once-cell", @@ -17531,7 +17538,7 @@ dependencies = [ "opentelemetry 0.27.1", "opentelemetry-proto 0.29.0", "oracle", - "pem 3.0.5", + "pem 3.0.6", "pep440_rs", "postgres-native-tls 0.5.1", "process-wrap", @@ -17592,7 +17599,7 @@ dependencies = [ [[package]] name = "windmill-worker-volumes" -version = "1.664.0" +version = "1.665.0" dependencies = [ "bytes", "futures", @@ -18181,15 +18188,6 @@ dependencies = [ "memchr", ] -[[package]] -name = "winnow" -version = "0.6.26" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "1e90edd2ac1aa278a5c4599b1d89cf03074b610800f866d4026dc199d7929a28" -dependencies = [ - "memchr", -] - [[package]] name = "winnow" version = "0.7.15" @@ -18239,7 +18237,7 @@ checksum = "b7c566e0f4b284dd6561c786d9cb0142da491f46a9fbed79ea69cdad5db17f21" dependencies = [ "anyhow", "heck 0.5.0", - "indexmap 2.11.1", + "indexmap 2.12.0", "prettyplease", "syn 2.0.117", "wasm-metadata", @@ -18270,7 +18268,7 @@ checksum = "9d66ea20e9553b30172b5e831994e35fbde2d165325bec84fc43dbf6f4eb9cb2" dependencies = [ "anyhow", "bitflags 2.9.4", - "indexmap 2.11.1", + "indexmap 2.12.0", "log", "serde", "serde_derive", @@ -18289,7 +18287,7 @@ checksum = "ecc8ac4bc1dc3381b7f59c34f00b67e18f910c2c0f50015669dde7def656a736" dependencies = [ "anyhow", "id-arena", - "indexmap 2.11.1", + "indexmap 2.12.0", "log", "semver 1.0.27", "serde", @@ -18570,7 +18568,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "c42e33efc22a0650c311c2ef19115ce232583abbe80850bc8b66509ebef02de0" dependencies = [ "crc32fast", - "indexmap 2.11.1", + "indexmap 2.12.0", "memchr", "typed-path", ] @@ -18581,6 +18579,12 @@ version = "0.6.3" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "3be3d40e40a133f9c916ee3f9f4fa2d9d63435b5fbe1bfc6d9dae0aa0ada1513" +[[package]] +name = "zmij" +version = "1.0.21" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa" + [[package]] name = "zstd" version = "0.13.3" diff --git a/backend/Cargo.toml b/backend/Cargo.toml index e1d6dbe9d2..8204082a5b 100644 --- a/backend/Cargo.toml +++ b/backend/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "windmill" -version = "1.664.0" +version = "1.665.0" authors.workspace = true edition.workspace = true @@ -82,7 +82,7 @@ members = [ exclude = ["./windmill-duckdb-ffi-internal"] [workspace.package] -version = "1.664.0" +version = "1.665.0" authors = ["Ruben Fiszel "] edition = "2021" diff --git a/backend/windmill-api/openapi.yaml b/backend/windmill-api/openapi.yaml index 6e22d2d330..2b83550ab2 100644 --- a/backend/windmill-api/openapi.yaml +++ b/backend/windmill-api/openapi.yaml @@ -1,7 +1,7 @@ openapi: "3.0.3" info: - version: 1.664.0 + version: 1.665.0 title: Windmill API contact: diff --git a/benchmarks/lib.ts b/benchmarks/lib.ts index e79e14588d..9af7dc3af2 100644 --- a/benchmarks/lib.ts +++ b/benchmarks/lib.ts @@ -2,7 +2,7 @@ import { sleep } from "https://deno.land/x/sleep@v1.2.1/mod.ts"; import * as windmill from "https://deno.land/x/windmill@v1.174.0/mod.ts"; import * as api from "https://deno.land/x/windmill@v1.174.0/windmill-api/index.ts"; -export const VERSION = "v1.664.0"; +export const VERSION = "v1.665.0"; export async function login(email: string, password: string): Promise { return await windmill.UserService.login({ diff --git a/cli/src/main.ts b/cli/src/main.ts index 8901d5f979..30dd5d17fd 100755 --- a/cli/src/main.ts +++ b/cli/src/main.ts @@ -68,7 +68,7 @@ export { workspaceAdd, }; -export const VERSION = "1.664.0"; +export const VERSION = "1.665.0"; // Re-exported from constants.ts to maintain backwards compatibility export { WM_FORK_PREFIX } from "./core/constants.ts"; diff --git a/frontend/package-lock.json b/frontend/package-lock.json index 3cd78bf5a6..914eb790d1 100644 --- a/frontend/package-lock.json +++ b/frontend/package-lock.json @@ -1,12 +1,12 @@ { "name": "windmill-components", - "version": "1.664.0", + "version": "1.665.0", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "windmill-components", - "version": "1.664.0", + "version": "1.665.0", "hasInstallScript": true, "license": "AGPL-3.0", "dependencies": { diff --git a/frontend/package.json b/frontend/package.json index 19eb2b69b5..dadb95ca8e 100644 --- a/frontend/package.json +++ b/frontend/package.json @@ -1,6 +1,6 @@ { "name": "windmill-components", - "version": "1.664.0", + "version": "1.665.0", "scripts": { "dev": "vite dev", "build": "vite build", diff --git a/lsp/Pipfile b/lsp/Pipfile index 13775e4a5d..9dccc5a54f 100644 --- a/lsp/Pipfile +++ b/lsp/Pipfile @@ -4,7 +4,7 @@ verify_ssl = true name = "pypi" [packages] -wmill = ">=1.664.0" +wmill = ">=1.665.0" sendgrid = "*" mysql-connector-python = "*" pymongo = "*" diff --git a/openflow.openapi.yaml b/openflow.openapi.yaml index 7480b43a1e..d9b0608dd8 100644 --- a/openflow.openapi.yaml +++ b/openflow.openapi.yaml @@ -1,7 +1,7 @@ openapi: '3.0.3' info: - version: 1.664.0 + version: 1.665.0 title: OpenFlow Spec contact: name: Ruben Fiszel diff --git a/powershell-client/WindmillClient/WindmillClient.psd1 b/powershell-client/WindmillClient/WindmillClient.psd1 index 6629cc8034..93de641acd 100644 --- a/powershell-client/WindmillClient/WindmillClient.psd1 +++ b/powershell-client/WindmillClient/WindmillClient.psd1 @@ -12,7 +12,7 @@ RootModule = 'WindmillClient.psm1' # Version number of this module. - ModuleVersion = '1.664.0' + ModuleVersion = '1.665.0' # Supported PSEditions # CompatiblePSEditions = @() diff --git a/python-client/wmill/pyproject.toml b/python-client/wmill/pyproject.toml index 8cfc22d3a6..5ae8ca2bbc 100644 --- a/python-client/wmill/pyproject.toml +++ b/python-client/wmill/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "wmill" -version = "1.664.0" +version = "1.665.0" description = "A client library for accessing Windmill server wrapping the Windmill client API" license = "Apache-2.0" homepage = "https://windmill.dev" diff --git a/typescript-client/jsr.json b/typescript-client/jsr.json index 9632ec19a2..50ac3f664a 100644 --- a/typescript-client/jsr.json +++ b/typescript-client/jsr.json @@ -1,6 +1,6 @@ { "name": "@windmill/windmill", - "version": "1.664.0", + "version": "1.665.0", "exports": "./src/index.ts", "publish": { "exclude": ["!src", "./s3Types.ts", "./sqlUtils.ts", "./client.ts"] diff --git a/typescript-client/package.json b/typescript-client/package.json index d4023c7e69..7b70788845 100644 --- a/typescript-client/package.json +++ b/typescript-client/package.json @@ -1,7 +1,7 @@ { "name": "windmill-client", "description": "Windmill SDK client for browsers and Node.js", - "version": "1.664.0", + "version": "1.665.0", "author": "Ruben Fiszel", "license": "Apache 2.0", "sideEffects": false, diff --git a/version.txt b/version.txt index 694b27ca91..433b0ebcf9 100644 --- a/version.txt +++ b/version.txt @@ -1 +1 @@ -1.664.0 +1.665.0 From d7f4b950ce6e966ed1b410e03d48fe96bc036e73 Mon Sep 17 00:00:00 2001 From: Ruben Fiszel Date: Thu, 26 Mar 2026 12:42:02 +0000 Subject: [PATCH 5/7] fix: pass pre-bound TcpListener to run_server to fix Windows CI test race (#8542) Co-authored-by: Claude Opus 4.6 (1M context) --- backend/src/main.rs | 5 ++++- backend/windmill-api/src/lib.rs | 10 +++++----- backend/windmill-test-utils/src/lib.rs | 7 +++---- 3 files changed, 12 insertions(+), 10 deletions(-) diff --git a/backend/src/main.rs b/backend/src/main.rs index ad5b9e14b8..4fe22c517f 100644 --- a/backend/src/main.rs +++ b/backend/src/main.rs @@ -1099,6 +1099,9 @@ Windmill Community Edition {GIT_VERSION} } let addr = SocketAddr::from((server_bind_address, port)); + let listener = tokio::net::TcpListener::bind(addr) + .await + .context("binding main windmill server")?; let (base_internal_tx, base_internal_rx) = tokio::sync::oneshot::channel::(); @@ -1232,7 +1235,7 @@ Windmill Community Edition {GIT_VERSION} db.clone(), index_reader, log_index_reader, - addr, + listener, server_killpill_rx, base_internal_tx, server_mode, diff --git a/backend/windmill-api/src/lib.rs b/backend/windmill-api/src/lib.rs index 65ba4cad15..15a674ea37 100644 --- a/backend/windmill-api/src/lib.rs +++ b/backend/windmill-api/src/lib.rs @@ -45,8 +45,8 @@ use windmill_common::global_settings::EMAIL_DOMAIN_SETTING; use windmill_common::worker::HUB_CACHE_DIR; use std::fs::DirBuilder; +use std::sync::Arc; use std::time::Duration; -use std::{net::SocketAddr, sync::Arc}; use tokio::sync::RwLock; use tower::ServiceBuilder; use tower_cookies::CookieManagerLayer; @@ -326,7 +326,7 @@ pub async fn run_server( db: DB, job_index_reader: Option, log_index_reader: Option, - addr: SocketAddr, + listener: tokio::net::TcpListener, mut killpill_rx: tokio::sync::broadcast::Receiver<()>, port_tx: tokio::sync::oneshot::Sender, server_mode: bool, @@ -412,6 +412,9 @@ pub async fn run_server( auth_cache: auth_cache.clone(), base_internal_url: _base_internal_url.clone(), }); + let addr = listener + .local_addr() + .unwrap_or_else(|_| std::net::SocketAddr::from(([127, 0, 0, 1], 0))); if let Err(err) = smtp_server.start_listener_thread(addr).await { tracing::error!("Error starting SMTP server: {err:#}"); } @@ -452,9 +455,6 @@ pub async fn run_server( health::start_health_check_loop(db.clone(), killpill_rx.resubscribe()); } - let listener = tokio::net::TcpListener::bind(addr) - .await - .context("binding main windmill server")?; let port = listener.local_addr().map(|x| x.port()).unwrap_or(8000); let ip = listener .local_addr() diff --git a/backend/windmill-test-utils/src/lib.rs b/backend/windmill-test-utils/src/lib.rs index ef2bf66513..d9e22eaa84 100644 --- a/backend/windmill-test-utils/src/lib.rs +++ b/backend/windmill-test-utils/src/lib.rs @@ -97,14 +97,13 @@ impl ApiServer { async fn start_inner(db: Pool, agent_mode: bool) -> anyhow::Result { let (tx, rx) = tokio::sync::broadcast::channel::<()>(1); - let sock = tokio::net::TcpListener::bind("127.0.0.1:0") + let listener = tokio::net::TcpListener::bind("127.0.0.1:0") .await .map_err(|e| anyhow::anyhow!("failed to bind TCP listener: {}", e))?; - let addr = sock + let addr = listener .local_addr() .map_err(|e| anyhow::anyhow!("failed to get local address: {}", e))?; - drop(sock); let (port_tx, _port_rx) = tokio::sync::oneshot::channel::(); let name = next_worker_name(); tracing::info!("starting api server for name={name}"); @@ -112,7 +111,7 @@ impl ApiServer { db.clone(), None, None, - addr, + listener, rx, port_tx, agent_mode, From e44504c6e93e7a4ee94ced03ab626b79a4fd0754 Mon Sep 17 00:00:00 2001 From: centdix <40307056+centdix@users.noreply.github.com> Date: Thu, 26 Mar 2026 14:55:10 +0100 Subject: [PATCH 6/7] feat: add PDF input support to AI agent (#8525) * feat: add PDF input support to AI agent with user_attachments field Co-Authored-By: Claude Opus 4.6 (1M context) * test: add integration tests for PDF input and backward compat Co-Authored-By: Claude Opus 4.6 (1M context) * feat: add ContentPart::File variant for PDF support across all providers Co-Authored-By: Claude Opus 4.6 (1M context) * refactor: address review feedback on PDF support - Extract parse_data_url_bytes and mime_to_document_format helpers in Bedrock - Add is_document_mime helper in ai_types for centralized MIME routing - Extract s3_object_to_content_part helper to deduplicate image_handler/openai - Rename AnthropicImageSource to AnthropicBase64Source - Derive Bedrock DocumentFormat from MIME type instead of hardcoding Pdf Co-Authored-By: Claude Opus 4.6 (1M context) * fix: merge user message and attachments into single message for Bedrock Co-Authored-By: Claude Opus 4.6 (1M context) --------- Co-authored-by: Claude Opus 4.6 (1M context) --- backend/windmill-common/src/ai_bedrock.rs | 64 ++++++++++--- backend/windmill-common/src/ai_google.rs | 7 ++ backend/windmill-common/src/ai_types.rs | 24 +++++ .../windmill-worker/src/ai/image_handler.rs | 36 +++++-- .../src/ai/providers/anthropic.rs | 22 ++++- .../src/ai/providers/google_ai.rs | 12 +-- .../src/ai/providers/openai.rs | 39 ++++++-- .../windmill-worker/src/ai/query_builder.rs | 2 +- backend/windmill-worker/src/ai/types.rs | 10 +- backend/windmill-worker/src/ai_executor.rs | 49 +++++++--- cli/src/guidance/skills.ts | 2 +- .../copilot/chat/flow/openFlow.json | 2 +- .../copilot/chat/flow/openFlowZod.ts | 6 +- .../src/lib/components/flows/flowInfers.ts | 12 ++- integration_tests/ai_agent_tests/providers.py | 10 +- .../ai_agent_tests/test_document.pdf | 21 ++++ .../ai_agent_tests/test_user_attachments.py | 96 +++++++++++++++++++ openflow.openapi.yaml | 6 +- system_prompts/auto-generated/flow.md | 2 +- system_prompts/auto-generated/prompts.d.ts | 10 +- system_prompts/auto-generated/prompts.ts | 2 +- .../auto-generated/skills/write-flow/SKILL.md | 2 +- 22 files changed, 349 insertions(+), 87 deletions(-) create mode 100644 integration_tests/ai_agent_tests/test_document.pdf create mode 100644 integration_tests/ai_agent_tests/test_user_attachments.py diff --git a/backend/windmill-common/src/ai_bedrock.rs b/backend/windmill-common/src/ai_bedrock.rs index ea817a1e41..9a7c5baeeb 100644 --- a/backend/windmill-common/src/ai_bedrock.rs +++ b/backend/windmill-common/src/ai_bedrock.rs @@ -11,8 +11,9 @@ use aws_config::BehaviorVersion; use aws_credential_types::provider::token::ProvideToken; use aws_credential_types::provider::ProvideCredentials; use aws_sdk_bedrockruntime::types::{ - ContentBlock, ConversationRole, ConverseStreamOutput, ImageBlock, ImageFormat, ImageSource, - InferenceConfiguration, Message, SystemContentBlock, Tool, ToolInputSchema, ToolSpecification, + ContentBlock, ConversationRole, ConverseStreamOutput, DocumentBlock, DocumentFormat, + DocumentSource, ImageBlock, ImageFormat, ImageSource, InferenceConfiguration, Message, + SystemContentBlock, Tool, ToolInputSchema, ToolSpecification, }; use aws_sdk_bedrockruntime::Client as BedrockRuntimeClient; use serde::{Deserialize, Serialize}; @@ -356,13 +357,12 @@ pub fn content_to_text(content: &OpenAIContent) -> String { } } -/// Parse image data URL and extract format and base64 data -fn parse_image_data_url(url: &str) -> Result<(ImageFormat, Vec), Error> { +/// Parse a data URL and extract MIME type and decoded bytes. +fn parse_data_url_bytes(url: &str) -> Result<(String, Vec), Error> { if !url.starts_with("data:") { - return Err(Error::internal_err("Image URL must be a data URL")); + return Err(Error::internal_err("URL must be a data URL")); } - // Parse data:image/png;base64, let base64_start = url .find("base64,") .ok_or_else(|| Error::internal_err("Invalid data URL format"))?; @@ -372,30 +372,51 @@ fn parse_image_data_url(url: &str) -> Result<(ImageFormat, Vec), Error> { .split(';') .next() .and_then(|s| s.strip_prefix("data:")) - .unwrap_or("image/png"); + .unwrap_or("application/octet-stream"); + + let bytes = base64::Engine::decode(&base64::engine::general_purpose::STANDARD, base64_data) + .map_err(|e| Error::internal_err(format!("Failed to decode base64 data: {}", e)))?; + + Ok((mime_type.to_string(), bytes)) +} + +/// Parse an image data URL and extract ImageFormat and decoded bytes. +fn parse_image_data_url(url: &str) -> Result<(ImageFormat, Vec), Error> { + let (mime_type, bytes) = parse_data_url_bytes(url)?; - // Extract format from MIME type (e.g., "image/png" -> "png") let format_str = mime_type .rsplit_once('/') .map(|(_, format)| format) .unwrap_or("png"); - // Map to ImageFormat enum let format = match format_str { "png" => ImageFormat::Png, "jpeg" | "jpg" => ImageFormat::Jpeg, "gif" => ImageFormat::Gif, "webp" => ImageFormat::Webp, - _ => ImageFormat::Png, // Default to PNG + _ => ImageFormat::Png, }; - // Decode base64 - let bytes = base64::Engine::decode(&base64::engine::general_purpose::STANDARD, base64_data) - .map_err(|e| Error::internal_err(format!("Failed to decode base64 image: {}", e)))?; - Ok((format, bytes)) } +/// Map a MIME type to a Bedrock DocumentFormat. +fn mime_to_document_format(mime_type: &str) -> DocumentFormat { + match mime_type { + "application/pdf" => DocumentFormat::Pdf, + "text/csv" => DocumentFormat::Csv, + "text/html" => DocumentFormat::Html, + "text/plain" => DocumentFormat::Txt, + "application/vnd.openxmlformats-officedocument.wordprocessingml.document" => { + DocumentFormat::Docx + } + "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" => { + DocumentFormat::Xlsx + } + _ => DocumentFormat::Pdf, + } +} + /// Convert a ContentPart to Bedrock ContentBlock fn content_part_to_block(part: &ContentPart) -> Result, Error> { match part { @@ -418,8 +439,21 @@ fn content_part_to_block(part: &ContentPart) -> Result, Err Ok(Some(ContentBlock::Image(image_block))) } + ContentPart::File { file } => { + let (mime_type, bytes) = parse_data_url_bytes(&file.file_data)?; + let doc_source = DocumentSource::Bytes(bytes.into()); + let doc_block = DocumentBlock::builder() + .format(mime_to_document_format(&mime_type)) + .name(file.filename.replace('.', "_")) + .source(doc_source) + .build() + .map_err(|e| { + Error::internal_err(format!("Failed to build document block: {}", e)) + })?; + Ok(Some(ContentBlock::Document(doc_block))) + } ContentPart::S3Object { .. } => { - // S3Objects should be converted to ImageUrl before calling this function + // S3Objects should be converted before calling this function Ok(None) } } diff --git a/backend/windmill-common/src/ai_google.rs b/backend/windmill-common/src/ai_google.rs index 5f8255c10a..b76d976a4c 100644 --- a/backend/windmill-common/src/ai_google.rs +++ b/backend/windmill-common/src/ai_google.rs @@ -354,6 +354,13 @@ pub fn convert_content_to_gemini_parts(content: &OpenAIContent) -> Vec { + parse_data_url(&file.file_data).map(|(mime_type, data)| { + GeminiPart::InlineData { + inline_data: GeminiInlineData { mime_type, data }, + } + }) + } // S3Objects are handled by the worker _ => None, }) diff --git a/backend/windmill-common/src/ai_types.rs b/backend/windmill-common/src/ai_types.rs index 707fab0c2a..bb690fe986 100644 --- a/backend/windmill-common/src/ai_types.rs +++ b/backend/windmill-common/src/ai_types.rs @@ -33,6 +33,11 @@ pub enum ContentPart { ImageUrl { image_url: ImageUrlData, }, + /// File content block for OpenAI Chat Completions format (PDFs, etc.) + #[serde(rename = "file")] + File { + file: FileData, + }, #[serde(rename = "s3_object")] S3Object { s3_object: S3Object, @@ -44,6 +49,25 @@ pub struct ImageUrlData { pub url: String, // data:image/png;base64,... or https://... } +#[derive(Serialize, Deserialize, Clone, Debug)] +pub struct FileData { + pub filename: String, + pub file_data: String, // data:application/pdf;base64,... +} + +/// Check if a MIME type represents a document (as opposed to an image). +pub fn is_document_mime(mime_type: &str) -> bool { + matches!( + mime_type, + "application/pdf" + | "text/csv" + | "text/html" + | "text/plain" + | "application/vnd.openxmlformats-officedocument.wordprocessingml.document" + | "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" + ) +} + #[derive(Serialize, Deserialize, Clone, Debug)] #[serde(untagged)] pub enum OpenAIContent { diff --git a/backend/windmill-worker/src/ai/image_handler.rs b/backend/windmill-worker/src/ai/image_handler.rs index 63d8aeaec3..1e30f6bb32 100644 --- a/backend/windmill-worker/src/ai/image_handler.rs +++ b/backend/windmill-worker/src/ai/image_handler.rs @@ -70,6 +70,29 @@ pub async fn download_and_encode_s3_image( Ok((mime_type.to_string(), base64_data)) } +/// Convert an S3Object to the appropriate ContentPart based on MIME type. +pub async fn s3_object_to_content_part( + s3_object: &S3Object, + client: &AuthedClient, + workspace_id: &str, +) -> Result { + let (mime_type, file_bytes) = + download_and_encode_s3_image(s3_object, client, workspace_id).await?; + let data_url = format!("data:{};base64,{}", mime_type, file_bytes); + + if windmill_common::ai_types::is_document_mime(&mime_type) { + let filename = s3_object + .s3 + .rsplit('/') + .next() + .unwrap_or("document.pdf") + .to_string(); + Ok(ContentPart::File { file: FileData { filename, file_data: data_url } }) + } else { + Ok(ContentPart::ImageUrl { image_url: ImageUrlData { url: data_url } }) + } +} + /// Prepare messages for API by converting S3Objects to base64 ImageUrls pub async fn prepare_messages_for_api( messages: &[OpenAIMessage], @@ -92,15 +115,10 @@ pub async fn prepare_messages_for_api( for part in parts { match part { ContentPart::S3Object { s3_object } => { - // Convert S3Object to base64 image URL - let (mime_type, image_bytes) = - download_and_encode_s3_image(s3_object, client, workspace_id) - .await?; - prepared_content.push(ContentPart::ImageUrl { - image_url: ImageUrlData { - url: format!("data:{};base64,{}", mime_type, image_bytes), - }, - }); + prepared_content.push( + s3_object_to_content_part(s3_object, client, workspace_id) + .await?, + ); } other => { // Keep Text and ImageUrl as-is diff --git a/backend/windmill-worker/src/ai/providers/anthropic.rs b/backend/windmill-worker/src/ai/providers/anthropic.rs index 847c706d71..19f539a3d4 100644 --- a/backend/windmill-worker/src/ai/providers/anthropic.rs +++ b/backend/windmill-worker/src/ai/providers/anthropic.rs @@ -92,7 +92,9 @@ pub enum AnthropicRequestContent { cache_control: Option, }, #[serde(rename = "image")] - Image { source: AnthropicImageSource }, + Image { source: AnthropicBase64Source }, + #[serde(rename = "document")] + Document { source: AnthropicBase64Source }, #[serde(rename = "tool_use")] ToolUse { id: String, name: String, input: Box }, #[serde(rename = "tool_result")] @@ -104,9 +106,9 @@ pub enum AnthropicRequestContent { }, } -/// Image source for Anthropic API +/// Base64 source for Anthropic API (used by both Image and Document content blocks) #[derive(Serialize, Debug)] -pub struct AnthropicImageSource { +pub struct AnthropicBase64Source { pub r#type: String, pub media_type: String, pub data: String, @@ -270,10 +272,20 @@ fn convert_content_to_anthropic(content: &Option) -> Vec { - // Handle base64 images if let Some((media_type, data)) = parse_data_url(&image_url.url) { result.push(AnthropicRequestContent::Image { - source: AnthropicImageSource { + source: AnthropicBase64Source { + r#type: "base64".to_string(), + media_type, + data, + }, + }); + } + } + ContentPart::File { file } => { + if let Some((media_type, data)) = parse_data_url(&file.file_data) { + result.push(AnthropicRequestContent::Document { + source: AnthropicBase64Source { r#type: "base64".to_string(), media_type, data, diff --git a/backend/windmill-worker/src/ai/providers/google_ai.rs b/backend/windmill-worker/src/ai/providers/google_ai.rs index 8ce0b5b951..a490bae7bc 100644 --- a/backend/windmill-worker/src/ai/providers/google_ai.rs +++ b/backend/windmill-worker/src/ai/providers/google_ai.rs @@ -84,13 +84,13 @@ impl GoogleAIQueryBuilder { ); } - if let Some(images) = args.images { - for image in images.iter() { - if !image.s3.is_empty() { - let (mime_type, image_bytes) = - download_and_encode_s3_image(image, client, workspace_id).await?; + if let Some(attachments) = args.attachments { + for attachment in attachments.iter() { + if !attachment.s3.is_empty() { + let (mime_type, file_bytes) = + download_and_encode_s3_image(attachment, client, workspace_id).await?; parts.push(GeminiPart::InlineData { - inline_data: GeminiInlineData { mime_type, data: image_bytes }, + inline_data: GeminiInlineData { mime_type, data: file_bytes }, }); } } diff --git a/backend/windmill-worker/src/ai/providers/openai.rs b/backend/windmill-worker/src/ai/providers/openai.rs index 51bb6e3ec3..4b34a27174 100644 --- a/backend/windmill-worker/src/ai/providers/openai.rs +++ b/backend/windmill-worker/src/ai/providers/openai.rs @@ -4,7 +4,7 @@ use serde_json::value::RawValue; use windmill_common::{ai_providers::AIProvider, client::AuthedClient, error::Error}; use crate::ai::{ - image_handler::{download_and_encode_s3_image, prepare_messages_for_api}, + image_handler::{prepare_messages_for_api, s3_object_to_content_part}, query_builder::{BuildRequestArgs, ParsedResponse, QueryBuilder, StreamEventProcessor}, sse::{OpenAIResponsesSSEParser, SSEParser}, types::*, @@ -103,6 +103,8 @@ pub enum ImageGenerationContent { InputText { text: String }, #[serde(rename = "input_image")] InputImage { image_url: String }, + #[serde(rename = "input_file")] + InputFile { filename: String, file_data: String }, } /// Output content for assistant messages in Responses API @@ -240,6 +242,12 @@ fn convert_content_to_responses_format( image_url: image_url.url.clone(), }) } + ContentPart::File { file } => { + Some(ImageGenerationContent::InputFile { + filename: file.filename.clone(), + file_data: file.file_data.clone(), + }) + } // S3 objects should have been resolved earlier, but handle gracefully ContentPart::S3Object { .. } => None, }) @@ -421,15 +429,26 @@ impl OpenAIQueryBuilder { let mut content = vec![ImageGenerationContent::InputText { text: args.user_message.to_string() }]; - // Add images if provided - if let Some(images) = args.images { - for image in images.iter() { - if !image.s3.is_empty() { - let (mime_type, image_bytes) = - download_and_encode_s3_image(image, client, workspace_id).await?; - content.push(ImageGenerationContent::InputImage { - image_url: format!("data:{};base64,{}", mime_type, image_bytes), - }); + // Add attachments (images, PDFs, etc.) if provided + if let Some(attachments) = args.attachments { + for attachment in attachments.iter() { + if !attachment.s3.is_empty() { + let part = + s3_object_to_content_part(attachment, client, workspace_id).await?; + match part { + ContentPart::File { file } => { + content.push(ImageGenerationContent::InputFile { + filename: file.filename, + file_data: file.file_data, + }); + } + ContentPart::ImageUrl { image_url } => { + content.push(ImageGenerationContent::InputImage { + image_url: image_url.url, + }); + } + _ => {} + } } } } diff --git a/backend/windmill-worker/src/ai/query_builder.rs b/backend/windmill-worker/src/ai/query_builder.rs index c1d0d79a05..27fc424475 100644 --- a/backend/windmill-worker/src/ai/query_builder.rs +++ b/backend/windmill-worker/src/ai/query_builder.rs @@ -28,7 +28,7 @@ pub struct BuildRequestArgs<'a> { pub output_type: &'a OutputType, pub system_prompt: Option<&'a str>, pub user_message: &'a str, - pub images: Option<&'a [S3Object]>, + pub attachments: Option<&'a [S3Object]>, pub has_websearch: bool, } diff --git a/backend/windmill-worker/src/ai/types.rs b/backend/windmill-worker/src/ai/types.rs index 62a13d958a..85528ccec1 100644 --- a/backend/windmill-worker/src/ai/types.rs +++ b/backend/windmill-worker/src/ai/types.rs @@ -26,7 +26,8 @@ use windmill_types::s3::S3Object; // Re-export shared types from windmill_common pub use windmill_common::ai_providers::AIPlatform; pub use windmill_common::ai_types::{ - ContentPart, ImageUrlData, OpenAIContent, OpenAIMessage, ToolDef, ToolDefFunction, UrlCitation, + ContentPart, FileData, ImageUrlData, OpenAIContent, OpenAIMessage, ToolDef, ToolDefFunction, + UrlCitation, }; /// same as OpenAIMessage but with agent_action field included in the serialization @@ -96,7 +97,8 @@ struct AIAgentArgsRaw { max_completion_tokens: Option, output_schema: Option, output_type: Option, - user_images: Option>, + #[serde(alias = "user_images")] + user_attachments: Option>, streaming: Option, max_iterations: Option, memory: Option, @@ -116,7 +118,7 @@ pub struct AIAgentArgs { pub max_completion_tokens: Option, pub output_schema: Option, pub output_type: Option, - pub user_images: Option>, + pub user_attachments: Option>, pub streaming: Option, pub max_iterations: Option, pub memory: Option, @@ -148,7 +150,7 @@ impl From for AIAgentArgs { max_completion_tokens: raw.max_completion_tokens, output_schema: raw.output_schema, output_type: raw.output_type, - user_images: raw.user_images, + user_attachments: raw.user_attachments, streaming: raw.streaming, max_iterations: raw.max_iterations, memory, diff --git a/backend/windmill-worker/src/ai_executor.rs b/backend/windmill-worker/src/ai_executor.rs index 2c8def4802..594830cebd 100644 --- a/backend/windmill-worker/src/ai_executor.rs +++ b/backend/windmill-worker/src/ai_executor.rs @@ -714,24 +714,45 @@ pub async fn run_agent( } }; - // Add user message if provided and non-empty - if let Some(ref user_message) = args.user_message { - if !user_message.is_empty() { + // Add user message and attachments as a single user message + // (Bedrock requires a text block alongside document blocks in the same message) + { + let has_message = args + .user_message + .as_ref() + .map(|m| !m.is_empty()) + .unwrap_or(false); + let has_attachments = args + .user_attachments + .as_ref() + .map(|a| !a.is_empty()) + .unwrap_or(false); + + if has_message && has_attachments { + let mut parts = vec![ContentPart::Text { + text: args.user_message.clone().unwrap(), + }]; + for attachment in args.user_attachments.as_ref().unwrap() { + if !attachment.s3.is_empty() { + parts.push(ContentPart::S3Object { s3_object: attachment.clone() }); + } + } messages.push(OpenAIMessage { role: "user".to_string(), - content: Some(OpenAIContent::Text(user_message.clone())), + content: Some(OpenAIContent::Parts(parts)), ..Default::default() }); - } - } - - // Add user images if provided - if let Some(ref user_images) = args.user_images { - if !user_images.is_empty() { + } else if has_message { + messages.push(OpenAIMessage { + role: "user".to_string(), + content: Some(OpenAIContent::Text(args.user_message.clone().unwrap())), + ..Default::default() + }); + } else if has_attachments { let mut parts = vec![]; - for image in user_images.iter() { - if !image.s3.is_empty() { - parts.push(ContentPart::S3Object { s3_object: image.clone() }); + for attachment in args.user_attachments.as_ref().unwrap() { + if !attachment.s3.is_empty() { + parts.push(ContentPart::S3Object { s3_object: attachment.clone() }); } } messages.push(OpenAIMessage { @@ -882,7 +903,7 @@ pub async fn run_agent( output_type, system_prompt: args.system_prompt.as_deref(), user_message: args.user_message.as_deref().unwrap_or(""), - images: args.user_images.as_deref(), + attachments: args.user_attachments.as_deref(), has_websearch, }; diff --git a/cli/src/guidance/skills.ts b/cli/src/guidance/skills.ts index 662c55eb8e..81c87dd05a 100644 --- a/cli/src/guidance/skills.ts +++ b/cli/src/guidance/skills.ts @@ -4359,7 +4359,7 @@ Reference a specific resource using \`$res:\` prefix: ## OpenFlow Schema -{"OpenFlow":{"type":"object","description":"Top-level flow definition containing metadata, configuration, and the flow structure","properties":{"summary":{"type":"string","description":"Short description of what this flow does"},"description":{"type":"string","description":"Detailed documentation for this flow"},"value":{"$ref":"#/components/schemas/FlowValue"},"schema":{"type":"object","description":"JSON Schema for flow inputs. Use this to define input parameters, their types, defaults, and validation. For resource inputs, set type to 'object' and format to 'resource-' (e.g., 'resource-stripe')"},"on_behalf_of_email":{"type":"string","description":"The flow will be run with the permissions of the user with this email."}},"required":["summary","value"]},"FlowValue":{"type":"object","description":"The flow structure containing modules and optional preprocessor/failure handlers","properties":{"modules":{"type":"array","description":"Array of steps that execute in sequence. Each step can be a script, subflow, loop, or branch","items":{"$ref":"#/components/schemas/FlowModule"}},"failure_module":{"description":"Special module that executes when the flow fails. Receives error object with message, name, stack, and step_id. Must have id 'failure'. Only supports script/rawscript types","$ref":"#/components/schemas/FlowModule"},"preprocessor_module":{"description":"Special module that runs before the first step on external triggers. Must have id 'preprocessor'. Only supports script/rawscript types. Cannot reference other step results","$ref":"#/components/schemas/FlowModule"},"same_worker":{"type":"boolean","description":"If true, all steps run on the same worker for better performance"},"concurrent_limit":{"type":"number","description":"Maximum number of concurrent executions of this flow"},"concurrency_key":{"type":"string","description":"Expression to group concurrent executions (e.g., by user ID)"},"concurrency_time_window_s":{"type":"number","description":"Time window in seconds for concurrent_limit"},"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce flow executions"},"debounce_key":{"type":"string","description":"Expression to group debounced executions"},"debounce_args_to_accumulate":{"type":"array","description":"Arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds that a job can be debounced"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of times a job can be debounced"},"skip_expr":{"type":"string","description":"JavaScript expression to conditionally skip the entire flow"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for flow results"},"cache_ignore_s3_path":{"type":"boolean"},"flow_env":{"type":"object","description":"Environment variables available to all steps. Values can be strings, JSON values, or special references: '$var:path' (workspace variable) or '$res:path' (resource).","additionalProperties":{}},"priority":{"type":"number","description":"Execution priority (higher numbers run first)"},"early_return":{"type":"string","description":"JavaScript expression to return early from the flow"},"chat_input_enabled":{"type":"boolean","description":"Whether this flow accepts chat-style input"},"notes":{"type":"array","description":"Sticky notes attached to the flow","items":{"$ref":"#/components/schemas/FlowNote"}},"groups":{"type":"array","description":"Semantic groups of modules for organizational purposes","items":{"$ref":"#/components/schemas/FlowGroup"}}},"required":["modules"]},"Retry":{"type":"object","description":"Retry configuration for failed module executions","properties":{"constant":{"type":"object","description":"Retry with constant delay between attempts","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"seconds":{"type":"integer","description":"Seconds to wait between retries"}}},"exponential":{"type":"object","description":"Retry with exponential backoff (delay doubles each time)","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"multiplier":{"type":"integer","description":"Multiplier for exponential backoff"},"seconds":{"type":"integer","minimum":1,"description":"Initial delay in seconds"},"random_factor":{"type":"integer","minimum":0,"maximum":100,"description":"Random jitter percentage (0-100) to avoid thundering herd"}}},"retry_if":{"$ref":"#/components/schemas/RetryIf"}}},"FlowNote":{"type":"object","description":"A sticky note attached to a flow for documentation and annotation","properties":{"id":{"type":"string","description":"Unique identifier for the note"},"text":{"type":"string","description":"Content of the note"},"position":{"type":"object","description":"Position of the note in the flow editor","properties":{"x":{"type":"number","description":"X coordinate"},"y":{"type":"number","description":"Y coordinate"}},"required":["x","y"]},"size":{"type":"object","description":"Size of the note in the flow editor","properties":{"width":{"type":"number","description":"Width in pixels"},"height":{"type":"number","description":"Height in pixels"}},"required":["width","height"]},"color":{"type":"string","description":"Color of the note (e.g., \\"yellow\\", \\"#ffff00\\")"},"type":{"type":"string","enum":["free","group"],"description":"Type of note - 'free' for standalone notes, 'group' for notes that group other nodes"},"locked":{"type":"boolean","default":false,"description":"Whether the note is locked and cannot be edited or moved"},"contained_node_ids":{"type":"array","items":{"type":"string"},"description":"For group notes, the IDs of nodes contained within this group"}},"required":["id","text","color","type"]},"FlowGroup":{"type":"object","description":"A semantic group of flow modules for organizational purposes. Does not affect execution \\u2014 modules remain in their original position in the flow. Groups provide naming and collapsibility in the editor. Members are computed dynamically from all nodes on paths between start_id and end_id.","properties":{"summary":{"type":"string","description":"Display name for this group"},"note":{"type":"string","description":"Markdown note shown below the group header"},"autocollapse":{"type":"boolean","default":false,"description":"If true, this group is collapsed by default in the flow editor. UI hint only."},"start_id":{"type":"string","description":"ID of the first flow module in this group (topological entry point)"},"end_id":{"type":"string","description":"ID of the last flow module in this group (topological exit point)"},"color":{"type":"string","description":"Color for the group in the flow editor"}},"required":["start_id","end_id"]},"RetryIf":{"type":"object","description":"Conditional retry based on error or result","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables"}},"required":["expr"]},"StopAfterIf":{"type":"object","description":"Early termination condition for a module","properties":{"skip_if_stopped":{"type":"boolean","description":"If true, following steps are skipped when this condition triggers"},"expr":{"type":"string","description":"JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"},"error_message":{"type":"string","nullable":true,"description":"Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised."}},"required":["expr"]},"FlowModule":{"type":"object","description":"A single step in a flow. Can be a script, subflow, loop, or branch","properties":{"id":{"type":"string","description":"Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"},"value":{"$ref":"#/components/schemas/FlowModuleValue"},"stop_after_if":{"description":"Early termination condition evaluated after this step completes","$ref":"#/components/schemas/StopAfterIf"},"stop_after_all_iters_if":{"description":"For loops only - early termination condition evaluated after all iterations complete","$ref":"#/components/schemas/StopAfterIf"},"skip_if":{"type":"object","description":"Conditionally skip this step based on previous results or flow inputs","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'"}},"required":["expr"]},"sleep":{"description":"Delay before executing this step (in seconds or as expression)","$ref":"#/components/schemas/InputTransform"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for this step's results"},"cache_ignore_s3_path":{"type":"boolean"},"timeout":{"description":"Maximum execution time in seconds (static value or expression)","$ref":"#/components/schemas/InputTransform"},"delete_after_use":{"type":"boolean","description":"If true, this step's result is deleted after use to save memory"},"summary":{"type":"string","description":"Short description of what this step does"},"mock":{"type":"object","description":"Mock configuration for testing without executing the actual step","properties":{"enabled":{"type":"boolean","description":"If true, return mock value instead of executing"},"return_value":{"description":"Value to return when mocked"}}},"suspend":{"type":"object","description":"Configuration for approval/resume steps that wait for user input","properties":{"required_events":{"type":"integer","description":"Number of approvals required before continuing"},"timeout":{"type":"integer","description":"Timeout in seconds before auto-continuing or canceling"},"resume_form":{"type":"object","description":"Form schema for collecting input when resuming","properties":{"schema":{"type":"object","description":"JSON Schema for the resume form"}}},"user_auth_required":{"type":"boolean","description":"If true, only authenticated users can approve"},"user_groups_required":{"description":"Expression or list of groups that can approve","$ref":"#/components/schemas/InputTransform"},"self_approval_disabled":{"type":"boolean","description":"If true, the user who started the flow cannot approve"},"hide_cancel":{"type":"boolean","description":"If true, hide the cancel button on the approval form"},"continue_on_disapprove_timeout":{"type":"boolean","description":"If true, continue flow on timeout instead of canceling"}}},"priority":{"type":"number","description":"Execution priority for this step (higher numbers run first)"},"continue_on_error":{"type":"boolean","description":"If true, flow continues even if this step fails"},"retry":{"description":"Retry configuration if this step fails","$ref":"#/components/schemas/Retry"},"debouncing":{"description":"Debounce configuration for this step (EE only)","type":"object","properties":{"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce this step's executions across flow runs"},"debounce_key":{"type":"string","description":"Expression to group debounced executions. 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Can be a static value or a JavaScript expression that references previous results or flow inputs","oneOf":[{"$ref":"#/components/schemas/StaticTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"StaticTransform":{"type":"object","description":"Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'","properties":{"value":{"description":"The static value. For resources, use format '$res:path/to/resource'"},"type":{"type":"string","enum":["static"]}},"required":["type"]},"JavascriptTransform":{"type":"object","description":"JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value","properties":{"expr":{"type":"string","description":"JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"},"type":{"type":"string","enum":["javascript"]}},"required":["expr","type"]},"AiTransform":{"type":"object","description":"Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.","properties":{"type":{"type":"string","enum":["ai"]}},"required":["type"]},"AIProviderKind":{"type":"string","description":"Supported AI provider types","enum":["openai","azure_openai","anthropic","mistral","deepseek","googleai","groq","openrouter","togetherai","customai","aws_bedrock"]},"ProviderConfig":{"type":"object","description":"Complete AI provider configuration with resource reference and model selection","properties":{"kind":{"$ref":"#/components/schemas/AIProviderKind"},"resource":{"type":"string","description":"Resource reference in format '$res:{resource_path}' pointing to provider credentials"},"model":{"type":"string","description":"Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')"}},"required":["kind","resource","model"]},"StaticProviderTransform":{"type":"object","description":"Static provider configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/ProviderConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"ProviderTransform":{"description":"Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticProviderTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticProviderTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"MemoryOff":{"type":"object","description":"No conversation memory/context","properties":{"kind":{"type":"string","enum":["off"]}},"required":["kind"]},"MemoryAuto":{"type":"object","description":"Automatic context management","properties":{"kind":{"type":"string","enum":["auto"]},"context_length":{"type":"integer","description":"Maximum number of messages to retain in context"},"memory_id":{"type":"string","description":"Identifier for persistent memory across agent invocations"}},"required":["kind"]},"MemoryMessage":{"type":"object","description":"A single message in conversation history","properties":{"role":{"type":"string","enum":["user","assistant","system"]},"content":{"type":"string"}},"required":["role","content"]},"MemoryManual":{"type":"object","description":"Explicit message history","properties":{"kind":{"type":"string","enum":["manual"]},"messages":{"type":"array","items":{"$ref":"#/components/schemas/MemoryMessage"}}},"required":["kind","messages"]},"MemoryConfig":{"description":"Conversation memory configuration","oneOf":[{"$ref":"#/components/schemas/MemoryOff"},{"$ref":"#/components/schemas/MemoryAuto"},{"$ref":"#/components/schemas/MemoryManual"}],"discriminator":{"propertyName":"kind","mapping":{"off":"#/components/schemas/MemoryOff","auto":"#/components/schemas/MemoryAuto","manual":"#/components/schemas/MemoryManual"}}},"StaticMemoryTransform":{"type":"object","description":"Static memory configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/MemoryConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"MemoryTransform":{"description":"Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticMemoryTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticMemoryTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"FlowModuleValue":{"description":"The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type","oneOf":[{"$ref":"#/components/schemas/RawScript"},{"$ref":"#/components/schemas/PathScript"},{"$ref":"#/components/schemas/PathFlow"},{"$ref":"#/components/schemas/ForloopFlow"},{"$ref":"#/components/schemas/WhileloopFlow"},{"$ref":"#/components/schemas/BranchOne"},{"$ref":"#/components/schemas/BranchAll"},{"$ref":"#/components/schemas/Identity"},{"$ref":"#/components/schemas/AiAgent"}],"discriminator":{"propertyName":"type","mapping":{"rawscript":"#/components/schemas/RawScript","script":"#/components/schemas/PathScript","flow":"#/components/schemas/PathFlow","forloopflow":"#/components/schemas/ForloopFlow","whileloopflow":"#/components/schemas/WhileloopFlow","branchone":"#/components/schemas/BranchOne","branchall":"#/components/schemas/BranchAll","identity":"#/components/schemas/Identity","aiagent":"#/components/schemas/AiAgent"}}},"RawScript":{"type":"object","description":"Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"content":{"type":"string","description":"The script source code. Should export a 'main' function"},"language":{"type":"string","description":"Programming language for this script","enum":["deno","bun","python3","go","bash","powershell","postgresql","mysql","bigquery","snowflake","mssql","oracledb","graphql","nativets","php","rust","ansible","csharp","nu","java","ruby","duckdb"]},"path":{"type":"string","description":"Optional path for saving this script"},"lock":{"type":"string","description":"Lock file content for dependencies"},"type":{"type":"string","enum":["rawscript"]},"tag":{"type":"string","description":"Worker group tag for execution routing"},"concurrent_limit":{"type":"number","description":"Maximum concurrent executions of this script"},"concurrency_time_window_s":{"type":"number","description":"Time window for concurrent_limit"},"custom_concurrency_key":{"type":"string","description":"Custom key for grouping concurrent executions"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"},"assets":{"type":"array","description":"External resources this script accesses (S3 objects, resources, etc.)","items":{"type":"object","required":["path","kind"],"properties":{"path":{"type":"string","description":"Path to the asset"},"kind":{"type":"string","description":"Type of asset","enum":["s3object","resource","ducklake","datatable","volume"]},"access_type":{"type":"string","nullable":true,"description":"Access level for this asset","enum":["r","w","rw"]},"alt_access_type":{"type":"string","nullable":true,"description":"Alternative access level","enum":["r","w","rw"]}}}}},"required":["type","content","language","input_transforms"]},"PathScript":{"type":"object","description":"Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the script in the workspace (e.g., 'f/scripts/send_email')"},"hash":{"type":"string","description":"Optional specific version hash of the script to use"},"type":{"type":"string","enum":["script"]},"tag_override":{"type":"string","description":"Override the script's default worker group tag"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"}},"required":["type","path","input_transforms"]},"PathFlow":{"type":"object","description":"Reference to an existing flow by path. Use this to call another flow as a subflow","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the flow in the workspace (e.g., 'f/flows/process_user')"},"type":{"type":"string","enum":["flow"]}},"required":["type","path","input_transforms"]},"ForloopFlow":{"type":"object","description":"Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations","properties":{"modules":{"type":"array","description":"Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'","items":{"$ref":"#/components/schemas/FlowModule"}},"iterator":{"description":"JavaScript expression that returns an array to iterate over. Can reference 'results.step_id' or 'flow_input'","$ref":"#/components/schemas/InputTransform"},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["forloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true. Limits resource usage. Can be static number or expression","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","iterator","skip_failures","type"]},"WhileloopFlow":{"type":"object","description":"Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination","properties":{"modules":{"type":"array","description":"Steps to execute in each iteration. Use stop_after_if to control when the loop ends","items":{"$ref":"#/components/schemas/FlowModule"}},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["whileloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (use with caution in while loops)"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","skip_failures","type"]},"BranchOne":{"type":"object","description":"Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes","properties":{"branches":{"type":"array","description":"Array of branches to evaluate in order. The first branch with expr evaluating to true executes","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch condition"},"expr":{"type":"string","description":"JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins"},"modules":{"type":"array","description":"Steps to execute if this branch's expr is true","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules","expr"]}},"default":{"type":"array","description":"Steps to execute if no branch expressions match","items":{"$ref":"#/components/schemas/FlowModule"}},"type":{"type":"string","enum":["branchone"]}},"required":["branches","default","type"]},"BranchAll":{"type":"object","description":"Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently","properties":{"branches":{"type":"array","description":"Array of branches that all execute (either in parallel or sequentially)","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch's purpose"},"skip_failure":{"type":"boolean","description":"If true, failure in this branch doesn't fail the entire flow"},"modules":{"type":"array","description":"Steps to execute in this branch","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules"]}},"type":{"type":"string","enum":["branchall"]},"parallel":{"type":"boolean","description":"If true, all branches execute concurrently. If false, they execute sequentially"}},"required":["branches","type"]},"AgentTool":{"type":"object","description":"A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool","properties":{"id":{"type":"string","description":"Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"},"summary":{"type":"string","description":"Short description of what this tool does (shown to the AI)"},"value":{"$ref":"#/components/schemas/ToolValue"}},"required":["id","value"]},"ToolValue":{"description":"The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference","oneOf":[{"$ref":"#/components/schemas/FlowModuleTool"},{"$ref":"#/components/schemas/McpToolValue"},{"$ref":"#/components/schemas/WebsearchToolValue"}],"discriminator":{"propertyName":"tool_type","mapping":{"flowmodule":"#/components/schemas/FlowModuleTool","mcp":"#/components/schemas/McpToolValue","websearch":"#/components/schemas/WebsearchToolValue"}}},"FlowModuleTool":{"description":"A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module","allOf":[{"type":"object","properties":{"tool_type":{"type":"string","enum":["flowmodule"]}},"required":["tool_type"]},{"$ref":"#/components/schemas/FlowModuleValue"}]},"WebsearchToolValue":{"type":"object","description":"A tool implemented as a websearch tool. The AI can call this like any other websearch tool","properties":{"tool_type":{"type":"string","enum":["websearch"]}},"required":["tool_type"]},"McpToolValue":{"type":"object","description":"Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers","properties":{"tool_type":{"type":"string","enum":["mcp"]},"resource_path":{"type":"string","description":"Path to the MCP resource/server configuration"},"include_tools":{"type":"array","description":"Whitelist of specific tools to include from this MCP server","items":{"type":"string"}},"exclude_tools":{"type":"array","description":"Blacklist of tools to exclude from this MCP server","items":{"type":"string"}}},"required":["tool_type","resource_path"]},"AiAgent":{"type":"object","description":"AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task","properties":{"input_transforms":{"type":"object","description":"Input parameters for the AI agent mapped to their values","properties":{"provider":{"$ref":"#/components/schemas/ProviderTransform"},"output_type":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Output format type.\\nValid values: 'text' (default) - plain text response, 'image' - image generation\\n"},"user_message":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax."},"system_prompt":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"System instructions that guide the AI's behavior, persona, and response style. Optional."},"streaming":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Boolean. If true, stream the AI response incrementally.\\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\\n"},"memory":{"$ref":"#/components/schemas/MemoryTransform"},"output_schema":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\\n"},"user_images":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Array of image references for vision-capable models.\\nFormat: Array<{ bucket: string, key: string }> - S3 object references\\nExample: [{ bucket: 'my-bucket', key: 'images/photo.jpg' }]\\n"},"max_completion_tokens":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Integer. Maximum number of tokens the AI will generate in its response.\\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\\n"},"temperature":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Float. Controls randomness/creativity of responses.\\nRange: 0.0 to 2.0 (provider-dependent)\\n- 0.0 = deterministic, focused responses\\n- 0.7 = balanced (common default)\\n- 1.0+ = more creative/random\\n"}},"required":["provider","user_message","output_type"]},"tools":{"type":"array","description":"Array of tools the agent can use. The agent decides which tools to call based on the task","items":{"$ref":"#/components/schemas/AgentTool"}},"type":{"type":"string","enum":["aiagent"]},"parallel":{"type":"boolean","description":"If true, the agent can execute multiple tool calls in parallel"}},"required":["tools","type","input_transforms"]},"Identity":{"type":"object","description":"Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder","properties":{"type":{"type":"string","enum":["identity"]},"flow":{"type":"boolean","description":"If true, marks this as a flow identity (special handling)"}},"required":["type"]},"FlowStatus":{"type":"object","properties":{"step":{"type":"integer"},"modules":{"type":"array","items":{"$ref":"#/components/schemas/FlowStatusModule"}},"user_states":{"additionalProperties":true},"preprocessor_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"}]},"failure_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"},{"type":"object","properties":{"parent_module":{"type":"string"}}}]},"retry":{"type":"object","properties":{"fail_count":{"type":"integer"},"failed_jobs":{"type":"array","items":{"type":"string","format":"uuid"}}}}},"required":["step","modules","failure_module"]},"FlowStatusModule":{"type":"object","properties":{"type":{"type":"string","enum":["WaitingForPriorSteps","WaitingForEvents","WaitingForExecutor","InProgress","Success","Failure"]},"id":{"type":"string"},"job":{"type":"string","format":"uuid"},"count":{"type":"integer"},"progress":{"type":"integer"},"iterator":{"type":"object","properties":{"index":{"type":"integer"},"itered":{"type":"array","items":{}},"itered_len":{"type":"integer"},"args":{}}},"flow_jobs":{"type":"array","items":{"type":"string"}},"flow_jobs_success":{"type":"array","items":{"type":"boolean"}},"flow_jobs_duration":{"type":"object","properties":{"started_at":{"type":"array","items":{"type":"string"}},"duration_ms":{"type":"array","items":{"type":"integer"}}}},"branch_chosen":{"type":"object","properties":{"type":{"type":"string","enum":["branch","default"]},"branch":{"type":"integer"}},"required":["type"]},"branchall":{"type":"object","properties":{"branch":{"type":"integer"},"len":{"type":"integer"}},"required":["branch","len"]},"approvers":{"type":"array","items":{"type":"object","properties":{"resume_id":{"type":"integer"},"approver":{"type":"string"}},"required":["resume_id","approver"]}},"failed_retries":{"type":"array","items":{"type":"string","format":"uuid"}},"skipped":{"type":"boolean"},"agent_actions":{"type":"array","items":{"type":"object","oneOf":[{"type":"object","properties":{"job_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"type":{"type":"string","enum":["tool_call"]},"module_id":{"type":"string"}},"required":["job_id","function_name","type","module_id"]},{"type":"object","properties":{"call_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"resource_path":{"type":"string"},"type":{"type":"string","enum":["mcp_tool_call"]},"arguments":{"type":"object"}},"required":["call_id","function_name","resource_path","type"]},{"type":"object","properties":{"type":{"type":"string","enum":["web_search"]}},"required":["type"]},{"type":"object","properties":{"type":{"type":"string","enum":["message"]}},"required":["content","type"]}]}},"agent_actions_success":{"type":"array","items":{"type":"boolean"}}},"required":["type"]}}`, +{"OpenFlow":{"type":"object","description":"Top-level flow definition containing metadata, configuration, and the flow structure","properties":{"summary":{"type":"string","description":"Short description of what this flow does"},"description":{"type":"string","description":"Detailed documentation for this flow"},"value":{"$ref":"#/components/schemas/FlowValue"},"schema":{"type":"object","description":"JSON Schema for flow inputs. 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If true, stream the AI response incrementally.\\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\\n"},"memory":{"$ref":"#/components/schemas/MemoryTransform"},"output_schema":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\\n"},"user_attachments":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Array of file references (images or PDFs) for the AI agent.\\nFormat: Array<{ bucket: string, key: string }> - S3 object references\\nExample: [{ bucket: 'my-bucket', key: 'documents/report.pdf' }]\\n"},"max_completion_tokens":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Integer. Maximum number of tokens the AI will generate in its response.\\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\\n"},"temperature":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Float. Controls randomness/creativity of responses.\\nRange: 0.0 to 2.0 (provider-dependent)\\n- 0.0 = deterministic, focused responses\\n- 0.7 = balanced (common default)\\n- 1.0+ = more creative/random\\n"}},"required":["provider","user_message","output_type"]},"tools":{"type":"array","description":"Array of tools the agent can use. The agent decides which tools to call based on the task","items":{"$ref":"#/components/schemas/AgentTool"}},"type":{"type":"string","enum":["aiagent"]},"parallel":{"type":"boolean","description":"If true, the agent can execute multiple tool calls in parallel"}},"required":["tools","type","input_transforms"]},"Identity":{"type":"object","description":"Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder","properties":{"type":{"type":"string","enum":["identity"]},"flow":{"type":"boolean","description":"If true, marks this as a flow identity (special handling)"}},"required":["type"]},"FlowStatus":{"type":"object","properties":{"step":{"type":"integer"},"modules":{"type":"array","items":{"$ref":"#/components/schemas/FlowStatusModule"}},"user_states":{"additionalProperties":true},"preprocessor_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"}]},"failure_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"},{"type":"object","properties":{"parent_module":{"type":"string"}}}]},"retry":{"type":"object","properties":{"fail_count":{"type":"integer"},"failed_jobs":{"type":"array","items":{"type":"string","format":"uuid"}}}}},"required":["step","modules","failure_module"]},"FlowStatusModule":{"type":"object","properties":{"type":{"type":"string","enum":["WaitingForPriorSteps","WaitingForEvents","WaitingForExecutor","InProgress","Success","Failure"]},"id":{"type":"string"},"job":{"type":"string","format":"uuid"},"count":{"type":"integer"},"progress":{"type":"integer"},"iterator":{"type":"object","properties":{"index":{"type":"integer"},"itered":{"type":"array","items":{}},"itered_len":{"type":"integer"},"args":{}}},"flow_jobs":{"type":"array","items":{"type":"string"}},"flow_jobs_success":{"type":"array","items":{"type":"boolean"}},"flow_jobs_duration":{"type":"object","properties":{"started_at":{"type":"array","items":{"type":"string"}},"duration_ms":{"type":"array","items":{"type":"integer"}}}},"branch_chosen":{"type":"object","properties":{"type":{"type":"string","enum":["branch","default"]},"branch":{"type":"integer"}},"required":["type"]},"branchall":{"type":"object","properties":{"branch":{"type":"integer"},"len":{"type":"integer"}},"required":["branch","len"]},"approvers":{"type":"array","items":{"type":"object","properties":{"resume_id":{"type":"integer"},"approver":{"type":"string"}},"required":["resume_id","approver"]}},"failed_retries":{"type":"array","items":{"type":"string","format":"uuid"}},"skipped":{"type":"boolean"},"agent_actions":{"type":"array","items":{"type":"object","oneOf":[{"type":"object","properties":{"job_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"type":{"type":"string","enum":["tool_call"]},"module_id":{"type":"string"}},"required":["job_id","function_name","type","module_id"]},{"type":"object","properties":{"call_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"resource_path":{"type":"string"},"type":{"type":"string","enum":["mcp_tool_call"]},"arguments":{"type":"object"}},"required":["call_id","function_name","resource_path","type"]},{"type":"object","properties":{"type":{"type":"string","enum":["web_search"]}},"required":["type"]},{"type":"object","properties":{"type":{"type":"string","enum":["message"]}},"required":["content","type"]}]}},"agent_actions_success":{"type":"array","items":{"type":"boolean"}}},"required":["type"]}}`, "raw-app": `--- name: raw-app description: MUST use when creating raw apps. diff --git a/frontend/src/lib/components/copilot/chat/flow/openFlow.json b/frontend/src/lib/components/copilot/chat/flow/openFlow.json index 01dc802a69..308b35e416 100644 --- a/frontend/src/lib/components/copilot/chat/flow/openFlow.json +++ b/frontend/src/lib/components/copilot/chat/flow/openFlow.json @@ -1 +1 @@ -{"openapi":"3.0.3","info":{"version":"1.624.0","title":"OpenFlow Spec","contact":{"name":"Ruben Fiszel","email":"ruben@windmill.dev","url":"https://windmill.dev"},"license":{"name":"Apache 2.0","url":"https://www.apache.org/licenses/LICENSE-2.0.html"}},"paths":{},"externalDocs":{"description":"documentation portal","url":"https://windmill.dev"},"components":{"schemas":{"OpenFlow":{"type":"object","description":"Top-level flow definition containing metadata, configuration, and the flow structure","properties":{"summary":{"type":"string","description":"Short description of what this flow does"},"description":{"type":"string","description":"Detailed documentation for this flow"},"value":{"$ref":"#/components/schemas/FlowValue"},"schema":{"type":"object","description":"JSON Schema for flow inputs. Use this to define input parameters, their types, defaults, and validation. For resource inputs, set type to 'object' and format to 'resource-' (e.g., 'resource-stripe')"}},"required":["summary","value"]},"FlowValue":{"type":"object","description":"The flow structure containing modules and optional preprocessor/failure handlers","properties":{"modules":{"type":"array","description":"Array of steps that execute in sequence. Each step can be a script, subflow, loop, or branch","items":{"$ref":"#/components/schemas/FlowModule"}},"failure_module":{"description":"Special module that executes when the flow fails. Receives error object with message, name, stack, and step_id. Must have id 'failure'. Only supports script/rawscript types","$ref":"#/components/schemas/FlowModule"},"preprocessor_module":{"description":"Special module that runs before the first step on external triggers. Must have id 'preprocessor'. Only supports script/rawscript types. Cannot reference other step results","$ref":"#/components/schemas/FlowModule"},"same_worker":{"type":"boolean","description":"If true, all steps run on the same worker for better performance"},"concurrent_limit":{"type":"number","description":"Maximum number of concurrent executions of this flow"},"concurrency_key":{"type":"string","description":"Expression to group concurrent executions (e.g., by user ID)"},"concurrency_time_window_s":{"type":"number","description":"Time window in seconds for concurrent_limit"},"debounce_delay_s":{"type":"number","description":"Delay in seconds to debounce flow executions"},"debounce_key":{"type":"string","description":"Expression to group debounced executions"},"debounce_args_to_accumulate":{"type":"array","description":"Arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"number","description":"Maximum total time in seconds that a job can be debounced"},"max_total_debounces_amount":{"type":"number","description":"Maximum number of times a job can be debounced"},"skip_expr":{"type":"string","description":"JavaScript expression to conditionally skip the entire flow"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for flow results"},"cache_ignore_s3_path":{"type":"boolean"},"flow_env":{"type":"object","description":"Environment variables available to all steps","additionalProperties":{"type":"string"}},"priority":{"type":"number","description":"Execution priority (higher numbers run first)"},"early_return":{"type":"string","description":"JavaScript expression to return early from the flow"},"chat_input_enabled":{"type":"boolean","description":"Whether this flow accepts chat-style input"},"notes":{"type":"array","description":"Sticky notes attached to the flow","items":{"$ref":"#/components/schemas/FlowNote"}}},"required":["modules"]},"Retry":{"type":"object","description":"Retry configuration for failed module executions","properties":{"constant":{"type":"object","description":"Retry with constant delay between attempts","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"seconds":{"type":"integer","description":"Seconds to wait between retries"}}},"exponential":{"type":"object","description":"Retry with exponential backoff (delay doubles each time)","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"multiplier":{"type":"integer","description":"Multiplier for exponential backoff"},"seconds":{"type":"integer","minimum":1,"description":"Initial delay in seconds"},"random_factor":{"type":"integer","minimum":0,"maximum":100,"description":"Random jitter percentage (0-100) to avoid thundering herd"}}},"retry_if":{"$ref":"#/components/schemas/RetryIf"}}},"FlowNote":{"type":"object","description":"A sticky note attached to a flow for documentation and annotation","properties":{"id":{"type":"string","description":"Unique identifier for the note"},"text":{"type":"string","description":"Content of the note"},"position":{"type":"object","description":"Position of the note in the flow editor","properties":{"x":{"type":"number","description":"X coordinate"},"y":{"type":"number","description":"Y coordinate"}},"required":["x","y"]},"size":{"type":"object","description":"Size of the note in the flow editor","properties":{"width":{"type":"number","description":"Width in pixels"},"height":{"type":"number","description":"Height in pixels"}},"required":["width","height"]},"color":{"type":"string","description":"Color of the note (e.g., \"yellow\", \"#ffff00\")"},"type":{"type":"string","enum":["free","group"],"description":"Type of note - 'free' for standalone notes, 'group' for notes that group other nodes"},"locked":{"type":"boolean","default":false,"description":"Whether the note is locked and cannot be edited or moved"},"contained_node_ids":{"type":"array","items":{"type":"string"},"description":"For group notes, the IDs of nodes contained within this group"}},"required":["id","text","color","type"]},"RetryIf":{"type":"object","description":"Conditional retry based on error or result","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables"}},"required":["expr"]},"StopAfterIf":{"type":"object","description":"Early termination condition for a module","properties":{"skip_if_stopped":{"type":"boolean","description":"If true, following steps are skipped when this condition triggers"},"expr":{"type":"string","description":"JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"},"error_message":{"type":"string","description":"Custom error message shown when stopping"}},"required":["expr"]},"FlowModule":{"type":"object","description":"A single step in a flow. Can be a script, subflow, loop, or branch","properties":{"id":{"type":"string","description":"Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"},"value":{"$ref":"#/components/schemas/FlowModuleValue"},"stop_after_if":{"description":"Early termination condition evaluated after this step completes","$ref":"#/components/schemas/StopAfterIf"},"stop_after_all_iters_if":{"description":"For loops only - early termination condition evaluated after all iterations complete","$ref":"#/components/schemas/StopAfterIf"},"skip_if":{"type":"object","description":"Conditionally skip this step based on previous results or flow inputs","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'"}},"required":["expr"]},"sleep":{"description":"Delay before executing this step (in seconds or as expression)","$ref":"#/components/schemas/InputTransform"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for this step's results"},"cache_ignore_s3_path":{"type":"boolean"},"timeout":{"description":"Maximum execution time in seconds (static value or expression)","$ref":"#/components/schemas/InputTransform"},"delete_after_use":{"type":"boolean","description":"If true, this step's result is deleted after use to save memory"},"summary":{"type":"string","description":"Short description of what this step does"},"mock":{"type":"object","description":"Mock configuration for testing without executing the actual step","properties":{"enabled":{"type":"boolean","description":"If true, return mock value instead of executing"},"return_value":{"description":"Value to return when mocked"}}},"suspend":{"type":"object","description":"Configuration for approval/resume steps that wait for user input","properties":{"required_events":{"type":"integer","description":"Number of approvals required before continuing"},"timeout":{"type":"integer","description":"Timeout in seconds before auto-continuing or canceling"},"resume_form":{"type":"object","description":"Form schema for collecting input when resuming","properties":{"schema":{"type":"object","description":"JSON Schema for the resume form"}}},"user_auth_required":{"type":"boolean","description":"If true, only authenticated users can approve"},"user_groups_required":{"description":"Expression or list of groups that can approve","$ref":"#/components/schemas/InputTransform"},"self_approval_disabled":{"type":"boolean","description":"If true, the user who started the flow cannot approve"},"hide_cancel":{"type":"boolean","description":"If true, hide the cancel button on the approval form"},"continue_on_disapprove_timeout":{"type":"boolean","description":"If true, continue flow on timeout instead of canceling"}}},"priority":{"type":"number","description":"Execution priority for this step (higher numbers run first)"},"continue_on_error":{"type":"boolean","description":"If true, flow continues even if this step fails"},"retry":{"description":"Retry configuration if this step fails","$ref":"#/components/schemas/Retry"}},"required":["value","id"]},"InputTransform":{"description":"Maps input parameters for a step. 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Inside loops, use 'flow_input.iter.value' for the current iteration value","properties":{"expr":{"type":"string","description":"JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"},"type":{"type":"string","enum":["javascript"]}},"required":["expr","type"]},"AiTransform":{"type":"object","description":"Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.","properties":{"type":{"type":"string","enum":["ai"]}},"required":["type"]},"AIProviderKind":{"type":"string","description":"Supported AI provider types","enum":["openai","azure_openai","anthropic","mistral","deepseek","googleai","groq","openrouter","togetherai","customai","aws_bedrock"]},"ProviderConfig":{"type":"object","description":"Complete AI provider configuration with resource reference and model selection","properties":{"kind":{"$ref":"#/components/schemas/AIProviderKind"},"resource":{"type":"string","description":"Resource reference in format '$res:{resource_path}' pointing to provider credentials"},"model":{"type":"string","description":"Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')"}},"required":["kind","resource","model"]},"StaticProviderTransform":{"type":"object","description":"Static provider configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/ProviderConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"ProviderTransform":{"description":"Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticProviderTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type"}},"MemoryOff":{"type":"object","description":"No conversation memory/context","properties":{"kind":{"type":"string","enum":["off"]}},"required":["kind"]},"MemoryAuto":{"type":"object","description":"Automatic context management","properties":{"kind":{"type":"string","enum":["auto"]},"context_length":{"type":"integer","description":"Maximum number of messages to retain in context"},"memory_id":{"type":"string","description":"Identifier for persistent memory across agent invocations"}},"required":["kind"]},"MemoryMessage":{"type":"object","description":"A single message in conversation history","properties":{"role":{"type":"string","enum":["user","assistant","system"]},"content":{"type":"string"}},"required":["role","content"]},"MemoryManual":{"type":"object","description":"Explicit message history","properties":{"kind":{"type":"string","enum":["manual"]},"messages":{"type":"array","items":{"$ref":"#/components/schemas/MemoryMessage"}}},"required":["kind","messages"]},"MemoryConfig":{"description":"Conversation memory configuration","oneOf":[{"$ref":"#/components/schemas/MemoryOff"},{"$ref":"#/components/schemas/MemoryAuto"},{"$ref":"#/components/schemas/MemoryManual"}],"discriminator":{"propertyName":"kind"}},"StaticMemoryTransform":{"type":"object","description":"Static memory configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/MemoryConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"MemoryTransform":{"description":"Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticMemoryTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type"}},"FlowModuleValue":{"description":"The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type","oneOf":[{"$ref":"#/components/schemas/RawScript"},{"$ref":"#/components/schemas/PathScript"},{"$ref":"#/components/schemas/PathFlow"},{"$ref":"#/components/schemas/ForloopFlow"},{"$ref":"#/components/schemas/WhileloopFlow"},{"$ref":"#/components/schemas/BranchOne"},{"$ref":"#/components/schemas/BranchAll"},{"$ref":"#/components/schemas/Identity"},{"$ref":"#/components/schemas/AiAgent"}],"discriminator":{"propertyName":"type"}},"RawScript":{"type":"object","description":"Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"content":{"type":"string","description":"The script source code. Should export a 'main' function"},"language":{"type":"string","description":"Programming language for this script","enum":["deno","bun","python3","go","bash","powershell","postgresql","mysql","bigquery","snowflake","mssql","oracledb","graphql","nativets","php"]},"path":{"type":"string","description":"Optional path for saving this script"},"lock":{"type":"string","description":"Lock file content for dependencies"},"type":{"type":"string","enum":["rawscript"]},"tag":{"type":"string","description":"Worker group tag for execution routing"},"concurrent_limit":{"type":"number","description":"Maximum concurrent executions of this script"},"concurrency_time_window_s":{"type":"number","description":"Time window for concurrent_limit"},"custom_concurrency_key":{"type":"string","description":"Custom key for grouping concurrent executions"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"},"assets":{"type":"array","description":"External resources this script accesses (S3 objects, resources, etc.)","items":{"type":"object","required":["path","kind"],"properties":{"path":{"type":"string","description":"Path to the asset"},"kind":{"type":"string","description":"Type of asset","enum":["s3object","resource","ducklake","datatable"]},"access_type":{"type":"string","description":"Access level for this asset","enum":["r","w","rw"]},"alt_access_type":{"type":"string","description":"Alternative access level","enum":["r","w","rw"]}}}}},"required":["type","content","language","input_transforms"]},"PathScript":{"type":"object","description":"Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the script in the workspace (e.g., 'f/scripts/send_email')"},"hash":{"type":"string","description":"Optional specific version hash of the script to use"},"type":{"type":"string","enum":["script"]},"tag_override":{"type":"string","description":"Override the script's default worker group tag"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"}},"required":["type","path","input_transforms"]},"PathFlow":{"type":"object","description":"Reference to an existing flow by path. Use this to call another flow as a subflow","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the flow in the workspace (e.g., 'f/flows/process_user')"},"type":{"type":"string","enum":["flow"]}},"required":["type","path","input_transforms"]},"ForloopFlow":{"type":"object","description":"Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations","properties":{"modules":{"type":"array","description":"Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'","items":{"$ref":"#/components/schemas/FlowModule"}},"iterator":{"description":"JavaScript expression that returns an array to iterate over. Can reference 'results.step_id' or 'flow_input'","$ref":"#/components/schemas/InputTransform"},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["forloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true. Limits resource usage. Can be static number or expression","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","iterator","skip_failures","type"]},"WhileloopFlow":{"type":"object","description":"Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination","properties":{"modules":{"type":"array","description":"Steps to execute in each iteration. Use stop_after_if to control when the loop ends","items":{"$ref":"#/components/schemas/FlowModule"}},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["whileloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (use with caution in while loops)"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","skip_failures","type"]},"BranchOne":{"type":"object","description":"Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes","properties":{"branches":{"type":"array","description":"Array of branches to evaluate in order. The first branch with expr evaluating to true executes","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch condition"},"expr":{"type":"string","description":"JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins"},"modules":{"type":"array","description":"Steps to execute if this branch's expr is true","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules","expr"]}},"default":{"type":"array","description":"Steps to execute if no branch expressions match","items":{"$ref":"#/components/schemas/FlowModule"}},"type":{"type":"string","enum":["branchone"]}},"required":["branches","default","type"]},"BranchAll":{"type":"object","description":"Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently","properties":{"branches":{"type":"array","description":"Array of branches that all execute (either in parallel or sequentially)","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch's purpose"},"skip_failure":{"type":"boolean","description":"If true, failure in this branch doesn't fail the entire flow"},"modules":{"type":"array","description":"Steps to execute in this branch","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules"]}},"type":{"type":"string","enum":["branchall"]},"parallel":{"type":"boolean","description":"If true, all branches execute concurrently. If false, they execute sequentially"}},"required":["branches","type"]},"AgentTool":{"type":"object","description":"A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool","properties":{"id":{"type":"string","description":"Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"},"summary":{"type":"string","description":"Short description of what this tool does (shown to the AI)"},"value":{"$ref":"#/components/schemas/ToolValue"}},"required":["id","value"]},"ToolValue":{"description":"The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference","oneOf":[{"$ref":"#/components/schemas/FlowModuleTool"},{"$ref":"#/components/schemas/McpToolValue"},{"$ref":"#/components/schemas/WebsearchToolValue"}]},"FlowModuleTool":{"description":"A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module","allOf":[{"type":"object","properties":{"tool_type":{"type":"string","enum":["flowmodule"]}},"required":["tool_type"]},{"$ref":"#/components/schemas/FlowModuleValue"}]},"WebsearchToolValue":{"type":"object","description":"A tool implemented as a websearch tool. The AI can call this like any other websearch tool","properties":{"tool_type":{"type":"string","enum":["websearch"]}},"required":["tool_type"]},"McpToolValue":{"type":"object","description":"Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers","properties":{"tool_type":{"type":"string","enum":["mcp"]},"resource_path":{"type":"string","description":"Path to the MCP resource/server configuration"},"include_tools":{"type":"array","description":"Whitelist of specific tools to include from this MCP server","items":{"type":"string"}},"exclude_tools":{"type":"array","description":"Blacklist of tools to exclude from this MCP server","items":{"type":"string"}}},"required":["tool_type","resource_path"]},"AiAgent":{"type":"object","description":"AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task","properties":{"input_transforms":{"type":"object","description":"Input parameters for the AI agent mapped to their values","properties":{"provider":{"$ref":"#/components/schemas/ProviderTransform"},"output_type":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Output format type.\nValid values: 'text' (default) - plain text response, 'image' - image generation\n"},"user_message":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax."},"system_prompt":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"System instructions that guide the AI's behavior, persona, and response style. Optional."},"streaming":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Boolean. If true, stream the AI response incrementally.\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\n"},"memory":{"$ref":"#/components/schemas/MemoryTransform"},"output_schema":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\n"},"user_images":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Array of image references for vision-capable models.\nFormat: Array<{ bucket: string, key: string }> - S3 object references\nExample: [{ bucket: 'my-bucket', key: 'images/photo.jpg' }]\n"},"max_completion_tokens":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Integer. Maximum number of tokens the AI will generate in its response.\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\n"},"temperature":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Float. Controls randomness/creativity of responses.\nRange: 0.0 to 2.0 (provider-dependent)\n- 0.0 = deterministic, focused responses\n- 0.7 = balanced (common default)\n- 1.0+ = more creative/random\n"}},"required":["provider","user_message","output_type"]},"tools":{"type":"array","description":"Array of tools the agent can use. The agent decides which tools to call based on the task","items":{"$ref":"#/components/schemas/AgentTool"}},"type":{"type":"string","enum":["aiagent"]},"parallel":{"type":"boolean","description":"If true, the agent can execute multiple tool calls in parallel"}},"required":["tools","type","input_transforms"]},"Identity":{"type":"object","description":"Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder","properties":{"type":{"type":"string","enum":["identity"]},"flow":{"type":"boolean","description":"If true, marks this as a flow identity (special handling)"}},"required":["type"]},"FlowStatus":{"type":"object","properties":{"step":{"type":"integer"},"modules":{"type":"array","items":{"$ref":"#/components/schemas/FlowStatusModule"}},"user_states":{"additionalProperties":true},"preprocessor_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"}]},"failure_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"},{"type":"object","properties":{"parent_module":{"type":"string"}}}]},"retry":{"type":"object","properties":{"fail_count":{"type":"integer"},"failed_jobs":{"type":"array","items":{"type":"string","format":"uuid"}}}}},"required":["step","modules","failure_module"]},"FlowStatusModule":{"type":"object","properties":{"type":{"type":"string","enum":["WaitingForPriorSteps","WaitingForEvents","WaitingForExecutor","InProgress","Success","Failure"]},"id":{"type":"string"},"job":{"type":"string","format":"uuid"},"count":{"type":"integer"},"progress":{"type":"integer"},"iterator":{"type":"object","properties":{"index":{"type":"integer"},"itered":{"type":"array","items":{}},"itered_len":{"type":"integer"},"args":{}}},"flow_jobs":{"type":"array","items":{"type":"string"}},"flow_jobs_success":{"type":"array","items":{"type":"boolean"}},"flow_jobs_duration":{"type":"object","properties":{"started_at":{"type":"array","items":{"type":"string"}},"duration_ms":{"type":"array","items":{"type":"integer"}}}},"branch_chosen":{"type":"object","properties":{"type":{"type":"string","enum":["branch","default"]},"branch":{"type":"integer"}},"required":["type"]},"branchall":{"type":"object","properties":{"branch":{"type":"integer"},"len":{"type":"integer"}},"required":["branch","len"]},"approvers":{"type":"array","items":{"type":"object","properties":{"resume_id":{"type":"integer"},"approver":{"type":"string"}},"required":["resume_id","approver"]}},"failed_retries":{"type":"array","items":{"type":"string","format":"uuid"}},"skipped":{"type":"boolean"},"agent_actions":{"type":"array","items":{"type":"object","oneOf":[{"type":"object","properties":{"job_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"type":{"type":"string","enum":["tool_call"]},"module_id":{"type":"string"}},"required":["job_id","function_name","type","module_id"]},{"type":"object","properties":{"call_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"resource_path":{"type":"string"},"type":{"type":"string","enum":["mcp_tool_call"]},"arguments":{"type":"object"}},"required":["call_id","function_name","resource_path","type"]},{"type":"object","properties":{"type":{"type":"string","enum":["web_search"]}},"required":["type"]},{"type":"object","properties":{"type":{"type":"string","enum":["message"]}},"required":["content","type"]}]}},"agent_actions_success":{"type":"array","items":{"type":"boolean"}}},"required":["type"]}}}} \ No newline at end of file +{"openapi":"3.0.3","info":{"version":"1.664.0","title":"OpenFlow Spec","contact":{"name":"Ruben Fiszel","email":"ruben@windmill.dev","url":"https://windmill.dev"},"license":{"name":"Apache 2.0","url":"https://www.apache.org/licenses/LICENSE-2.0.html"}},"paths":{},"externalDocs":{"description":"documentation portal","url":"https://windmill.dev"},"components":{"schemas":{"OpenFlow":{"type":"object","description":"Top-level flow definition containing metadata, configuration, and the flow structure","properties":{"summary":{"type":"string","description":"Short description of what this flow does"},"description":{"type":"string","description":"Detailed documentation for this flow"},"value":{"$ref":"#/components/schemas/FlowValue"},"schema":{"type":"object","description":"JSON Schema for flow inputs. Use this to define input parameters, their types, defaults, and validation. For resource inputs, set type to 'object' and format to 'resource-' (e.g., 'resource-stripe')"},"on_behalf_of_email":{"type":"string","description":"The flow will be run with the permissions of the user with this email."}},"required":["summary","value"]},"FlowValue":{"type":"object","description":"The flow structure containing modules and optional preprocessor/failure handlers","properties":{"modules":{"type":"array","description":"Array of steps that execute in sequence. Each step can be a script, subflow, loop, or branch","items":{"$ref":"#/components/schemas/FlowModule"}},"failure_module":{"description":"Special module that executes when the flow fails. Receives error object with message, name, stack, and step_id. Must have id 'failure'. Only supports script/rawscript types","$ref":"#/components/schemas/FlowModule"},"preprocessor_module":{"description":"Special module that runs before the first step on external triggers. Must have id 'preprocessor'. Only supports script/rawscript types. Cannot reference other step results","$ref":"#/components/schemas/FlowModule"},"same_worker":{"type":"boolean","description":"If true, all steps run on the same worker for better performance"},"concurrent_limit":{"type":"number","description":"Maximum number of concurrent executions of this flow"},"concurrency_key":{"type":"string","description":"Expression to group concurrent executions (e.g., by user ID)"},"concurrency_time_window_s":{"type":"number","description":"Time window in seconds for concurrent_limit"},"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce flow executions"},"debounce_key":{"type":"string","description":"Expression to group debounced executions"},"debounce_args_to_accumulate":{"type":"array","description":"Arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds that a job can be debounced"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of times a job can be debounced"},"skip_expr":{"type":"string","description":"JavaScript expression to conditionally skip the entire flow"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for flow results"},"cache_ignore_s3_path":{"type":"boolean"},"flow_env":{"type":"object","description":"Environment variables available to all steps. Values can be strings, JSON values, or special references: '$var:path' (workspace variable) or '$res:path' (resource).","additionalProperties":{}},"priority":{"type":"number","description":"Execution priority (higher numbers run first)"},"early_return":{"type":"string","description":"JavaScript expression to return early from the flow"},"chat_input_enabled":{"type":"boolean","description":"Whether this flow accepts chat-style input"},"notes":{"type":"array","description":"Sticky notes attached to the flow","items":{"$ref":"#/components/schemas/FlowNote"}},"groups":{"type":"array","description":"Semantic groups of modules for organizational purposes","items":{"$ref":"#/components/schemas/FlowGroup"}}},"required":["modules"]},"Retry":{"type":"object","description":"Retry configuration for failed module executions","properties":{"constant":{"type":"object","description":"Retry with constant delay between attempts","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"seconds":{"type":"integer","description":"Seconds to wait between retries"}}},"exponential":{"type":"object","description":"Retry with exponential backoff (delay doubles each time)","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"multiplier":{"type":"integer","description":"Multiplier for exponential backoff"},"seconds":{"type":"integer","minimum":1,"description":"Initial delay in seconds"},"random_factor":{"type":"integer","minimum":0,"maximum":100,"description":"Random jitter percentage (0-100) to avoid thundering herd"}}},"retry_if":{"$ref":"#/components/schemas/RetryIf"}}},"FlowNote":{"type":"object","description":"A sticky note attached to a flow for documentation and annotation","properties":{"id":{"type":"string","description":"Unique identifier for the note"},"text":{"type":"string","description":"Content of the note"},"position":{"type":"object","description":"Position of the note in the flow editor","properties":{"x":{"type":"number","description":"X coordinate"},"y":{"type":"number","description":"Y coordinate"}},"required":["x","y"]},"size":{"type":"object","description":"Size of the note in the flow editor","properties":{"width":{"type":"number","description":"Width in pixels"},"height":{"type":"number","description":"Height in pixels"}},"required":["width","height"]},"color":{"type":"string","description":"Color of the note (e.g., \"yellow\", \"#ffff00\")"},"type":{"type":"string","enum":["free","group"],"description":"Type of note - 'free' for standalone notes, 'group' for notes that group other nodes"},"locked":{"type":"boolean","default":false,"description":"Whether the note is locked and cannot be edited or moved"},"contained_node_ids":{"type":"array","items":{"type":"string"},"description":"For group notes, the IDs of nodes contained within this group"}},"required":["id","text","color","type"]},"FlowGroup":{"type":"object","description":"A semantic group of flow modules for organizational purposes. Does not affect execution — modules remain in their original position in the flow. Groups provide naming and collapsibility in the editor. Members are computed dynamically from all nodes on paths between start_id and end_id.","properties":{"summary":{"type":"string","description":"Display name for this group"},"note":{"type":"string","description":"Markdown note shown below the group header"},"autocollapse":{"type":"boolean","default":false,"description":"If true, this group is collapsed by default in the flow editor. UI hint only."},"start_id":{"type":"string","description":"ID of the first flow module in this group (topological entry point)"},"end_id":{"type":"string","description":"ID of the last flow module in this group (topological exit point)"},"color":{"type":"string","description":"Color for the group in the flow editor"}},"required":["start_id","end_id"]},"RetryIf":{"type":"object","description":"Conditional retry based on error or result","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables"}},"required":["expr"]},"StopAfterIf":{"type":"object","description":"Early termination condition for a module","properties":{"skip_if_stopped":{"type":"boolean","description":"If true, following steps are skipped when this condition triggers"},"expr":{"type":"string","description":"JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"},"error_message":{"type":"string","nullable":true,"description":"Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised."}},"required":["expr"]},"FlowModule":{"type":"object","description":"A single step in a flow. Can be a script, subflow, loop, or branch","properties":{"id":{"type":"string","description":"Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"},"value":{"$ref":"#/components/schemas/FlowModuleValue"},"stop_after_if":{"description":"Early termination condition evaluated after this step completes","$ref":"#/components/schemas/StopAfterIf"},"stop_after_all_iters_if":{"description":"For loops only - early termination condition evaluated after all iterations complete","$ref":"#/components/schemas/StopAfterIf"},"skip_if":{"type":"object","description":"Conditionally skip this step based on previous results or flow inputs","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'"}},"required":["expr"]},"sleep":{"description":"Delay before executing this step (in seconds or as expression)","$ref":"#/components/schemas/InputTransform"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for this step's results"},"cache_ignore_s3_path":{"type":"boolean"},"timeout":{"description":"Maximum execution time in seconds (static value or expression)","$ref":"#/components/schemas/InputTransform"},"delete_after_use":{"type":"boolean","description":"If true, this step's result is deleted after use to save memory"},"summary":{"type":"string","description":"Short description of what this step does"},"mock":{"type":"object","description":"Mock configuration for testing without executing the actual step","properties":{"enabled":{"type":"boolean","description":"If true, return mock value instead of executing"},"return_value":{"description":"Value to return when mocked"}}},"suspend":{"type":"object","description":"Configuration for approval/resume steps that wait for user input","properties":{"required_events":{"type":"integer","description":"Number of approvals required before continuing"},"timeout":{"type":"integer","description":"Timeout in seconds before auto-continuing or canceling"},"resume_form":{"type":"object","description":"Form schema for collecting input when resuming","properties":{"schema":{"type":"object","description":"JSON Schema for the resume form"}}},"user_auth_required":{"type":"boolean","description":"If true, only authenticated users can approve"},"user_groups_required":{"description":"Expression or list of groups that can approve","$ref":"#/components/schemas/InputTransform"},"self_approval_disabled":{"type":"boolean","description":"If true, the user who started the flow cannot approve"},"hide_cancel":{"type":"boolean","description":"If true, hide the cancel button on the approval form"},"continue_on_disapprove_timeout":{"type":"boolean","description":"If true, continue flow on timeout instead of canceling"}}},"priority":{"type":"number","description":"Execution priority for this step (higher numbers run first)"},"continue_on_error":{"type":"boolean","description":"If true, flow continues even if this step fails"},"retry":{"description":"Retry configuration if this step fails","$ref":"#/components/schemas/Retry"},"debouncing":{"description":"Debounce configuration for this step (EE only)","type":"object","properties":{"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce this step's executions across flow runs"},"debounce_key":{"type":"string","description":"Expression to group debounced executions. Supports $workspace and $args[name]. Default: $workspace/flow/-"},"debounce_args_to_accumulate":{"type":"array","description":"Array-type arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds before forced execution"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of debounces before forced execution"}}}},"required":["value","id"]},"InputTransform":{"description":"Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs","oneOf":[{"$ref":"#/components/schemas/StaticTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type"}},"StaticTransform":{"type":"object","description":"Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'","properties":{"value":{"description":"The static value. For resources, use format '$res:path/to/resource'"},"type":{"type":"string","enum":["static"]}},"required":["type"]},"JavascriptTransform":{"type":"object","description":"JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value","properties":{"expr":{"type":"string","description":"JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"},"type":{"type":"string","enum":["javascript"]}},"required":["expr","type"]},"AiTransform":{"type":"object","description":"Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.","properties":{"type":{"type":"string","enum":["ai"]}},"required":["type"]},"AIProviderKind":{"type":"string","description":"Supported AI provider types","enum":["openai","azure_openai","anthropic","mistral","deepseek","googleai","groq","openrouter","togetherai","customai","aws_bedrock"]},"ProviderConfig":{"type":"object","description":"Complete AI provider configuration with resource reference and model selection","properties":{"kind":{"$ref":"#/components/schemas/AIProviderKind"},"resource":{"type":"string","description":"Resource reference in format '$res:{resource_path}' pointing to provider credentials"},"model":{"type":"string","description":"Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')"}},"required":["kind","resource","model"]},"StaticProviderTransform":{"type":"object","description":"Static provider configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/ProviderConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"ProviderTransform":{"description":"Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticProviderTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type"}},"MemoryOff":{"type":"object","description":"No conversation memory/context","properties":{"kind":{"type":"string","enum":["off"]}},"required":["kind"]},"MemoryAuto":{"type":"object","description":"Automatic context management","properties":{"kind":{"type":"string","enum":["auto"]},"context_length":{"type":"integer","description":"Maximum number of messages to retain in context"},"memory_id":{"type":"string","description":"Identifier for persistent memory across agent invocations"}},"required":["kind"]},"MemoryMessage":{"type":"object","description":"A single message in conversation history","properties":{"role":{"type":"string","enum":["user","assistant","system"]},"content":{"type":"string"}},"required":["role","content"]},"MemoryManual":{"type":"object","description":"Explicit message history","properties":{"kind":{"type":"string","enum":["manual"]},"messages":{"type":"array","items":{"$ref":"#/components/schemas/MemoryMessage"}}},"required":["kind","messages"]},"MemoryConfig":{"description":"Conversation memory configuration","oneOf":[{"$ref":"#/components/schemas/MemoryOff"},{"$ref":"#/components/schemas/MemoryAuto"},{"$ref":"#/components/schemas/MemoryManual"}],"discriminator":{"propertyName":"kind"}},"StaticMemoryTransform":{"type":"object","description":"Static memory configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/MemoryConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"MemoryTransform":{"description":"Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticMemoryTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type"}},"FlowModuleValue":{"description":"The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type","oneOf":[{"$ref":"#/components/schemas/RawScript"},{"$ref":"#/components/schemas/PathScript"},{"$ref":"#/components/schemas/PathFlow"},{"$ref":"#/components/schemas/ForloopFlow"},{"$ref":"#/components/schemas/WhileloopFlow"},{"$ref":"#/components/schemas/BranchOne"},{"$ref":"#/components/schemas/BranchAll"},{"$ref":"#/components/schemas/Identity"},{"$ref":"#/components/schemas/AiAgent"}],"discriminator":{"propertyName":"type"}},"RawScript":{"type":"object","description":"Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). 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Use this when calling a previously saved script instead of writing inline code","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the script in the workspace (e.g., 'f/scripts/send_email')"},"hash":{"type":"string","description":"Optional specific version hash of the script to use"},"type":{"type":"string","enum":["script"]},"tag_override":{"type":"string","description":"Override the script's default worker group tag"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"}},"required":["type","path","input_transforms"]},"PathFlow":{"type":"object","description":"Reference to an existing flow by path. Use this to call another flow as a subflow","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the flow in the workspace (e.g., 'f/flows/process_user')"},"type":{"type":"string","enum":["flow"]}},"required":["type","path","input_transforms"]},"ForloopFlow":{"type":"object","description":"Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations","properties":{"modules":{"type":"array","description":"Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'","items":{"$ref":"#/components/schemas/FlowModule"}},"iterator":{"description":"JavaScript expression that returns an array to iterate over. Can reference 'results.step_id' or 'flow_input'","$ref":"#/components/schemas/InputTransform"},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["forloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true. Limits resource usage. Can be static number or expression","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","iterator","skip_failures","type"]},"WhileloopFlow":{"type":"object","description":"Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination","properties":{"modules":{"type":"array","description":"Steps to execute in each iteration. Use stop_after_if to control when the loop ends","items":{"$ref":"#/components/schemas/FlowModule"}},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["whileloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (use with caution in while loops)"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","skip_failures","type"]},"BranchOne":{"type":"object","description":"Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes","properties":{"branches":{"type":"array","description":"Array of branches to evaluate in order. The first branch with expr evaluating to true executes","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch condition"},"expr":{"type":"string","description":"JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins"},"modules":{"type":"array","description":"Steps to execute if this branch's expr is true","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules","expr"]}},"default":{"type":"array","description":"Steps to execute if no branch expressions match","items":{"$ref":"#/components/schemas/FlowModule"}},"type":{"type":"string","enum":["branchone"]}},"required":["branches","default","type"]},"BranchAll":{"type":"object","description":"Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently","properties":{"branches":{"type":"array","description":"Array of branches that all execute (either in parallel or sequentially)","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch's purpose"},"skip_failure":{"type":"boolean","description":"If true, failure in this branch doesn't fail the entire flow"},"modules":{"type":"array","description":"Steps to execute in this branch","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules"]}},"type":{"type":"string","enum":["branchall"]},"parallel":{"type":"boolean","description":"If true, all branches execute concurrently. If false, they execute sequentially"}},"required":["branches","type"]},"AgentTool":{"type":"object","description":"A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool","properties":{"id":{"type":"string","description":"Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"},"summary":{"type":"string","description":"Short description of what this tool does (shown to the AI)"},"value":{"$ref":"#/components/schemas/ToolValue"}},"required":["id","value"]},"ToolValue":{"description":"The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference","oneOf":[{"$ref":"#/components/schemas/FlowModuleTool"},{"$ref":"#/components/schemas/McpToolValue"},{"$ref":"#/components/schemas/WebsearchToolValue"}]},"FlowModuleTool":{"description":"A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module","allOf":[{"type":"object","properties":{"tool_type":{"type":"string","enum":["flowmodule"]}},"required":["tool_type"]},{"$ref":"#/components/schemas/FlowModuleValue"}]},"WebsearchToolValue":{"type":"object","description":"A tool implemented as a websearch tool. The AI can call this like any other websearch tool","properties":{"tool_type":{"type":"string","enum":["websearch"]}},"required":["tool_type"]},"McpToolValue":{"type":"object","description":"Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers","properties":{"tool_type":{"type":"string","enum":["mcp"]},"resource_path":{"type":"string","description":"Path to the MCP resource/server configuration"},"include_tools":{"type":"array","description":"Whitelist of specific tools to include from this MCP server","items":{"type":"string"}},"exclude_tools":{"type":"array","description":"Blacklist of tools to exclude from this MCP server","items":{"type":"string"}}},"required":["tool_type","resource_path"]},"AiAgent":{"type":"object","description":"AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task","properties":{"input_transforms":{"type":"object","description":"Input parameters for the AI agent mapped to their values","properties":{"provider":{"$ref":"#/components/schemas/ProviderTransform"},"output_type":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Output format type.\nValid values: 'text' (default) - plain text response, 'image' - image generation\n"},"user_message":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax."},"system_prompt":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"System instructions that guide the AI's behavior, persona, and response style. Optional."},"streaming":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Boolean. If true, stream the AI response incrementally.\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\n"},"memory":{"$ref":"#/components/schemas/MemoryTransform"},"output_schema":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\n"},"user_attachments":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Array of file references (images or PDFs) for the AI agent.\nFormat: Array<{ bucket: string, key: string }> - S3 object references\nExample: [{ bucket: 'my-bucket', key: 'documents/report.pdf' }]\n"},"max_completion_tokens":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Integer. Maximum number of tokens the AI will generate in its response.\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\n"},"temperature":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Float. Controls randomness/creativity of responses.\nRange: 0.0 to 2.0 (provider-dependent)\n- 0.0 = deterministic, focused responses\n- 0.7 = balanced (common default)\n- 1.0+ = more creative/random\n"}},"required":["provider","user_message","output_type"]},"tools":{"type":"array","description":"Array of tools the agent can use. The agent decides which tools to call based on the task","items":{"$ref":"#/components/schemas/AgentTool"}},"type":{"type":"string","enum":["aiagent"]},"parallel":{"type":"boolean","description":"If true, the agent can execute multiple tool calls in parallel"}},"required":["tools","type","input_transforms"]},"Identity":{"type":"object","description":"Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder","properties":{"type":{"type":"string","enum":["identity"]},"flow":{"type":"boolean","description":"If true, marks this as a flow identity (special handling)"}},"required":["type"]},"FlowStatus":{"type":"object","properties":{"step":{"type":"integer"},"modules":{"type":"array","items":{"$ref":"#/components/schemas/FlowStatusModule"}},"user_states":{"additionalProperties":true},"preprocessor_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"}]},"failure_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"},{"type":"object","properties":{"parent_module":{"type":"string"}}}]},"retry":{"type":"object","properties":{"fail_count":{"type":"integer"},"failed_jobs":{"type":"array","items":{"type":"string","format":"uuid"}}}}},"required":["step","modules","failure_module"]},"FlowStatusModule":{"type":"object","properties":{"type":{"type":"string","enum":["WaitingForPriorSteps","WaitingForEvents","WaitingForExecutor","InProgress","Success","Failure"]},"id":{"type":"string"},"job":{"type":"string","format":"uuid"},"count":{"type":"integer"},"progress":{"type":"integer"},"iterator":{"type":"object","properties":{"index":{"type":"integer"},"itered":{"type":"array","items":{}},"itered_len":{"type":"integer"},"args":{}}},"flow_jobs":{"type":"array","items":{"type":"string"}},"flow_jobs_success":{"type":"array","items":{"type":"boolean"}},"flow_jobs_duration":{"type":"object","properties":{"started_at":{"type":"array","items":{"type":"string"}},"duration_ms":{"type":"array","items":{"type":"integer"}}}},"branch_chosen":{"type":"object","properties":{"type":{"type":"string","enum":["branch","default"]},"branch":{"type":"integer"}},"required":["type"]},"branchall":{"type":"object","properties":{"branch":{"type":"integer"},"len":{"type":"integer"}},"required":["branch","len"]},"approvers":{"type":"array","items":{"type":"object","properties":{"resume_id":{"type":"integer"},"approver":{"type":"string"}},"required":["resume_id","approver"]}},"failed_retries":{"type":"array","items":{"type":"string","format":"uuid"}},"skipped":{"type":"boolean"},"agent_actions":{"type":"array","items":{"type":"object","oneOf":[{"type":"object","properties":{"job_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"type":{"type":"string","enum":["tool_call"]},"module_id":{"type":"string"}},"required":["job_id","function_name","type","module_id"]},{"type":"object","properties":{"call_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"resource_path":{"type":"string"},"type":{"type":"string","enum":["mcp_tool_call"]},"arguments":{"type":"object"}},"required":["call_id","function_name","resource_path","type"]},{"type":"object","properties":{"type":{"type":"string","enum":["web_search"]}},"required":["type"]},{"type":"object","properties":{"type":{"type":"string","enum":["message"]}},"required":["content","type"]}]}},"agent_actions_success":{"type":"array","items":{"type":"boolean"}}},"required":["type"]}}}} \ No newline at end of file diff --git a/frontend/src/lib/components/copilot/chat/flow/openFlowZod.ts b/frontend/src/lib/components/copilot/chat/flow/openFlowZod.ts index 9782c77d41..b7a7cc13f6 100644 --- a/frontend/src/lib/components/copilot/chat/flow/openFlowZod.ts +++ b/frontend/src/lib/components/copilot/chat/flow/openFlowZod.ts @@ -1,6 +1,6 @@ import { z } from "zod" -export const flowModuleValueSchema = z.discriminatedUnion("type", [z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments"), "content": z.string().describe("The script source code. Should export a 'main' function"), "language": z.enum(["deno","bun","python3","go","bash","powershell","postgresql","mysql","bigquery","snowflake","mssql","oracledb","graphql","nativets","php"]).describe("Programming language for this script"), "path": z.string().describe("Optional path for saving this script").optional(), "lock": z.string().describe("Lock file content for dependencies").optional(), "type": z.literal("rawscript"), "tag": z.string().describe("Worker group tag for execution routing").optional(), "concurrent_limit": z.number().describe("Maximum concurrent executions of this script").optional(), "concurrency_time_window_s": z.number().describe("Time window for concurrent_limit").optional(), "custom_concurrency_key": z.string().describe("Custom key for grouping concurrent executions").optional(), "is_trigger": z.boolean().describe("If true, this script is a trigger that can start the flow").optional(), "assets": z.array(z.object({ "path": z.string().describe("Path to the asset"), "kind": z.enum(["s3object","resource","ducklake","datatable"]).describe("Type of asset"), "access_type": z.enum(["r","w","rw"]).describe("Access level for this asset").optional(), "alt_access_type": z.enum(["r","w","rw"]).describe("Alternative access level").optional() })).describe("External resources this script accesses (S3 objects, resources, etc.)").optional() }).describe("Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms"), z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments"), "path": z.string().describe("Path to the script in the workspace (e.g., 'f/scripts/send_email')"), "hash": z.string().describe("Optional specific version hash of the script to use").optional(), "type": z.literal("script"), "tag_override": z.string().describe("Override the script's default worker group tag").optional(), "is_trigger": z.boolean().describe("If true, this script is a trigger that can start the flow").optional() }).describe("Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code"), z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments"), "path": z.string().describe("Path to the flow in the workspace (e.g., 'f/flows/process_user')"), "type": z.literal("flow") }).describe("Reference to an existing flow by path. Use this to call another flow as a subflow"), z.object({ "modules": z.array(z.object({ "id": z.string().describe("Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"), "value": z.lazy(() => flowModuleValueSchema), "stop_after_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().describe("Custom error message shown when stopping").optional() }).describe("Early termination condition for a module").optional(), "stop_after_all_iters_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().describe("Custom error message shown when stopping").optional() }).describe("Early termination condition for a module").optional(), "skip_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'") }).describe("Conditionally skip this step based on previous results or flow inputs").optional(), "sleep": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "cache_ttl": z.number().describe("Cache duration in seconds for this step's results").optional(), "cache_ignore_s3_path": z.boolean().optional(), "timeout": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "delete_after_use": z.boolean().describe("If true, this step's result is deleted after use to save memory").optional(), "summary": z.string().describe("Short description of what this step does").optional(), "mock": z.object({ "enabled": z.boolean().describe("If true, return mock value instead of executing").optional(), "return_value": z.any().describe("Value to return when mocked").optional() }).describe("Mock configuration for testing without executing the actual step").optional(), "suspend": z.object({ "required_events": z.number().int().describe("Number of approvals required before continuing").optional(), "timeout": z.number().int().describe("Timeout in seconds before auto-continuing or canceling").optional(), "resume_form": z.object({ "schema": z.record(z.string(), z.any()).describe("JSON Schema for the resume form").optional() }).describe("Form schema for collecting input when resuming").optional(), "user_auth_required": z.boolean().describe("If true, only authenticated users can approve").optional(), "user_groups_required": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "self_approval_disabled": z.boolean().describe("If true, the user who started the flow cannot approve").optional(), "hide_cancel": z.boolean().describe("If true, hide the cancel button on the approval form").optional(), "continue_on_disapprove_timeout": z.boolean().describe("If true, continue flow on timeout instead of canceling").optional() }).describe("Configuration for approval/resume steps that wait for user input").optional(), "priority": z.number().describe("Execution priority for this step (higher numbers run first)").optional(), "continue_on_error": z.boolean().describe("If true, flow continues even if this step fails").optional(), "retry": z.object({ "constant": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "seconds": z.number().int().describe("Seconds to wait between retries").optional() }).describe("Retry with constant delay between attempts").optional(), "exponential": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "multiplier": z.number().int().describe("Multiplier for exponential backoff").optional(), "seconds": z.number().int().gte(1).describe("Initial delay in seconds").optional(), "random_factor": z.number().int().gte(0).lte(100).describe("Random jitter percentage (0-100) to avoid thundering herd").optional() }).describe("Retry with exponential backoff (delay doubles each time)").optional(), "retry_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables") }).describe("Conditional retry based on error or result").optional() }).describe("Retry configuration for failed module executions").optional() }).describe("A single step in a flow. Can be a script, subflow, loop, or branch")).describe("Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'"), "iterator": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs"), "skip_failures": z.boolean().describe("If true, iteration failures don't stop the loop. Failed iterations return null"), "type": z.literal("forloopflow"), "parallel": z.boolean().describe("If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency").optional(), "parallelism": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "squash": z.boolean().optional() }).describe("Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations"), z.object({ "modules": z.array(z.object({ "id": z.string().describe("Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"), "value": z.lazy(() => flowModuleValueSchema), "stop_after_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().describe("Custom error message shown when stopping").optional() }).describe("Early termination condition for a module").optional(), "stop_after_all_iters_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().describe("Custom error message shown when stopping").optional() }).describe("Early termination condition for a module").optional(), "skip_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'") }).describe("Conditionally skip this step based on previous results or flow inputs").optional(), "sleep": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "cache_ttl": z.number().describe("Cache duration in seconds for this step's results").optional(), "cache_ignore_s3_path": z.boolean().optional(), "timeout": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "delete_after_use": z.boolean().describe("If true, this step's result is deleted after use to save memory").optional(), "summary": z.string().describe("Short description of what this step does").optional(), "mock": z.object({ "enabled": z.boolean().describe("If true, return mock value instead of executing").optional(), "return_value": z.any().describe("Value to return when mocked").optional() }).describe("Mock configuration for testing without executing the actual step").optional(), "suspend": z.object({ "required_events": z.number().int().describe("Number of approvals required before continuing").optional(), "timeout": z.number().int().describe("Timeout in seconds before auto-continuing or canceling").optional(), "resume_form": z.object({ "schema": z.record(z.string(), z.any()).describe("JSON Schema for the resume form").optional() }).describe("Form schema for collecting input when resuming").optional(), "user_auth_required": z.boolean().describe("If true, only authenticated users can approve").optional(), "user_groups_required": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "self_approval_disabled": z.boolean().describe("If true, the user who started the flow cannot approve").optional(), "hide_cancel": z.boolean().describe("If true, hide the cancel button on the approval form").optional(), "continue_on_disapprove_timeout": z.boolean().describe("If true, continue flow on timeout instead of canceling").optional() }).describe("Configuration for approval/resume steps that wait for user input").optional(), "priority": z.number().describe("Execution priority for this step (higher numbers run first)").optional(), "continue_on_error": z.boolean().describe("If true, flow continues even if this step fails").optional(), "retry": z.object({ "constant": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "seconds": z.number().int().describe("Seconds to wait between retries").optional() }).describe("Retry with constant delay between attempts").optional(), "exponential": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "multiplier": z.number().int().describe("Multiplier for exponential backoff").optional(), "seconds": z.number().int().gte(1).describe("Initial delay in seconds").optional(), "random_factor": z.number().int().gte(0).lte(100).describe("Random jitter percentage (0-100) to avoid thundering herd").optional() }).describe("Retry with exponential backoff (delay doubles each time)").optional(), "retry_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables") }).describe("Conditional retry based on error or result").optional() }).describe("Retry configuration for failed module executions").optional() }).describe("A single step in a flow. Can be a script, subflow, loop, or branch")).describe("Steps to execute in each iteration. Use stop_after_if to control when the loop ends"), "skip_failures": z.boolean().describe("If true, iteration failures don't stop the loop. Failed iterations return null"), "type": z.literal("whileloopflow"), "parallel": z.boolean().describe("If true, iterations run concurrently (use with caution in while loops)").optional(), "parallelism": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "squash": z.boolean().optional() }).describe("Executes nested modules repeatedly while a condition is true. 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Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Boolean. If true, stream the AI response incrementally.\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\n").optional(), "memory": z.discriminatedUnion("type", [z.object({ "value": z.discriminatedUnion("kind", [z.object({ "kind": z.literal("off") }).describe("No conversation memory/context"), z.object({ "kind": z.literal("auto"), "context_length": z.number().int().describe("Maximum number of messages to retain in context").optional(), "memory_id": z.string().describe("Identifier for persistent memory across agent invocations").optional() }).describe("Automatic context management"), z.object({ "kind": z.literal("manual"), "messages": z.array(z.object({ "role": z.enum(["user","assistant","system"]), "content": z.string() }).describe("A single message in conversation history")) }).describe("Explicit message history")]).describe("Conversation memory configuration"), "type": z.literal("static") }).describe("Static memory configuration passed directly to the AI agent"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined").optional(), "output_schema": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\n").optional(), "user_images": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Array of image references for vision-capable models.\nFormat: Array<{ bucket: string, key: string }> - S3 object references\nExample: [{ bucket: 'my-bucket', key: 'images/photo.jpg' }]\n").optional(), "max_completion_tokens": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Integer. Maximum number of tokens the AI will generate in its response.\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\n").optional(), "temperature": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Float. Controls randomness/creativity of responses.\nRange: 0.0 to 2.0 (provider-dependent)\n- 0.0 = deterministic, focused responses\n- 0.7 = balanced (common default)\n- 1.0+ = more creative/random\n").optional() }).describe("Input parameters for the AI agent mapped to their values"), "tools": z.array(z.object({ "id": z.string().describe("Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"), "summary": z.string().describe("Short description of what this tool does (shown to the AI)").optional(), "value": z.any().superRefine((x, ctx) => { +export const flowModuleValueSchema = z.discriminatedUnion("type", [z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments"), "content": z.string().describe("The script source code. Should export a 'main' function"), "language": z.enum(["deno","bun","python3","go","bash","powershell","postgresql","mysql","bigquery","snowflake","mssql","oracledb","graphql","nativets","php","rust","ansible","csharp","nu","java","ruby","duckdb"]).describe("Programming language for this script"), "path": z.string().describe("Optional path for saving this script").optional(), "lock": z.string().describe("Lock file content for dependencies").optional(), "type": z.literal("rawscript"), "tag": z.string().describe("Worker group tag for execution routing").optional(), "concurrent_limit": z.number().describe("Maximum concurrent executions of this script").optional(), "concurrency_time_window_s": z.number().describe("Time window for concurrent_limit").optional(), "custom_concurrency_key": z.string().describe("Custom key for grouping concurrent executions").optional(), "is_trigger": z.boolean().describe("If true, this script is a trigger that can start the flow").optional(), "assets": z.array(z.object({ "path": z.string().describe("Path to the asset"), "kind": z.enum(["s3object","resource","ducklake","datatable","volume"]).describe("Type of asset"), "access_type": z.union([z.literal("r"), z.literal("w"), z.literal("rw"), z.literal(null)]).nullable().describe("Access level for this asset").optional(), "alt_access_type": z.union([z.literal("r"), z.literal("w"), z.literal("rw"), z.literal(null)]).nullable().describe("Alternative access level").optional() })).describe("External resources this script accesses (S3 objects, resources, etc.)").optional() }).describe("Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms"), z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments"), "path": z.string().describe("Path to the script in the workspace (e.g., 'f/scripts/send_email')"), "hash": z.string().describe("Optional specific version hash of the script to use").optional(), "type": z.literal("script"), "tag_override": z.string().describe("Override the script's default worker group tag").optional(), "is_trigger": z.boolean().describe("If true, this script is a trigger that can start the flow").optional() }).describe("Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code"), z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments"), "path": z.string().describe("Path to the flow in the workspace (e.g., 'f/flows/process_user')"), "type": z.literal("flow") }).describe("Reference to an existing flow by path. Use this to call another flow as a subflow"), z.object({ "modules": z.array(z.object({ "id": z.string().describe("Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"), "value": z.lazy(() => flowModuleValueSchema), "stop_after_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().nullable().describe("Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised.").optional() }).describe("Early termination condition for a module").optional(), "stop_after_all_iters_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().nullable().describe("Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised.").optional() }).describe("Early termination condition for a module").optional(), "skip_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'") }).describe("Conditionally skip this step based on previous results or flow inputs").optional(), "sleep": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "cache_ttl": z.number().describe("Cache duration in seconds for this step's results").optional(), "cache_ignore_s3_path": z.boolean().optional(), "timeout": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "delete_after_use": z.boolean().describe("If true, this step's result is deleted after use to save memory").optional(), "summary": z.string().describe("Short description of what this step does").optional(), "mock": z.object({ "enabled": z.boolean().describe("If true, return mock value instead of executing").optional(), "return_value": z.any().describe("Value to return when mocked").optional() }).describe("Mock configuration for testing without executing the actual step").optional(), "suspend": z.object({ "required_events": z.number().int().describe("Number of approvals required before continuing").optional(), "timeout": z.number().int().describe("Timeout in seconds before auto-continuing or canceling").optional(), "resume_form": z.object({ "schema": z.record(z.string(), z.any()).describe("JSON Schema for the resume form").optional() }).describe("Form schema for collecting input when resuming").optional(), "user_auth_required": z.boolean().describe("If true, only authenticated users can approve").optional(), "user_groups_required": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "self_approval_disabled": z.boolean().describe("If true, the user who started the flow cannot approve").optional(), "hide_cancel": z.boolean().describe("If true, hide the cancel button on the approval form").optional(), "continue_on_disapprove_timeout": z.boolean().describe("If true, continue flow on timeout instead of canceling").optional() }).describe("Configuration for approval/resume steps that wait for user input").optional(), "priority": z.number().describe("Execution priority for this step (higher numbers run first)").optional(), "continue_on_error": z.boolean().describe("If true, flow continues even if this step fails").optional(), "retry": z.object({ "constant": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "seconds": z.number().int().describe("Seconds to wait between retries").optional() }).describe("Retry with constant delay between attempts").optional(), "exponential": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "multiplier": z.number().int().describe("Multiplier for exponential backoff").optional(), "seconds": z.number().int().gte(1).describe("Initial delay in seconds").optional(), "random_factor": z.number().int().gte(0).lte(100).describe("Random jitter percentage (0-100) to avoid thundering herd").optional() }).describe("Retry with exponential backoff (delay doubles each time)").optional(), "retry_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables") }).describe("Conditional retry based on error or result").optional() }).describe("Retry configuration for failed module executions").optional(), "debouncing": z.object({ "debounce_delay_s": z.number().int().describe("Delay in seconds to debounce this step's executions across flow runs").optional(), "debounce_key": z.string().describe("Expression to group debounced executions. Supports $workspace and $args[name]. Default: $workspace/flow/-").optional(), "debounce_args_to_accumulate": z.array(z.string()).describe("Array-type arguments to accumulate across debounced executions").optional(), "max_total_debouncing_time": z.number().int().describe("Maximum total time in seconds before forced execution").optional(), "max_total_debounces_amount": z.number().int().describe("Maximum number of debounces before forced execution").optional() }).describe("Debounce configuration for this step (EE only)").optional() }).describe("A single step in a flow. Can be a script, subflow, loop, or branch")).describe("Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'"), "iterator": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs"), "skip_failures": z.boolean().describe("If true, iteration failures don't stop the loop. Failed iterations return null"), "type": z.literal("forloopflow"), "parallel": z.boolean().describe("If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency").optional(), "parallelism": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "squash": z.boolean().optional() }).describe("Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations"), z.object({ "modules": z.array(z.object({ "id": z.string().describe("Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"), "value": z.lazy(() => flowModuleValueSchema), "stop_after_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().nullable().describe("Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised.").optional() }).describe("Early termination condition for a module").optional(), "stop_after_all_iters_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().nullable().describe("Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised.").optional() }).describe("Early termination condition for a module").optional(), "skip_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'") }).describe("Conditionally skip this step based on previous results or flow inputs").optional(), "sleep": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "cache_ttl": z.number().describe("Cache duration in seconds for this step's results").optional(), "cache_ignore_s3_path": z.boolean().optional(), "timeout": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "delete_after_use": z.boolean().describe("If true, this step's result is deleted after use to save memory").optional(), "summary": z.string().describe("Short description of what this step does").optional(), "mock": z.object({ "enabled": z.boolean().describe("If true, return mock value instead of executing").optional(), "return_value": z.any().describe("Value to return when mocked").optional() }).describe("Mock configuration for testing without executing the actual step").optional(), "suspend": z.object({ "required_events": z.number().int().describe("Number of approvals required before continuing").optional(), "timeout": z.number().int().describe("Timeout in seconds before auto-continuing or canceling").optional(), "resume_form": z.object({ "schema": z.record(z.string(), z.any()).describe("JSON Schema for the resume form").optional() }).describe("Form schema for collecting input when resuming").optional(), "user_auth_required": z.boolean().describe("If true, only authenticated users can approve").optional(), "user_groups_required": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. 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For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "self_approval_disabled": z.boolean().describe("If true, the user who started the flow cannot approve").optional(), "hide_cancel": z.boolean().describe("If true, hide the cancel button on the approval form").optional(), "continue_on_disapprove_timeout": z.boolean().describe("If true, continue flow on timeout instead of canceling").optional() }).describe("Configuration for approval/resume steps that wait for user input").optional(), "priority": z.number().describe("Execution priority for this step (higher numbers run first)").optional(), "continue_on_error": z.boolean().describe("If true, flow continues even if this step fails").optional(), "retry": z.object({ "constant": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "seconds": z.number().int().describe("Seconds to wait between retries").optional() }).describe("Retry with constant delay between attempts").optional(), "exponential": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "multiplier": z.number().int().describe("Multiplier for exponential backoff").optional(), "seconds": z.number().int().gte(1).describe("Initial delay in seconds").optional(), "random_factor": z.number().int().gte(0).lte(100).describe("Random jitter percentage (0-100) to avoid thundering herd").optional() }).describe("Retry with exponential backoff (delay doubles each time)").optional(), "retry_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables") }).describe("Conditional retry based on error or result").optional() }).describe("Retry configuration for failed module executions").optional(), "debouncing": z.object({ "debounce_delay_s": z.number().int().describe("Delay in seconds to debounce this step's executions across flow runs").optional(), "debounce_key": z.string().describe("Expression to group debounced executions. Supports $workspace and $args[name]. Default: $workspace/flow/-").optional(), "debounce_args_to_accumulate": z.array(z.string()).describe("Array-type arguments to accumulate across debounced executions").optional(), "max_total_debouncing_time": z.number().int().describe("Maximum total time in seconds before forced execution").optional(), "max_total_debounces_amount": z.number().int().describe("Maximum number of debounces before forced execution").optional() }).describe("Debounce configuration for this step (EE only)").optional() }).describe("A single step in a flow. Can be a script, subflow, loop, or branch")).describe("Steps to execute in this branch") })).describe("Array of branches that all execute (either in parallel or sequentially)"), "type": z.literal("branchall"), "parallel": z.boolean().describe("If true, all branches execute concurrently. If false, they execute sequentially").optional() }).describe("Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently"), z.object({ "type": z.literal("identity"), "flow": z.boolean().describe("If true, marks this as a flow identity (special handling)").optional() }).describe("Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder"), z.object({ "input_transforms": z.object({ "provider": z.discriminatedUnion("type", [z.object({ "value": z.object({ "kind": z.enum(["openai","azure_openai","anthropic","mistral","deepseek","googleai","groq","openrouter","togetherai","customai","aws_bedrock"]).describe("Supported AI provider types"), "resource": z.string().describe("Resource reference in format '$res:{resource_path}' pointing to provider credentials"), "model": z.string().describe("Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')") }).describe("Complete AI provider configuration with resource reference and model selection"), "type": z.literal("static") }).describe("Static provider configuration passed directly to the AI agent"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined"), "output_type": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Output format type.\nValid values: 'text' (default) - plain text response, 'image' - image generation\n"), "user_message": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax."), "system_prompt": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("System instructions that guide the AI's behavior, persona, and response style. Optional.").optional(), "streaming": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Boolean. If true, stream the AI response incrementally.\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\n").optional(), "memory": z.discriminatedUnion("type", [z.object({ "value": z.discriminatedUnion("kind", [z.object({ "kind": z.literal("off") }).describe("No conversation memory/context"), z.object({ "kind": z.literal("auto"), "context_length": z.number().int().describe("Maximum number of messages to retain in context").optional(), "memory_id": z.string().describe("Identifier for persistent memory across agent invocations").optional() }).describe("Automatic context management"), z.object({ "kind": z.literal("manual"), "messages": z.array(z.object({ "role": z.enum(["user","assistant","system"]), "content": z.string() }).describe("A single message in conversation history")) }).describe("Explicit message history")]).describe("Conversation memory configuration"), "type": z.literal("static") }).describe("Static memory configuration passed directly to the AI agent"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined").optional(), "output_schema": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\n").optional(), "user_attachments": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Array of file references (images or PDFs) for the AI agent.\nFormat: Array<{ bucket: string, key: string }> - S3 object references\nExample: [{ bucket: 'my-bucket', key: 'documents/report.pdf' }]\n").optional(), "max_completion_tokens": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Integer. Maximum number of tokens the AI will generate in its response.\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\n").optional(), "temperature": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Float. Controls randomness/creativity of responses.\nRange: 0.0 to 2.0 (provider-dependent)\n- 0.0 = deterministic, focused responses\n- 0.7 = balanced (common default)\n- 1.0+ = more creative/random\n").optional() }).describe("Input parameters for the AI agent mapped to their values"), "tools": z.array(z.object({ "id": z.string().describe("Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"), "summary": z.string().describe("Short description of what this tool does (shown to the AI)").optional(), "value": z.any().superRefine((x, ctx) => { const schemas = [z.intersection(z.object({ "tool_type": z.literal("flowmodule") }), z.lazy(() => flowModuleValueSchema)).describe("A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module"), z.object({ "tool_type": z.literal("mcp"), "resource_path": z.string().describe("Path to the MCP resource/server configuration"), "include_tools": z.array(z.string()).describe("Whitelist of specific tools to include from this MCP server").optional(), "exclude_tools": z.array(z.string()).describe("Blacklist of tools to exclude from this MCP server").optional() }).describe("Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers"), z.object({ "tool_type": z.literal("websearch") }).describe("A tool implemented as a websearch tool. The AI can call this like any other websearch tool")]; const errors = schemas.reduce( (errors, schema) => @@ -20,7 +20,7 @@ export const flowModuleValueSchema = z.discriminatedUnion("type", [z.object({ "i }).describe("The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference") }).describe("A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool")).describe("Array of tools the agent can use. The agent decides which tools to call based on the task"), "type": z.literal("aiagent"), "parallel": z.boolean().describe("If true, the agent can execute multiple tool calls in parallel").optional() }).describe("AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task")]).describe("The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type") -export const flowModuleSchema = z.object({ "id": z.string().describe("Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"), "value": z.discriminatedUnion("type", [z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments"), "content": z.string().describe("The script source code. Should export a 'main' function"), "language": z.enum(["deno","bun","python3","go","bash","powershell","postgresql","mysql","bigquery","snowflake","mssql","oracledb","graphql","nativets","php"]).describe("Programming language for this script"), "path": z.string().describe("Optional path for saving this script").optional(), "lock": z.string().describe("Lock file content for dependencies").optional(), "type": z.literal("rawscript"), "tag": z.string().describe("Worker group tag for execution routing").optional(), "concurrent_limit": z.number().describe("Maximum concurrent executions of this script").optional(), "concurrency_time_window_s": z.number().describe("Time window for concurrent_limit").optional(), "custom_concurrency_key": z.string().describe("Custom key for grouping concurrent executions").optional(), "is_trigger": z.boolean().describe("If true, this script is a trigger that can start the flow").optional(), "assets": z.array(z.object({ "path": z.string().describe("Path to the asset"), "kind": z.enum(["s3object","resource","ducklake","datatable"]).describe("Type of asset"), "access_type": z.enum(["r","w","rw"]).describe("Access level for this asset").optional(), "alt_access_type": z.enum(["r","w","rw"]).describe("Alternative access level").optional() })).describe("External resources this script accesses (S3 objects, resources, etc.)").optional() }).describe("Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms"), z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments"), "path": z.string().describe("Path to the script in the workspace (e.g., 'f/scripts/send_email')"), "hash": z.string().describe("Optional specific version hash of the script to use").optional(), "type": z.literal("script"), "tag_override": z.string().describe("Override the script's default worker group tag").optional(), "is_trigger": z.boolean().describe("If true, this script is a trigger that can start the flow").optional() }).describe("Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code"), z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments"), "path": z.string().describe("Path to the flow in the workspace (e.g., 'f/flows/process_user')"), "type": z.literal("flow") }).describe("Reference to an existing flow by path. Use this to call another flow as a subflow"), z.object({ "modules": z.array(z.lazy(() => flowModuleSchema)).describe("Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'"), "iterator": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs"), "skip_failures": z.boolean().describe("If true, iteration failures don't stop the loop. Failed iterations return null"), "type": z.literal("forloopflow"), "parallel": z.boolean().describe("If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency").optional(), "parallelism": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "squash": z.boolean().optional() }).describe("Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations"), z.object({ "modules": z.array(z.lazy(() => flowModuleSchema)).describe("Steps to execute in each iteration. Use stop_after_if to control when the loop ends"), "skip_failures": z.boolean().describe("If true, iteration failures don't stop the loop. Failed iterations return null"), "type": z.literal("whileloopflow"), "parallel": z.boolean().describe("If true, iterations run concurrently (use with caution in while loops)").optional(), "parallelism": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "squash": z.boolean().optional() }).describe("Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination"), z.object({ "branches": z.array(z.object({ "summary": z.string().describe("Short description of this branch condition").optional(), "expr": z.string().describe("JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins"), "modules": z.array(z.lazy(() => flowModuleSchema)).describe("Steps to execute if this branch's expr is true") })).describe("Array of branches to evaluate in order. The first branch with expr evaluating to true executes"), "default": z.array(z.lazy(() => flowModuleSchema)).describe("Steps to execute if no branch expressions match"), "type": z.literal("branchone") }).describe("Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes"), z.object({ "branches": z.array(z.object({ "summary": z.string().describe("Short description of this branch's purpose").optional(), "skip_failure": z.boolean().describe("If true, failure in this branch doesn't fail the entire flow").optional(), "modules": z.array(z.lazy(() => flowModuleSchema)).describe("Steps to execute in this branch") })).describe("Array of branches that all execute (either in parallel or sequentially)"), "type": z.literal("branchall"), "parallel": z.boolean().describe("If true, all branches execute concurrently. If false, they execute sequentially").optional() }).describe("Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently"), z.object({ "type": z.literal("identity"), "flow": z.boolean().describe("If true, marks this as a flow identity (special handling)").optional() }).describe("Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder"), z.object({ "input_transforms": z.object({ "provider": z.discriminatedUnion("type", [z.object({ "value": z.object({ "kind": z.enum(["openai","azure_openai","anthropic","mistral","deepseek","googleai","groq","openrouter","togetherai","customai","aws_bedrock"]).describe("Supported AI provider types"), "resource": z.string().describe("Resource reference in format '$res:{resource_path}' pointing to provider credentials"), "model": z.string().describe("Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')") }).describe("Complete AI provider configuration with resource reference and model selection"), "type": z.literal("static") }).describe("Static provider configuration passed directly to the AI agent"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined"), "output_type": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Output format type.\nValid values: 'text' (default) - plain text response, 'image' - image generation\n"), "user_message": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax."), "system_prompt": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("System instructions that guide the AI's behavior, persona, and response style. Optional.").optional(), "streaming": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Boolean. If true, stream the AI response incrementally.\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\n").optional(), "memory": z.discriminatedUnion("type", [z.object({ "value": z.discriminatedUnion("kind", [z.object({ "kind": z.literal("off") }).describe("No conversation memory/context"), z.object({ "kind": z.literal("auto"), "context_length": z.number().int().describe("Maximum number of messages to retain in context").optional(), "memory_id": z.string().describe("Identifier for persistent memory across agent invocations").optional() }).describe("Automatic context management"), z.object({ "kind": z.literal("manual"), "messages": z.array(z.object({ "role": z.enum(["user","assistant","system"]), "content": z.string() }).describe("A single message in conversation history")) }).describe("Explicit message history")]).describe("Conversation memory configuration"), "type": z.literal("static") }).describe("Static memory configuration passed directly to the AI agent"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined").optional(), "output_schema": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\n").optional(), "user_images": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Array of image references for vision-capable models.\nFormat: Array<{ bucket: string, key: string }> - S3 object references\nExample: [{ bucket: 'my-bucket', key: 'images/photo.jpg' }]\n").optional(), "max_completion_tokens": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Integer. Maximum number of tokens the AI will generate in its response.\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\n").optional(), "temperature": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Float. Controls randomness/creativity of responses.\nRange: 0.0 to 2.0 (provider-dependent)\n- 0.0 = deterministic, focused responses\n- 0.7 = balanced (common default)\n- 1.0+ = more creative/random\n").optional() }).describe("Input parameters for the AI agent mapped to their values"), "tools": z.array(z.object({ "id": z.string().describe("Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"), "summary": z.string().describe("Short description of what this tool does (shown to the AI)").optional(), "value": z.any().superRefine((x, ctx) => { +export const flowModuleSchema = z.object({ "id": z.string().describe("Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"), "value": z.discriminatedUnion("type", [z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments"), "content": z.string().describe("The script source code. Should export a 'main' function"), "language": z.enum(["deno","bun","python3","go","bash","powershell","postgresql","mysql","bigquery","snowflake","mssql","oracledb","graphql","nativets","php","rust","ansible","csharp","nu","java","ruby","duckdb"]).describe("Programming language for this script"), "path": z.string().describe("Optional path for saving this script").optional(), "lock": z.string().describe("Lock file content for dependencies").optional(), "type": z.literal("rawscript"), "tag": z.string().describe("Worker group tag for execution routing").optional(), "concurrent_limit": z.number().describe("Maximum concurrent executions of this script").optional(), "concurrency_time_window_s": z.number().describe("Time window for concurrent_limit").optional(), "custom_concurrency_key": z.string().describe("Custom key for grouping concurrent executions").optional(), "is_trigger": z.boolean().describe("If true, this script is a trigger that can start the flow").optional(), "assets": z.array(z.object({ "path": z.string().describe("Path to the asset"), "kind": z.enum(["s3object","resource","ducklake","datatable","volume"]).describe("Type of asset"), "access_type": z.union([z.literal("r"), z.literal("w"), z.literal("rw"), z.literal(null)]).nullable().describe("Access level for this asset").optional(), "alt_access_type": z.union([z.literal("r"), z.literal("w"), z.literal("rw"), z.literal(null)]).nullable().describe("Alternative access level").optional() })).describe("External resources this script accesses (S3 objects, resources, etc.)").optional() }).describe("Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms"), z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments"), "path": z.string().describe("Path to the script in the workspace (e.g., 'f/scripts/send_email')"), "hash": z.string().describe("Optional specific version hash of the script to use").optional(), "type": z.literal("script"), "tag_override": z.string().describe("Override the script's default worker group tag").optional(), "is_trigger": z.boolean().describe("If true, this script is a trigger that can start the flow").optional() }).describe("Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code"), z.object({ "input_transforms": z.record(z.string(), z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs")).describe("Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments"), "path": z.string().describe("Path to the flow in the workspace (e.g., 'f/flows/process_user')"), "type": z.literal("flow") }).describe("Reference to an existing flow by path. Use this to call another flow as a subflow"), z.object({ "modules": z.array(z.lazy(() => flowModuleSchema)).describe("Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'"), "iterator": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs"), "skip_failures": z.boolean().describe("If true, iteration failures don't stop the loop. Failed iterations return null"), "type": z.literal("forloopflow"), "parallel": z.boolean().describe("If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency").optional(), "parallelism": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "squash": z.boolean().optional() }).describe("Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations"), z.object({ "modules": z.array(z.lazy(() => flowModuleSchema)).describe("Steps to execute in each iteration. Use stop_after_if to control when the loop ends"), "skip_failures": z.boolean().describe("If true, iteration failures don't stop the loop. Failed iterations return null"), "type": z.literal("whileloopflow"), "parallel": z.boolean().describe("If true, iterations run concurrently (use with caution in while loops)").optional(), "parallelism": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "squash": z.boolean().optional() }).describe("Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination"), z.object({ "branches": z.array(z.object({ "summary": z.string().describe("Short description of this branch condition").optional(), "expr": z.string().describe("JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins"), "modules": z.array(z.lazy(() => flowModuleSchema)).describe("Steps to execute if this branch's expr is true") })).describe("Array of branches to evaluate in order. The first branch with expr evaluating to true executes"), "default": z.array(z.lazy(() => flowModuleSchema)).describe("Steps to execute if no branch expressions match"), "type": z.literal("branchone") }).describe("Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes"), z.object({ "branches": z.array(z.object({ "summary": z.string().describe("Short description of this branch's purpose").optional(), "skip_failure": z.boolean().describe("If true, failure in this branch doesn't fail the entire flow").optional(), "modules": z.array(z.lazy(() => flowModuleSchema)).describe("Steps to execute in this branch") })).describe("Array of branches that all execute (either in parallel or sequentially)"), "type": z.literal("branchall"), "parallel": z.boolean().describe("If true, all branches execute concurrently. If false, they execute sequentially").optional() }).describe("Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently"), z.object({ "type": z.literal("identity"), "flow": z.boolean().describe("If true, marks this as a flow identity (special handling)").optional() }).describe("Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder"), z.object({ "input_transforms": z.object({ "provider": z.discriminatedUnion("type", [z.object({ "value": z.object({ "kind": z.enum(["openai","azure_openai","anthropic","mistral","deepseek","googleai","groq","openrouter","togetherai","customai","aws_bedrock"]).describe("Supported AI provider types"), "resource": z.string().describe("Resource reference in format '$res:{resource_path}' pointing to provider credentials"), "model": z.string().describe("Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')") }).describe("Complete AI provider configuration with resource reference and model selection"), "type": z.literal("static") }).describe("Static provider configuration passed directly to the AI agent"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined"), "output_type": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Output format type.\nValid values: 'text' (default) - plain text response, 'image' - image generation\n"), "user_message": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax."), "system_prompt": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("System instructions that guide the AI's behavior, persona, and response style. Optional.").optional(), "streaming": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Boolean. If true, stream the AI response incrementally.\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\n").optional(), "memory": z.discriminatedUnion("type", [z.object({ "value": z.discriminatedUnion("kind", [z.object({ "kind": z.literal("off") }).describe("No conversation memory/context"), z.object({ "kind": z.literal("auto"), "context_length": z.number().int().describe("Maximum number of messages to retain in context").optional(), "memory_id": z.string().describe("Identifier for persistent memory across agent invocations").optional() }).describe("Automatic context management"), z.object({ "kind": z.literal("manual"), "messages": z.array(z.object({ "role": z.enum(["user","assistant","system"]), "content": z.string() }).describe("A single message in conversation history")) }).describe("Explicit message history")]).describe("Conversation memory configuration"), "type": z.literal("static") }).describe("Static memory configuration passed directly to the AI agent"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined").optional(), "output_schema": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\n").optional(), "user_attachments": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Array of file references (images or PDFs) for the AI agent.\nFormat: Array<{ bucket: string, key: string }> - S3 object references\nExample: [{ bucket: 'my-bucket', key: 'documents/report.pdf' }]\n").optional(), "max_completion_tokens": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Integer. Maximum number of tokens the AI will generate in its response.\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\n").optional(), "temperature": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").describe("Float. Controls randomness/creativity of responses.\nRange: 0.0 to 2.0 (provider-dependent)\n- 0.0 = deterministic, focused responses\n- 0.7 = balanced (common default)\n- 1.0+ = more creative/random\n").optional() }).describe("Input parameters for the AI agent mapped to their values"), "tools": z.array(z.object({ "id": z.string().describe("Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"), "summary": z.string().describe("Short description of what this tool does (shown to the AI)").optional(), "value": z.any().superRefine((x, ctx) => { const schemas = [z.intersection(z.object({ "tool_type": z.literal("flowmodule") }), z.lazy(() => flowModuleValueSchema)).describe("A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module"), z.object({ "tool_type": z.literal("mcp"), "resource_path": z.string().describe("Path to the MCP resource/server configuration"), "include_tools": z.array(z.string()).describe("Whitelist of specific tools to include from this MCP server").optional(), "exclude_tools": z.array(z.string()).describe("Blacklist of tools to exclude from this MCP server").optional() }).describe("Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers"), z.object({ "tool_type": z.literal("websearch") }).describe("A tool implemented as a websearch tool. The AI can call this like any other websearch tool")]; const errors = schemas.reduce( (errors, schema) => @@ -37,7 +37,7 @@ export const flowModuleSchema = z.object({ "id": z.string().describe("Unique ide message: "Invalid input: Should pass single schema", }); } - }).describe("The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference") }).describe("A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool")).describe("Array of tools the agent can use. The agent decides which tools to call based on the task"), "type": z.literal("aiagent"), "parallel": z.boolean().describe("If true, the agent can execute multiple tool calls in parallel").optional() }).describe("AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task")]).describe("The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type"), "stop_after_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().describe("Custom error message shown when stopping").optional() }).describe("Early termination condition for a module").optional(), "stop_after_all_iters_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().describe("Custom error message shown when stopping").optional() }).describe("Early termination condition for a module").optional(), "skip_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'") }).describe("Conditionally skip this step based on previous results or flow inputs").optional(), "sleep": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "cache_ttl": z.number().describe("Cache duration in seconds for this step's results").optional(), "cache_ignore_s3_path": z.boolean().optional(), "timeout": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "delete_after_use": z.boolean().describe("If true, this step's result is deleted after use to save memory").optional(), "summary": z.string().describe("Short description of what this step does").optional(), "mock": z.object({ "enabled": z.boolean().describe("If true, return mock value instead of executing").optional(), "return_value": z.any().describe("Value to return when mocked").optional() }).describe("Mock configuration for testing without executing the actual step").optional(), "suspend": z.object({ "required_events": z.number().int().describe("Number of approvals required before continuing").optional(), "timeout": z.number().int().describe("Timeout in seconds before auto-continuing or canceling").optional(), "resume_form": z.object({ "schema": z.record(z.string(), z.any()).describe("JSON Schema for the resume form").optional() }).describe("Form schema for collecting input when resuming").optional(), "user_auth_required": z.boolean().describe("If true, only authenticated users can approve").optional(), "user_groups_required": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "self_approval_disabled": z.boolean().describe("If true, the user who started the flow cannot approve").optional(), "hide_cancel": z.boolean().describe("If true, hide the cancel button on the approval form").optional(), "continue_on_disapprove_timeout": z.boolean().describe("If true, continue flow on timeout instead of canceling").optional() }).describe("Configuration for approval/resume steps that wait for user input").optional(), "priority": z.number().describe("Execution priority for this step (higher numbers run first)").optional(), "continue_on_error": z.boolean().describe("If true, flow continues even if this step fails").optional(), "retry": z.object({ "constant": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "seconds": z.number().int().describe("Seconds to wait between retries").optional() }).describe("Retry with constant delay between attempts").optional(), "exponential": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "multiplier": z.number().int().describe("Multiplier for exponential backoff").optional(), "seconds": z.number().int().gte(1).describe("Initial delay in seconds").optional(), "random_factor": z.number().int().gte(0).lte(100).describe("Random jitter percentage (0-100) to avoid thundering herd").optional() }).describe("Retry with exponential backoff (delay doubles each time)").optional(), "retry_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables") }).describe("Conditional retry based on error or result").optional() }).describe("Retry configuration for failed module executions").optional() }).describe("A single step in a flow. Can be a script, subflow, loop, or branch") + }).describe("The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference") }).describe("A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool")).describe("Array of tools the agent can use. The agent decides which tools to call based on the task"), "type": z.literal("aiagent"), "parallel": z.boolean().describe("If true, the agent can execute multiple tool calls in parallel").optional() }).describe("AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task")]).describe("The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type"), "stop_after_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().nullable().describe("Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised.").optional() }).describe("Early termination condition for a module").optional(), "stop_after_all_iters_if": z.object({ "skip_if_stopped": z.boolean().describe("If true, following steps are skipped when this condition triggers").optional(), "expr": z.string().describe("JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"), "error_message": z.string().nullable().describe("Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised.").optional() }).describe("Early termination condition for a module").optional(), "skip_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'") }).describe("Conditionally skip this step based on previous results or flow inputs").optional(), "sleep": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "cache_ttl": z.number().describe("Cache duration in seconds for this step's results").optional(), "cache_ignore_s3_path": z.boolean().optional(), "timeout": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "delete_after_use": z.boolean().describe("If true, this step's result is deleted after use to save memory").optional(), "summary": z.string().describe("Short description of what this step does").optional(), "mock": z.object({ "enabled": z.boolean().describe("If true, return mock value instead of executing").optional(), "return_value": z.any().describe("Value to return when mocked").optional() }).describe("Mock configuration for testing without executing the actual step").optional(), "suspend": z.object({ "required_events": z.number().int().describe("Number of approvals required before continuing").optional(), "timeout": z.number().int().describe("Timeout in seconds before auto-continuing or canceling").optional(), "resume_form": z.object({ "schema": z.record(z.string(), z.any()).describe("JSON Schema for the resume form").optional() }).describe("Form schema for collecting input when resuming").optional(), "user_auth_required": z.boolean().describe("If true, only authenticated users can approve").optional(), "user_groups_required": z.discriminatedUnion("type", [z.object({ "value": z.any().describe("The static value. For resources, use format '$res:path/to/resource'").optional(), "type": z.literal("static") }).describe("Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'"), z.object({ "expr": z.string().describe("JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"), "type": z.literal("javascript") }).describe("JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value"), z.object({ "type": z.literal("ai") }).describe("Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.")]).describe("Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs").optional(), "self_approval_disabled": z.boolean().describe("If true, the user who started the flow cannot approve").optional(), "hide_cancel": z.boolean().describe("If true, hide the cancel button on the approval form").optional(), "continue_on_disapprove_timeout": z.boolean().describe("If true, continue flow on timeout instead of canceling").optional() }).describe("Configuration for approval/resume steps that wait for user input").optional(), "priority": z.number().describe("Execution priority for this step (higher numbers run first)").optional(), "continue_on_error": z.boolean().describe("If true, flow continues even if this step fails").optional(), "retry": z.object({ "constant": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "seconds": z.number().int().describe("Seconds to wait between retries").optional() }).describe("Retry with constant delay between attempts").optional(), "exponential": z.object({ "attempts": z.number().int().describe("Number of retry attempts").optional(), "multiplier": z.number().int().describe("Multiplier for exponential backoff").optional(), "seconds": z.number().int().gte(1).describe("Initial delay in seconds").optional(), "random_factor": z.number().int().gte(0).lte(100).describe("Random jitter percentage (0-100) to avoid thundering herd").optional() }).describe("Retry with exponential backoff (delay doubles each time)").optional(), "retry_if": z.object({ "expr": z.string().describe("JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables") }).describe("Conditional retry based on error or result").optional() }).describe("Retry configuration for failed module executions").optional(), "debouncing": z.object({ "debounce_delay_s": z.number().int().describe("Delay in seconds to debounce this step's executions across flow runs").optional(), "debounce_key": z.string().describe("Expression to group debounced executions. Supports $workspace and $args[name]. Default: $workspace/flow/-").optional(), "debounce_args_to_accumulate": z.array(z.string()).describe("Array-type arguments to accumulate across debounced executions").optional(), "max_total_debouncing_time": z.number().int().describe("Maximum total time in seconds before forced execution").optional(), "max_total_debounces_amount": z.number().int().describe("Maximum number of debounces before forced execution").optional() }).describe("Debounce configuration for this step (EE only)").optional() }).describe("A single step in a flow. Can be a script, subflow, loop, or branch") export const flowModulesSchema = z.array(flowModuleSchema) diff --git a/frontend/src/lib/components/flows/flowInfers.ts b/frontend/src/lib/components/flows/flowInfers.ts index cfd58ea5ce..321e0536b0 100644 --- a/frontend/src/lib/components/flows/flowInfers.ts +++ b/frontend/src/lib/components/flows/flowInfers.ts @@ -140,10 +140,10 @@ export const AI_AGENT_SCHEMA: Schema = { format: 'json-schema', showExpr: "fields.output_type === 'text'" }, - user_images: { + user_attachments: { type: 'array', description: - 'Array of images to give as input to the AI agent. Requires a configured workspace S3 storage.', + 'Array of files (images or PDFs) to give as input to the AI agent. Requires a configured workspace S3 storage.', items: { type: 'object', resourceType: 's3object' @@ -176,7 +176,7 @@ export const AI_AGENT_SCHEMA: Schema = { 'streaming', 'memory', 'output_schema', - 'user_images', + 'user_attachments', 'max_completion_tokens', 'temperature', 'max_iterations' @@ -186,6 +186,12 @@ export const AI_AGENT_SCHEMA: Schema = { function migrateAiAgentInputTransforms( inputTransforms: Record ): Record { + // Migrate user_images → user_attachments + if ('user_images' in inputTransforms && !('user_attachments' in inputTransforms)) { + inputTransforms.user_attachments = inputTransforms.user_images + delete inputTransforms.user_images + } + // Check if this has the legacy format if ('messages_context_length' in inputTransforms && !('memory' in inputTransforms)) { const legacyValue = inputTransforms.messages_context_length diff --git a/integration_tests/ai_agent_tests/providers.py b/integration_tests/ai_agent_tests/providers.py index afacda5ed1..82bf275436 100644 --- a/integration_tests/ai_agent_tests/providers.py +++ b/integration_tests/ai_agent_tests/providers.py @@ -136,11 +136,13 @@ ALL_PROVIDERS = [ OPENROUTER, ] -# Vision-capable providers for user_images tests +# Vision-capable providers for user_images/user_attachments tests VISION_PROVIDERS = [ - OPENAI, # gpt-4o-mini supports vision - ANTHROPIC, # claude-3 supports vision - GOOGLE_AI, # gemini supports vision + OPENAI, # gpt-4o-mini supports vision + ANTHROPIC, # claude-3 supports vision + GOOGLE_AI, # gemini supports vision + OPENROUTER, # openai-compatible, vision depends on model + BEDROCK, # bedrock converse API supports vision and documents ] diff --git a/integration_tests/ai_agent_tests/test_document.pdf b/integration_tests/ai_agent_tests/test_document.pdf new file mode 100644 index 0000000000..fce978ea5b --- /dev/null +++ b/integration_tests/ai_agent_tests/test_document.pdf @@ -0,0 +1,21 @@ +%PDF-1.4 +1 0 obj<>endobj +2 0 obj<>endobj +3 0 obj<>>>>>endobj +4 0 obj<>stream +BT /F1 24 Tf 100 700 Td (Hello PDF World) Tj ET +endstream +endobj +5 0 obj<>endobj +xref +0 6 +0000000000 65535 f +0000000009 00000 n +0000000058 00000 n +0000000115 00000 n +0000000266 00000 n +0000000360 00000 n +trailer<> +startxref +431 +%%EOF \ No newline at end of file diff --git a/integration_tests/ai_agent_tests/test_user_attachments.py b/integration_tests/ai_agent_tests/test_user_attachments.py new file mode 100644 index 0000000000..2bf40aa18a --- /dev/null +++ b/integration_tests/ai_agent_tests/test_user_attachments.py @@ -0,0 +1,96 @@ +"""Tests for AI agent user_attachments (PDF) functionality with S3 storage. + +Prerequisites: +- MinIO running on localhost:9000 with bucket 'wmill' +- Test files uploaded to MinIO (test_images/test_image.webp, test_documents/test_document.pdf) +- S3 resource and storage configured in the integration-tests workspace +""" + +import pytest + +from .conftest import AIAgentTestClient, create_ai_agent_flow, TEST_IMAGE_S3_KEY +from .providers import VISION_PROVIDERS, get_provider_ids + +TEST_PDF_S3_KEY = "test_documents/test_document.pdf" + + +class TestUserAttachments: + """Test AI agent with PDF attachments from S3 storage.""" + + @pytest.mark.parametrize( + "provider_config", + VISION_PROVIDERS, + ids=get_provider_ids(VISION_PROVIDERS), + ) + def test_pdf_analysis( + self, + client: AIAgentTestClient, + setup_providers, + provider_config, + ): + """Test that AI can analyze a PDF uploaded to S3.""" + flow_value = create_ai_agent_flow( + provider_input_transform=provider_config["input_transform"], + system_prompt="You are a helpful assistant that reads documents. Be concise.", + include_user_images=True, + ) + + # Run the flow with the PDF (test_document.pdf contains "Hello PDF World") + result = client.run_preview_flow( + flow_value=flow_value, + args={ + "user_message": "What text does this PDF document contain? Reply with just the text.", + "user_images": [ + { + "s3": TEST_PDF_S3_KEY, + "storage": None, + "filename": "test_document.pdf", + } + ], + }, + ) + + assert result is not None + assert isinstance(result, (dict, str)) + result_text = str(result).lower() + assert "hello" in result_text or "pdf" in result_text, ( + f"Expected AI to read PDF content containing 'Hello PDF World', " + f"got: {result}" + ) + print(f"PDF analysis result from {provider_config['name']}: {result}") + + @pytest.mark.parametrize( + "provider_config", + VISION_PROVIDERS, + ids=get_provider_ids(VISION_PROVIDERS), + ) + def test_backward_compat_user_images( + self, + client: AIAgentTestClient, + setup_providers, + provider_config, + ): + """Test that the old user_images field name still works for images.""" + flow_value = create_ai_agent_flow( + provider_input_transform=provider_config["input_transform"], + system_prompt="You are a helpful assistant that describes images. Be concise.", + include_user_images=True, + ) + + result = client.run_preview_flow( + flow_value=flow_value, + args={ + "user_message": "Describe what you see in this image in one sentence.", + "user_images": [ + { + "s3": TEST_IMAGE_S3_KEY, + "storage": None, + "filename": "test_image.webp", + } + ], + }, + ) + + assert result is not None + assert isinstance(result, (dict, str)) + print(f"Backward compat image result from {provider_config['name']}: {result}") diff --git a/openflow.openapi.yaml b/openflow.openapi.yaml index d9b0608dd8..44f26b14b4 100644 --- a/openflow.openapi.yaml +++ b/openflow.openapi.yaml @@ -1027,13 +1027,13 @@ components: JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape. Supports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc. Example: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] } - user_images: + user_attachments: allOf: - $ref: '#/components/schemas/InputTransform' description: | - Array of image references for vision-capable models. + Array of file references (images or PDFs) for the AI agent. Format: Array<{ bucket: string, key: string }> - S3 object references - Example: [{ bucket: 'my-bucket', key: 'images/photo.jpg' }] + Example: [{ bucket: 'my-bucket', key: 'documents/report.pdf' }] max_completion_tokens: allOf: - $ref: '#/components/schemas/InputTransform' diff --git a/system_prompts/auto-generated/flow.md b/system_prompts/auto-generated/flow.md index bcf711d50b..695008cbae 100644 --- a/system_prompts/auto-generated/flow.md +++ b/system_prompts/auto-generated/flow.md @@ -120,4 +120,4 @@ Reference a specific resource using `$res:` prefix: ## OpenFlow Schema -{"OpenFlow":{"type":"object","description":"Top-level flow definition containing metadata, configuration, and the flow structure","properties":{"summary":{"type":"string","description":"Short description of what this flow does"},"description":{"type":"string","description":"Detailed documentation for this flow"},"value":{"$ref":"#/components/schemas/FlowValue"},"schema":{"type":"object","description":"JSON Schema for flow inputs. Use this to define input parameters, their types, defaults, and validation. For resource inputs, set type to 'object' and format to 'resource-' (e.g., 'resource-stripe')"},"on_behalf_of_email":{"type":"string","description":"The flow will be run with the permissions of the user with this email."}},"required":["summary","value"]},"FlowValue":{"type":"object","description":"The flow structure containing modules and optional preprocessor/failure handlers","properties":{"modules":{"type":"array","description":"Array of steps that execute in sequence. Each step can be a script, subflow, loop, or branch","items":{"$ref":"#/components/schemas/FlowModule"}},"failure_module":{"description":"Special module that executes when the flow fails. Receives error object with message, name, stack, and step_id. Must have id 'failure'. Only supports script/rawscript types","$ref":"#/components/schemas/FlowModule"},"preprocessor_module":{"description":"Special module that runs before the first step on external triggers. Must have id 'preprocessor'. Only supports script/rawscript types. Cannot reference other step results","$ref":"#/components/schemas/FlowModule"},"same_worker":{"type":"boolean","description":"If true, all steps run on the same worker for better performance"},"concurrent_limit":{"type":"number","description":"Maximum number of concurrent executions of this flow"},"concurrency_key":{"type":"string","description":"Expression to group concurrent executions (e.g., by user ID)"},"concurrency_time_window_s":{"type":"number","description":"Time window in seconds for concurrent_limit"},"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce flow executions"},"debounce_key":{"type":"string","description":"Expression to group debounced executions"},"debounce_args_to_accumulate":{"type":"array","description":"Arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds that a job can be debounced"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of times a job can be debounced"},"skip_expr":{"type":"string","description":"JavaScript expression to conditionally skip the entire flow"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for flow results"},"cache_ignore_s3_path":{"type":"boolean"},"flow_env":{"type":"object","description":"Environment variables available to all steps. Values can be strings, JSON values, or special references: '$var:path' (workspace variable) or '$res:path' (resource).","additionalProperties":{}},"priority":{"type":"number","description":"Execution priority (higher numbers run first)"},"early_return":{"type":"string","description":"JavaScript expression to return early from the flow"},"chat_input_enabled":{"type":"boolean","description":"Whether this flow accepts chat-style input"},"notes":{"type":"array","description":"Sticky notes attached to the flow","items":{"$ref":"#/components/schemas/FlowNote"}},"groups":{"type":"array","description":"Semantic groups of modules for organizational purposes","items":{"$ref":"#/components/schemas/FlowGroup"}}},"required":["modules"]},"Retry":{"type":"object","description":"Retry configuration for failed module executions","properties":{"constant":{"type":"object","description":"Retry with constant delay between attempts","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"seconds":{"type":"integer","description":"Seconds to wait between retries"}}},"exponential":{"type":"object","description":"Retry with exponential backoff (delay doubles each time)","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"multiplier":{"type":"integer","description":"Multiplier for exponential backoff"},"seconds":{"type":"integer","minimum":1,"description":"Initial delay in seconds"},"random_factor":{"type":"integer","minimum":0,"maximum":100,"description":"Random jitter percentage (0-100) to avoid thundering herd"}}},"retry_if":{"$ref":"#/components/schemas/RetryIf"}}},"FlowNote":{"type":"object","description":"A sticky note attached to a flow for documentation and annotation","properties":{"id":{"type":"string","description":"Unique identifier for the note"},"text":{"type":"string","description":"Content of the note"},"position":{"type":"object","description":"Position of the note in the flow editor","properties":{"x":{"type":"number","description":"X coordinate"},"y":{"type":"number","description":"Y coordinate"}},"required":["x","y"]},"size":{"type":"object","description":"Size of the note in the flow editor","properties":{"width":{"type":"number","description":"Width in pixels"},"height":{"type":"number","description":"Height in pixels"}},"required":["width","height"]},"color":{"type":"string","description":"Color of the note (e.g., \"yellow\", \"#ffff00\")"},"type":{"type":"string","enum":["free","group"],"description":"Type of note - 'free' for standalone notes, 'group' for notes that group other nodes"},"locked":{"type":"boolean","default":false,"description":"Whether the note is locked and cannot be edited or moved"},"contained_node_ids":{"type":"array","items":{"type":"string"},"description":"For group notes, the IDs of nodes contained within this group"}},"required":["id","text","color","type"]},"FlowGroup":{"type":"object","description":"A semantic group of flow modules for organizational purposes. Does not affect execution \u2014 modules remain in their original position in the flow. Groups provide naming and collapsibility in the editor. Members are computed dynamically from all nodes on paths between start_id and end_id.","properties":{"summary":{"type":"string","description":"Display name for this group"},"note":{"type":"string","description":"Markdown note shown below the group header"},"autocollapse":{"type":"boolean","default":false,"description":"If true, this group is collapsed by default in the flow editor. UI hint only."},"start_id":{"type":"string","description":"ID of the first flow module in this group (topological entry point)"},"end_id":{"type":"string","description":"ID of the last flow module in this group (topological exit point)"},"color":{"type":"string","description":"Color for the group in the flow editor"}},"required":["start_id","end_id"]},"RetryIf":{"type":"object","description":"Conditional retry based on error or result","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables"}},"required":["expr"]},"StopAfterIf":{"type":"object","description":"Early termination condition for a module","properties":{"skip_if_stopped":{"type":"boolean","description":"If true, following steps are skipped when this condition triggers"},"expr":{"type":"string","description":"JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"},"error_message":{"type":"string","nullable":true,"description":"Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised."}},"required":["expr"]},"FlowModule":{"type":"object","description":"A single step in a flow. Can be a script, subflow, loop, or branch","properties":{"id":{"type":"string","description":"Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"},"value":{"$ref":"#/components/schemas/FlowModuleValue"},"stop_after_if":{"description":"Early termination condition evaluated after this step completes","$ref":"#/components/schemas/StopAfterIf"},"stop_after_all_iters_if":{"description":"For loops only - early termination condition evaluated after all iterations complete","$ref":"#/components/schemas/StopAfterIf"},"skip_if":{"type":"object","description":"Conditionally skip this step based on previous results or flow inputs","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'"}},"required":["expr"]},"sleep":{"description":"Delay before executing this step (in seconds or as expression)","$ref":"#/components/schemas/InputTransform"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for this step's results"},"cache_ignore_s3_path":{"type":"boolean"},"timeout":{"description":"Maximum execution time in seconds (static value or expression)","$ref":"#/components/schemas/InputTransform"},"delete_after_use":{"type":"boolean","description":"If true, this step's result is deleted after use to save memory"},"summary":{"type":"string","description":"Short description of what this step does"},"mock":{"type":"object","description":"Mock configuration for testing without executing the actual step","properties":{"enabled":{"type":"boolean","description":"If true, return mock value instead of executing"},"return_value":{"description":"Value to return when mocked"}}},"suspend":{"type":"object","description":"Configuration for approval/resume steps that wait for user input","properties":{"required_events":{"type":"integer","description":"Number of approvals required before continuing"},"timeout":{"type":"integer","description":"Timeout in seconds before auto-continuing or canceling"},"resume_form":{"type":"object","description":"Form schema for collecting input when resuming","properties":{"schema":{"type":"object","description":"JSON Schema for the resume form"}}},"user_auth_required":{"type":"boolean","description":"If true, only authenticated users can approve"},"user_groups_required":{"description":"Expression or list of groups that can approve","$ref":"#/components/schemas/InputTransform"},"self_approval_disabled":{"type":"boolean","description":"If true, the user who started the flow cannot approve"},"hide_cancel":{"type":"boolean","description":"If true, hide the cancel button on the approval form"},"continue_on_disapprove_timeout":{"type":"boolean","description":"If true, continue flow on timeout instead of canceling"}}},"priority":{"type":"number","description":"Execution priority for this step (higher numbers run first)"},"continue_on_error":{"type":"boolean","description":"If true, flow continues even if this step fails"},"retry":{"description":"Retry configuration if this step fails","$ref":"#/components/schemas/Retry"},"debouncing":{"description":"Debounce configuration for this step (EE only)","type":"object","properties":{"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce this step's executions across flow runs"},"debounce_key":{"type":"string","description":"Expression to group debounced executions. Supports $workspace and $args[name]. Default: $workspace/flow/-"},"debounce_args_to_accumulate":{"type":"array","description":"Array-type arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds before forced execution"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of debounces before forced execution"}}}},"required":["value","id"]},"InputTransform":{"description":"Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs","oneOf":[{"$ref":"#/components/schemas/StaticTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"StaticTransform":{"type":"object","description":"Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'","properties":{"value":{"description":"The static value. For resources, use format '$res:path/to/resource'"},"type":{"type":"string","enum":["static"]}},"required":["type"]},"JavascriptTransform":{"type":"object","description":"JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value","properties":{"expr":{"type":"string","description":"JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"},"type":{"type":"string","enum":["javascript"]}},"required":["expr","type"]},"AiTransform":{"type":"object","description":"Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.","properties":{"type":{"type":"string","enum":["ai"]}},"required":["type"]},"AIProviderKind":{"type":"string","description":"Supported AI provider types","enum":["openai","azure_openai","anthropic","mistral","deepseek","googleai","groq","openrouter","togetherai","customai","aws_bedrock"]},"ProviderConfig":{"type":"object","description":"Complete AI provider configuration with resource reference and model selection","properties":{"kind":{"$ref":"#/components/schemas/AIProviderKind"},"resource":{"type":"string","description":"Resource reference in format '$res:{resource_path}' pointing to provider credentials"},"model":{"type":"string","description":"Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')"}},"required":["kind","resource","model"]},"StaticProviderTransform":{"type":"object","description":"Static provider configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/ProviderConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"ProviderTransform":{"description":"Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticProviderTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticProviderTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"MemoryOff":{"type":"object","description":"No conversation memory/context","properties":{"kind":{"type":"string","enum":["off"]}},"required":["kind"]},"MemoryAuto":{"type":"object","description":"Automatic context management","properties":{"kind":{"type":"string","enum":["auto"]},"context_length":{"type":"integer","description":"Maximum number of messages to retain in context"},"memory_id":{"type":"string","description":"Identifier for persistent memory across agent invocations"}},"required":["kind"]},"MemoryMessage":{"type":"object","description":"A single message in conversation history","properties":{"role":{"type":"string","enum":["user","assistant","system"]},"content":{"type":"string"}},"required":["role","content"]},"MemoryManual":{"type":"object","description":"Explicit message history","properties":{"kind":{"type":"string","enum":["manual"]},"messages":{"type":"array","items":{"$ref":"#/components/schemas/MemoryMessage"}}},"required":["kind","messages"]},"MemoryConfig":{"description":"Conversation memory configuration","oneOf":[{"$ref":"#/components/schemas/MemoryOff"},{"$ref":"#/components/schemas/MemoryAuto"},{"$ref":"#/components/schemas/MemoryManual"}],"discriminator":{"propertyName":"kind","mapping":{"off":"#/components/schemas/MemoryOff","auto":"#/components/schemas/MemoryAuto","manual":"#/components/schemas/MemoryManual"}}},"StaticMemoryTransform":{"type":"object","description":"Static memory configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/MemoryConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"MemoryTransform":{"description":"Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticMemoryTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticMemoryTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"FlowModuleValue":{"description":"The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type","oneOf":[{"$ref":"#/components/schemas/RawScript"},{"$ref":"#/components/schemas/PathScript"},{"$ref":"#/components/schemas/PathFlow"},{"$ref":"#/components/schemas/ForloopFlow"},{"$ref":"#/components/schemas/WhileloopFlow"},{"$ref":"#/components/schemas/BranchOne"},{"$ref":"#/components/schemas/BranchAll"},{"$ref":"#/components/schemas/Identity"},{"$ref":"#/components/schemas/AiAgent"}],"discriminator":{"propertyName":"type","mapping":{"rawscript":"#/components/schemas/RawScript","script":"#/components/schemas/PathScript","flow":"#/components/schemas/PathFlow","forloopflow":"#/components/schemas/ForloopFlow","whileloopflow":"#/components/schemas/WhileloopFlow","branchone":"#/components/schemas/BranchOne","branchall":"#/components/schemas/BranchAll","identity":"#/components/schemas/Identity","aiagent":"#/components/schemas/AiAgent"}}},"RawScript":{"type":"object","description":"Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"content":{"type":"string","description":"The script source code. Should export a 'main' function"},"language":{"type":"string","description":"Programming language for this script","enum":["deno","bun","python3","go","bash","powershell","postgresql","mysql","bigquery","snowflake","mssql","oracledb","graphql","nativets","php","rust","ansible","csharp","nu","java","ruby","duckdb"]},"path":{"type":"string","description":"Optional path for saving this script"},"lock":{"type":"string","description":"Lock file content for dependencies"},"type":{"type":"string","enum":["rawscript"]},"tag":{"type":"string","description":"Worker group tag for execution routing"},"concurrent_limit":{"type":"number","description":"Maximum concurrent executions of this script"},"concurrency_time_window_s":{"type":"number","description":"Time window for concurrent_limit"},"custom_concurrency_key":{"type":"string","description":"Custom key for grouping concurrent executions"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"},"assets":{"type":"array","description":"External resources this script accesses (S3 objects, resources, etc.)","items":{"type":"object","required":["path","kind"],"properties":{"path":{"type":"string","description":"Path to the asset"},"kind":{"type":"string","description":"Type of asset","enum":["s3object","resource","ducklake","datatable","volume"]},"access_type":{"type":"string","nullable":true,"description":"Access level for this asset","enum":["r","w","rw"]},"alt_access_type":{"type":"string","nullable":true,"description":"Alternative access level","enum":["r","w","rw"]}}}}},"required":["type","content","language","input_transforms"]},"PathScript":{"type":"object","description":"Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the script in the workspace (e.g., 'f/scripts/send_email')"},"hash":{"type":"string","description":"Optional specific version hash of the script to use"},"type":{"type":"string","enum":["script"]},"tag_override":{"type":"string","description":"Override the script's default worker group tag"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"}},"required":["type","path","input_transforms"]},"PathFlow":{"type":"object","description":"Reference to an existing flow by path. Use this to call another flow as a subflow","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the flow in the workspace (e.g., 'f/flows/process_user')"},"type":{"type":"string","enum":["flow"]}},"required":["type","path","input_transforms"]},"ForloopFlow":{"type":"object","description":"Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations","properties":{"modules":{"type":"array","description":"Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'","items":{"$ref":"#/components/schemas/FlowModule"}},"iterator":{"description":"JavaScript expression that returns an array to iterate over. Can reference 'results.step_id' or 'flow_input'","$ref":"#/components/schemas/InputTransform"},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["forloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true. Limits resource usage. Can be static number or expression","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","iterator","skip_failures","type"]},"WhileloopFlow":{"type":"object","description":"Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination","properties":{"modules":{"type":"array","description":"Steps to execute in each iteration. Use stop_after_if to control when the loop ends","items":{"$ref":"#/components/schemas/FlowModule"}},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["whileloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (use with caution in while loops)"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","skip_failures","type"]},"BranchOne":{"type":"object","description":"Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes","properties":{"branches":{"type":"array","description":"Array of branches to evaluate in order. The first branch with expr evaluating to true executes","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch condition"},"expr":{"type":"string","description":"JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins"},"modules":{"type":"array","description":"Steps to execute if this branch's expr is true","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules","expr"]}},"default":{"type":"array","description":"Steps to execute if no branch expressions match","items":{"$ref":"#/components/schemas/FlowModule"}},"type":{"type":"string","enum":["branchone"]}},"required":["branches","default","type"]},"BranchAll":{"type":"object","description":"Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently","properties":{"branches":{"type":"array","description":"Array of branches that all execute (either in parallel or sequentially)","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch's purpose"},"skip_failure":{"type":"boolean","description":"If true, failure in this branch doesn't fail the entire flow"},"modules":{"type":"array","description":"Steps to execute in this branch","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules"]}},"type":{"type":"string","enum":["branchall"]},"parallel":{"type":"boolean","description":"If true, all branches execute concurrently. If false, they execute sequentially"}},"required":["branches","type"]},"AgentTool":{"type":"object","description":"A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool","properties":{"id":{"type":"string","description":"Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"},"summary":{"type":"string","description":"Short description of what this tool does (shown to the AI)"},"value":{"$ref":"#/components/schemas/ToolValue"}},"required":["id","value"]},"ToolValue":{"description":"The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference","oneOf":[{"$ref":"#/components/schemas/FlowModuleTool"},{"$ref":"#/components/schemas/McpToolValue"},{"$ref":"#/components/schemas/WebsearchToolValue"}],"discriminator":{"propertyName":"tool_type","mapping":{"flowmodule":"#/components/schemas/FlowModuleTool","mcp":"#/components/schemas/McpToolValue","websearch":"#/components/schemas/WebsearchToolValue"}}},"FlowModuleTool":{"description":"A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module","allOf":[{"type":"object","properties":{"tool_type":{"type":"string","enum":["flowmodule"]}},"required":["tool_type"]},{"$ref":"#/components/schemas/FlowModuleValue"}]},"WebsearchToolValue":{"type":"object","description":"A tool implemented as a websearch tool. The AI can call this like any other websearch tool","properties":{"tool_type":{"type":"string","enum":["websearch"]}},"required":["tool_type"]},"McpToolValue":{"type":"object","description":"Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers","properties":{"tool_type":{"type":"string","enum":["mcp"]},"resource_path":{"type":"string","description":"Path to the MCP resource/server configuration"},"include_tools":{"type":"array","description":"Whitelist of specific tools to include from this MCP server","items":{"type":"string"}},"exclude_tools":{"type":"array","description":"Blacklist of tools to exclude from this MCP server","items":{"type":"string"}}},"required":["tool_type","resource_path"]},"AiAgent":{"type":"object","description":"AI agent step that can use tools to accomplish tasks. 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Useful for flow structure or as a placeholder","properties":{"type":{"type":"string","enum":["identity"]},"flow":{"type":"boolean","description":"If true, marks this as a flow identity (special handling)"}},"required":["type"]},"FlowStatus":{"type":"object","properties":{"step":{"type":"integer"},"modules":{"type":"array","items":{"$ref":"#/components/schemas/FlowStatusModule"}},"user_states":{"additionalProperties":true},"preprocessor_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"}]},"failure_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"},{"type":"object","properties":{"parent_module":{"type":"string"}}}]},"retry":{"type":"object","properties":{"fail_count":{"type":"integer"},"failed_jobs":{"type":"array","items":{"type":"string","format":"uuid"}}}}},"required":["step","modules","failure_module"]},"FlowStatusModule":{"type":"object","properties":{"type":{"type":"string","enum":["WaitingForPriorSteps","WaitingForEvents","WaitingForExecutor","InProgress","Success","Failure"]},"id":{"type":"string"},"job":{"type":"string","format":"uuid"},"count":{"type":"integer"},"progress":{"type":"integer"},"iterator":{"type":"object","properties":{"index":{"type":"integer"},"itered":{"type":"array","items":{}},"itered_len":{"type":"integer"},"args":{}}},"flow_jobs":{"type":"array","items":{"type":"string"}},"flow_jobs_success":{"type":"array","items":{"type":"boolean"}},"flow_jobs_duration":{"type":"object","properties":{"started_at":{"type":"array","items":{"type":"string"}},"duration_ms":{"type":"array","items":{"type":"integer"}}}},"branch_chosen":{"type":"object","properties":{"type":{"type":"string","enum":["branch","default"]},"branch":{"type":"integer"}},"required":["type"]},"branchall":{"type":"object","properties":{"branch":{"type":"integer"},"len":{"type":"integer"}},"required":["branch","len"]},"approvers":{"type":"array","items":{"type":"object","properties":{"resume_id":{"type":"integer"},"approver":{"type":"string"}},"required":["resume_id","approver"]}},"failed_retries":{"type":"array","items":{"type":"string","format":"uuid"}},"skipped":{"type":"boolean"},"agent_actions":{"type":"array","items":{"type":"object","oneOf":[{"type":"object","properties":{"job_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"type":{"type":"string","enum":["tool_call"]},"module_id":{"type":"string"}},"required":["job_id","function_name","type","module_id"]},{"type":"object","properties":{"call_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"resource_path":{"type":"string"},"type":{"type":"string","enum":["mcp_tool_call"]},"arguments":{"type":"object"}},"required":["call_id","function_name","resource_path","type"]},{"type":"object","properties":{"type":{"type":"string","enum":["web_search"]}},"required":["type"]},{"type":"object","properties":{"type":{"type":"string","enum":["message"]}},"required":["content","type"]}]}},"agent_actions_success":{"type":"array","items":{"type":"boolean"}}},"required":["type"]}} \ No newline at end of file +{"OpenFlow":{"type":"object","description":"Top-level flow definition containing metadata, configuration, and the flow structure","properties":{"summary":{"type":"string","description":"Short description of what this flow does"},"description":{"type":"string","description":"Detailed documentation for this flow"},"value":{"$ref":"#/components/schemas/FlowValue"},"schema":{"type":"object","description":"JSON Schema for flow inputs. Use this to define input parameters, their types, defaults, and validation. For resource inputs, set type to 'object' and format to 'resource-' (e.g., 'resource-stripe')"},"on_behalf_of_email":{"type":"string","description":"The flow will be run with the permissions of the user with this email."}},"required":["summary","value"]},"FlowValue":{"type":"object","description":"The flow structure containing modules and optional preprocessor/failure handlers","properties":{"modules":{"type":"array","description":"Array of steps that execute in sequence. Each step can be a script, subflow, loop, or branch","items":{"$ref":"#/components/schemas/FlowModule"}},"failure_module":{"description":"Special module that executes when the flow fails. Receives error object with message, name, stack, and step_id. Must have id 'failure'. 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Cannot reference other step results","$ref":"#/components/schemas/FlowModule"},"same_worker":{"type":"boolean","description":"If true, all steps run on the same worker for better performance"},"concurrent_limit":{"type":"number","description":"Maximum number of concurrent executions of this flow"},"concurrency_key":{"type":"string","description":"Expression to group concurrent executions (e.g., by user ID)"},"concurrency_time_window_s":{"type":"number","description":"Time window in seconds for concurrent_limit"},"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce flow executions"},"debounce_key":{"type":"string","description":"Expression to group debounced executions"},"debounce_args_to_accumulate":{"type":"array","description":"Arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds that a job can be debounced"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of times a job can be debounced"},"skip_expr":{"type":"string","description":"JavaScript expression to conditionally skip the entire flow"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for flow results"},"cache_ignore_s3_path":{"type":"boolean"},"flow_env":{"type":"object","description":"Environment variables available to all steps. 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Does not affect execution \u2014 modules remain in their original position in the flow. Groups provide naming and collapsibility in the editor. Members are computed dynamically from all nodes on paths between start_id and end_id.","properties":{"summary":{"type":"string","description":"Display name for this group"},"note":{"type":"string","description":"Markdown note shown below the group header"},"autocollapse":{"type":"boolean","default":false,"description":"If true, this group is collapsed by default in the flow editor. UI hint only."},"start_id":{"type":"string","description":"ID of the first flow module in this group (topological entry point)"},"end_id":{"type":"string","description":"ID of the last flow module in this group (topological exit point)"},"color":{"type":"string","description":"Color for the group in the flow editor"}},"required":["start_id","end_id"]},"RetryIf":{"type":"object","description":"Conditional retry based on error or result","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables"}},"required":["expr"]},"StopAfterIf":{"type":"object","description":"Early termination condition for a module","properties":{"skip_if_stopped":{"type":"boolean","description":"If true, following steps are skipped when this condition triggers"},"expr":{"type":"string","description":"JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. 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Use this when calling a previously saved script instead of writing inline code","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the script in the workspace (e.g., 'f/scripts/send_email')"},"hash":{"type":"string","description":"Optional specific version hash of the script to use"},"type":{"type":"string","enum":["script"]},"tag_override":{"type":"string","description":"Override the script's default worker group tag"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"}},"required":["type","path","input_transforms"]},"PathFlow":{"type":"object","description":"Reference to an existing flow by path. Use this to call another flow as a subflow","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the flow in the workspace (e.g., 'f/flows/process_user')"},"type":{"type":"string","enum":["flow"]}},"required":["type","path","input_transforms"]},"ForloopFlow":{"type":"object","description":"Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations","properties":{"modules":{"type":"array","description":"Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'","items":{"$ref":"#/components/schemas/FlowModule"}},"iterator":{"description":"JavaScript expression that returns an array to iterate over. Can reference 'results.step_id' or 'flow_input'","$ref":"#/components/schemas/InputTransform"},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["forloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true. Limits resource usage. Can be static number or expression","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","iterator","skip_failures","type"]},"WhileloopFlow":{"type":"object","description":"Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination","properties":{"modules":{"type":"array","description":"Steps to execute in each iteration. Use stop_after_if to control when the loop ends","items":{"$ref":"#/components/schemas/FlowModule"}},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["whileloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (use with caution in while loops)"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","skip_failures","type"]},"BranchOne":{"type":"object","description":"Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes","properties":{"branches":{"type":"array","description":"Array of branches to evaluate in order. The first branch with expr evaluating to true executes","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch condition"},"expr":{"type":"string","description":"JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins"},"modules":{"type":"array","description":"Steps to execute if this branch's expr is true","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules","expr"]}},"default":{"type":"array","description":"Steps to execute if no branch expressions match","items":{"$ref":"#/components/schemas/FlowModule"}},"type":{"type":"string","enum":["branchone"]}},"required":["branches","default","type"]},"BranchAll":{"type":"object","description":"Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently","properties":{"branches":{"type":"array","description":"Array of branches that all execute (either in parallel or sequentially)","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch's purpose"},"skip_failure":{"type":"boolean","description":"If true, failure in this branch doesn't fail the entire flow"},"modules":{"type":"array","description":"Steps to execute in this branch","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules"]}},"type":{"type":"string","enum":["branchall"]},"parallel":{"type":"boolean","description":"If true, all branches execute concurrently. If false, they execute sequentially"}},"required":["branches","type"]},"AgentTool":{"type":"object","description":"A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool","properties":{"id":{"type":"string","description":"Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"},"summary":{"type":"string","description":"Short description of what this tool does (shown to the AI)"},"value":{"$ref":"#/components/schemas/ToolValue"}},"required":["id","value"]},"ToolValue":{"description":"The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference","oneOf":[{"$ref":"#/components/schemas/FlowModuleTool"},{"$ref":"#/components/schemas/McpToolValue"},{"$ref":"#/components/schemas/WebsearchToolValue"}],"discriminator":{"propertyName":"tool_type","mapping":{"flowmodule":"#/components/schemas/FlowModuleTool","mcp":"#/components/schemas/McpToolValue","websearch":"#/components/schemas/WebsearchToolValue"}}},"FlowModuleTool":{"description":"A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module","allOf":[{"type":"object","properties":{"tool_type":{"type":"string","enum":["flowmodule"]}},"required":["tool_type"]},{"$ref":"#/components/schemas/FlowModuleValue"}]},"WebsearchToolValue":{"type":"object","description":"A tool implemented as a websearch tool. The AI can call this like any other websearch tool","properties":{"tool_type":{"type":"string","enum":["websearch"]}},"required":["tool_type"]},"McpToolValue":{"type":"object","description":"Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers","properties":{"tool_type":{"type":"string","enum":["mcp"]},"resource_path":{"type":"string","description":"Path to the MCP resource/server configuration"},"include_tools":{"type":"array","description":"Whitelist of specific tools to include from this MCP server","items":{"type":"string"}},"exclude_tools":{"type":"array","description":"Blacklist of tools to exclude from this MCP server","items":{"type":"string"}}},"required":["tool_type","resource_path"]},"AiAgent":{"type":"object","description":"AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task","properties":{"input_transforms":{"type":"object","description":"Input parameters for the AI agent mapped to their values","properties":{"provider":{"$ref":"#/components/schemas/ProviderTransform"},"output_type":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Output format type.\nValid values: 'text' (default) - plain text response, 'image' - image generation\n"},"user_message":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax."},"system_prompt":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"System instructions that guide the AI's behavior, persona, and response style. Optional."},"streaming":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Boolean. If true, stream the AI response incrementally.\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\n"},"memory":{"$ref":"#/components/schemas/MemoryTransform"},"output_schema":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\n"},"user_attachments":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Array of file references (images or PDFs) for the AI agent.\nFormat: Array<{ bucket: string, key: string }> - S3 object references\nExample: [{ bucket: 'my-bucket', key: 'documents/report.pdf' }]\n"},"max_completion_tokens":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Integer. Maximum number of tokens the AI will generate in its response.\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\n"},"temperature":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Float. Controls randomness/creativity of responses.\nRange: 0.0 to 2.0 (provider-dependent)\n- 0.0 = deterministic, focused responses\n- 0.7 = balanced (common default)\n- 1.0+ = more creative/random\n"}},"required":["provider","user_message","output_type"]},"tools":{"type":"array","description":"Array of tools the agent can use. The agent decides which tools to call based on the task","items":{"$ref":"#/components/schemas/AgentTool"}},"type":{"type":"string","enum":["aiagent"]},"parallel":{"type":"boolean","description":"If true, the agent can execute multiple tool calls in parallel"}},"required":["tools","type","input_transforms"]},"Identity":{"type":"object","description":"Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder","properties":{"type":{"type":"string","enum":["identity"]},"flow":{"type":"boolean","description":"If true, marks this as a flow identity (special handling)"}},"required":["type"]},"FlowStatus":{"type":"object","properties":{"step":{"type":"integer"},"modules":{"type":"array","items":{"$ref":"#/components/schemas/FlowStatusModule"}},"user_states":{"additionalProperties":true},"preprocessor_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"}]},"failure_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"},{"type":"object","properties":{"parent_module":{"type":"string"}}}]},"retry":{"type":"object","properties":{"fail_count":{"type":"integer"},"failed_jobs":{"type":"array","items":{"type":"string","format":"uuid"}}}}},"required":["step","modules","failure_module"]},"FlowStatusModule":{"type":"object","properties":{"type":{"type":"string","enum":["WaitingForPriorSteps","WaitingForEvents","WaitingForExecutor","InProgress","Success","Failure"]},"id":{"type":"string"},"job":{"type":"string","format":"uuid"},"count":{"type":"integer"},"progress":{"type":"integer"},"iterator":{"type":"object","properties":{"index":{"type":"integer"},"itered":{"type":"array","items":{}},"itered_len":{"type":"integer"},"args":{}}},"flow_jobs":{"type":"array","items":{"type":"string"}},"flow_jobs_success":{"type":"array","items":{"type":"boolean"}},"flow_jobs_duration":{"type":"object","properties":{"started_at":{"type":"array","items":{"type":"string"}},"duration_ms":{"type":"array","items":{"type":"integer"}}}},"branch_chosen":{"type":"object","properties":{"type":{"type":"string","enum":["branch","default"]},"branch":{"type":"integer"}},"required":["type"]},"branchall":{"type":"object","properties":{"branch":{"type":"integer"},"len":{"type":"integer"}},"required":["branch","len"]},"approvers":{"type":"array","items":{"type":"object","properties":{"resume_id":{"type":"integer"},"approver":{"type":"string"}},"required":["resume_id","approver"]}},"failed_retries":{"type":"array","items":{"type":"string","format":"uuid"}},"skipped":{"type":"boolean"},"agent_actions":{"type":"array","items":{"type":"object","oneOf":[{"type":"object","properties":{"job_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"type":{"type":"string","enum":["tool_call"]},"module_id":{"type":"string"}},"required":["job_id","function_name","type","module_id"]},{"type":"object","properties":{"call_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"resource_path":{"type":"string"},"type":{"type":"string","enum":["mcp_tool_call"]},"arguments":{"type":"object"}},"required":["call_id","function_name","resource_path","type"]},{"type":"object","properties":{"type":{"type":"string","enum":["web_search"]}},"required":["type"]},{"type":"object","properties":{"type":{"type":"string","enum":["message"]}},"required":["content","type"]}]}},"agent_actions_success":{"type":"array","items":{"type":"boolean"}}},"required":["type"]}} \ No newline at end of file diff --git a/system_prompts/auto-generated/prompts.d.ts b/system_prompts/auto-generated/prompts.d.ts index 892c597ca6..c2bf0ea46f 100644 --- a/system_prompts/auto-generated/prompts.d.ts +++ b/system_prompts/auto-generated/prompts.d.ts @@ -1,9 +1,9 @@ export declare const SCRIPT_BASE = "# Windmill Script Writing Guide\n\n## General Principles\n\n- Scripts must export a main function (do not call it)\n- Libraries are installed automatically - do not show installation instructions\n- Credentials and configuration are stored in resources and passed as parameters\n- The windmill client (`wmill`) provides APIs for interacting with the platform\n\n## Function Naming\n\n- Main function: `main` (or `preprocessor` for preprocessor scripts)\n- Must be async for TypeScript variants\n\n## Return Values\n\n- Scripts can return any JSON-serializable value\n- Return values become available to subsequent flow steps via `results.step_id`\n\n## Preprocessor Scripts\n\nPreprocessor scripts process raw trigger data from various sources (webhook, custom HTTP route, SQS, WebSocket, Kafka, NATS, MQTT, Postgres, or email) before passing it to the flow. This separates the trigger logic from the flow logic and keeps the auto-generated UI clean.\n\nThe returned object determines the parameter values passed to the flow.\ne.g., `{ b: 1, a: 2 }` calls the flow with `a = 2` and `b = 1`, assuming the flow has two inputs called `a` and `b`.\n\nThe preprocessor receives a single parameter called `event`.\n"; -export declare const FLOW_BASE = "# Windmill Flow Building Guide\n\n## CLI Commands\n\nCreate a folder ending with `.flow` and add a YAML file with the flow definition.\nFor rawscript modules, use `!inline path/to/script.ts` for the content key.\nAfter writing, tell the user they can run:\n- `wmill flow generate-locks --yes` - Generate lock files for the specific flow you modified (e.g. `wmill flow generate-locks f/my_folder/my_flow.flow --yes`)\n- `wmill sync push` - Deploy to Windmill\n\nDo NOT run these commands yourself. Instead, inform the user that they should run them.\n\n## OpenFlow Schema\n\nThe OpenFlow schema (openflow.openapi.yaml) is the source of truth for flow structure. Refer to OPENFLOW_SCHEMA for the complete type definitions.\n\n## Reserved Module IDs\n\n- `failure` - Reserved for failure handler module\n- `preprocessor` - Reserved for preprocessor module\n- `Input` - Reserved for flow input reference\n\n## Module ID Rules\n\n- Must be unique across the entire flow\n- Use underscores, not spaces (e.g., `fetch_data` not `fetch data`)\n- Use descriptive names that reflect the step's purpose\n\n## Common Mistakes to Avoid\n\n- Missing `input_transforms` - Rawscript parameters won't receive values without them\n- Referencing future steps - `results.step_id` only works for steps that execute before the current one\n- Duplicate module IDs - Each module ID must be unique in the flow\n\n## Data Flow Between Steps\n\n- `flow_input.property` - Access flow input parameters\n- `results.step_id` - Access output from a previous step\n- `results.step_id.property` - Access specific property from previous step output\n- `flow_input.iter.value` - Current item when inside a for-loop\n- `flow_input.iter.index` - Current index when inside a for-loop\n\n## Input Transforms\n\nEvery rawscript module needs `input_transforms` to map function parameters to values:\n\nStatic transform (fixed value):\n{\"param_name\": {\"type\": \"static\", \"value\": \"fixed_string\"}}\n\nJavaScript transform (dynamic expression):\n{\"param_name\": {\"type\": \"javascript\", \"expr\": \"results.previous_step.data\"}}\n\n## Resource References\n\n- For flow inputs: Use type `\"object\"` with format `\"resource-{type}\"` (e.g., `\"resource-postgresql\"`)\n- For step inputs: Use static value `\"$res:path/to/resource\"`\n\n## Failure Handler\n\nExecutes when any step fails. Has access to error details:\n\n- `error.message` - Error message\n- `error.step_id` - ID of failed step\n- `error.name` - Error name\n- `error.stack` - Stack trace\n\n## S3 Object Operations\n\nWindmill provides built-in support for S3-compatible storage operations.\n\nTo accept an S3 object as flow input:\n\n```json\n{\n \"type\": \"object\",\n \"properties\": {\n \"file\": {\n \"type\": \"object\",\n \"format\": \"resource-s3_object\",\n \"description\": \"File to process\"\n }\n }\n}\n```\n\n## Using Resources in Flows\n\nOn Windmill, credentials and configuration are stored in resources. Resource types define the format of the resource.\n\n### As Flow Input\n\nIn the flow schema, set the property type to `\"object\"` with format `\"resource-{type}\"`:\n\n```json\n{\n \"type\": \"object\",\n \"properties\": {\n \"database\": {\n \"type\": \"object\",\n \"format\": \"resource-postgresql\",\n \"description\": \"Database connection\"\n }\n }\n}\n```\n\n### As Step Input (Static Reference)\n\nReference a specific resource using `$res:` prefix:\n\n```json\n{\n \"database\": {\n \"type\": \"static\",\n \"value\": \"$res:f/folder/my_database\"\n }\n}\n```\n"; -export declare const SDK_TYPESCRIPT = "# TypeScript SDK (windmill-client)\n\nImport: import * as wmill from 'windmill-client'\n\n/**\n * Initialize the Windmill client with authentication token and base URL\n * @param token - Authentication token (defaults to WM_TOKEN env variable)\n * @param baseUrl - API base URL (defaults to BASE_INTERNAL_URL or BASE_URL env variable)\n */\nsetClient(token?: string, baseUrl?: string): void\n\n/**\n * Create a client configuration from env variables\n * @returns client configuration\n */\ngetWorkspace(): string\n\n/**\n * Get a resource value by path\n * @param path path of the resource, default to internal state path\n * @param undefinedIfEmpty if the resource does not exist, return undefined instead of throwing an error\n * @returns resource value\n */\nasync getResource(path?: string, undefinedIfEmpty?: boolean): Promise\n\n/**\n * Get the true root job id\n * @param jobId job id to get the root job id from (default to current job)\n * @returns root job id\n */\nasync getRootJobId(jobId?: string): Promise\n\n/**\n * @deprecated Use runScriptByPath or runScriptByHash instead\n */\nasync runScript(path: string | null = null, hash_: string | null = null, args: Record | null = null, verbose: boolean = false): Promise\n\n/**\n * Run a script synchronously by its path and wait for the result\n * @param path - Script path in Windmill\n * @param args - Arguments to pass to the script\n * @param verbose - Enable verbose logging\n * @returns Script execution result\n */\nasync runScriptByPath(path: string, args: Record | null = null, verbose: boolean = false): Promise\n\n/**\n * Run a script synchronously by its hash and wait for the result\n * @param hash_ - Script hash in Windmill\n * @param args - Arguments to pass to the script\n * @param verbose - Enable verbose logging\n * @returns Script execution result\n */\nasync runScriptByHash(hash_: string, args: Record | null = null, verbose: boolean = false): Promise\n\n/**\n * Append a text to the result stream\n * @param text text to append to the result stream\n */\nappendToResultStream(text: string): void\n\n/**\n * Stream to the result stream\n * @param stream stream to stream to the result stream\n */\nasync streamResult(stream: AsyncIterable): Promise\n\n/**\n * Run a flow synchronously by its path and wait for the result\n * @param path - Flow path in Windmill\n * @param args - Arguments to pass to the flow\n * @param verbose - Enable verbose logging\n * @returns Flow execution result\n */\nasync runFlow(path: string | null = null, args: Record | null = null, verbose: boolean = false): Promise\n\n/**\n * Wait for a job to complete and return its result\n * @param jobId - ID of the job to wait for\n * @param verbose - Enable verbose logging\n * @returns Job result when completed\n */\nasync waitJob(jobId: string, verbose: boolean = false): Promise\n\n/**\n * Get the result of a completed job\n * @param jobId - ID of the completed job\n * @returns Job result\n */\nasync getResult(jobId: string): Promise\n\n/**\n * Get the result of a job if completed, or its current status\n * @param jobId - ID of the job\n * @returns Object with started, completed, success, and result properties\n */\nasync getResultMaybe(jobId: string): Promise\n\n/**\n * @deprecated Use runScriptByPathAsync or runScriptByHashAsync instead\n */\nasync runScriptAsync(path: string | null, hash_: string | null, args: Record | null, scheduledInSeconds: number | null = null): Promise\n\n/**\n * Run a script asynchronously by its path\n * @param path - Script path in Windmill\n * @param args - Arguments to pass to the script\n * @param scheduledInSeconds - Schedule execution for a future time (in seconds)\n * @returns Job ID of the created job\n */\nasync runScriptByPathAsync(path: string, args: Record | null = null, scheduledInSeconds: number | null = null): Promise\n\n/**\n * Run a script asynchronously by its hash\n * @param hash_ - Script hash in Windmill\n * @param args - Arguments to pass to the script\n * @param scheduledInSeconds - Schedule execution for a future time (in seconds)\n * @returns Job ID of the created job\n */\nasync runScriptByHashAsync(hash_: string, args: Record | null = null, scheduledInSeconds: number | null = null): Promise\n\n/**\n * Run a flow asynchronously by its path\n * @param path - Flow path in Windmill\n * @param args - Arguments to pass to the flow\n * @param scheduledInSeconds - Schedule execution for a future time (in seconds)\n * @param doNotTrackInParent - If false, tracks state in parent job (only use when fully awaiting the job)\n * @returns Job ID of the created job\n */\nasync runFlowAsync(path: string | null, args: Record | null, scheduledInSeconds: number | null = null, // can only be set to false if this the job will be fully await and not concurrent with any other job // as otherwise the child flow and its own child will store their state in the parent job which will // lead to incorrectness and failures doNotTrackInParent: boolean = true): Promise\n\n/**\n * Resolve a resource value in case the default value was picked because the input payload was undefined\n * @param obj resource value or path of the resource under the format `$res:path`\n * @returns resource value\n */\nasync resolveDefaultResource(obj: any): Promise\n\n/**\n * Get the state file path from environment variables\n * @returns State path string\n */\ngetStatePath(): string\n\n/**\n * Set a resource value by path\n * @param path path of the resource to set, default to state path\n * @param value new value of the resource to set\n * @param initializeToTypeIfNotExist if the resource does not exist, initialize it with this type\n */\nasync setResource(value: any, path?: string, initializeToTypeIfNotExist?: string): Promise\n\n/**\n * Set the state\n * @param state state to set\n * @deprecated use setState instead\n */\nasync setInternalState(state: any): Promise\n\n/**\n * Set the state\n * @param state state to set\n * @param path Optional state resource path override. Defaults to `getStatePath()`.\n */\nasync setState(state: any, path?: string): Promise\n\n/**\n * Set the progress\n * Progress cannot go back and limited to 0% to 99% range\n * @param percent Progress to set in %\n * @param jobId? Job to set progress for\n */\nasync setProgress(percent: number, jobId?: any): Promise\n\n/**\n * Get the progress\n * @param jobId? Job to get progress from\n * @returns Optional clamped between 0 and 100 progress value\n */\nasync getProgress(jobId?: any): Promise\n\n/**\n * Set a flow user state\n * @param key key of the state\n * @param value value of the state\n */\nasync setFlowUserState(key: string, value: any, errorIfNotPossible?: boolean): Promise\n\n/**\n * Get a flow user state\n * @param path path of the variable\n */\nasync getFlowUserState(key: string, errorIfNotPossible?: boolean): Promise\n\n/**\n * Get the internal state\n * @deprecated use getState instead\n */\nasync getInternalState(): Promise\n\n/**\n * Get the state shared across executions\n * @param path Optional state resource path override. Defaults to `getStatePath()`.\n */\nasync getState(path?: string): Promise\n\n/**\n * Get a variable by path\n * @param path path of the variable\n * @returns variable value\n */\nasync getVariable(path: string): Promise\n\n/**\n * Set a variable by path, create if not exist\n * @param path path of the variable\n * @param value value of the variable\n * @param isSecretIfNotExist if the variable does not exist, create it as secret or not (default: false)\n * @param descriptionIfNotExist if the variable does not exist, create it with this description (default: \"\")\n */\nasync setVariable(path: string, value: string, isSecretIfNotExist?: boolean, descriptionIfNotExist?: string): Promise\n\n/**\n * Build a PostgreSQL connection URL from a database resource\n * @param path - Path to the database resource\n * @returns PostgreSQL connection URL string\n */\nasync databaseUrlFromResource(path: string): Promise\n\nasync polarsConnectionSettings(s3_resource_path: string | undefined): Promise\n\nasync duckdbConnectionSettings(s3_resource_path: string | undefined): Promise\n\n/**\n * Get S3 client settings from a resource or workspace default\n * @param s3_resource_path - Path to S3 resource (uses workspace default if undefined)\n * @returns S3 client configuration settings\n */\nasync denoS3LightClientSettings(s3_resource_path: string | undefined): Promise\n\n/**\n * Load the content of a file stored in S3. If the s3ResourcePath is undefined, it will default to the workspace S3 resource.\n * \n * ```typescript\n * let fileContent = await wmill.loadS3FileContent(inputFile)\n * // if the file is a raw text file, it can be decoded and printed directly:\n * const text = new TextDecoder().decode(fileContentStream)\n * console.log(text);\n * ```\n */\nasync loadS3File(s3object: S3Object, s3ResourcePath: string | undefined = undefined): Promise\n\n/**\n * Load the content of a file stored in S3 as a stream. If the s3ResourcePath is undefined, it will default to the workspace S3 resource.\n * \n * ```typescript\n * let fileContentBlob = await wmill.loadS3FileStream(inputFile)\n * // if the content is plain text, the blob can be read directly:\n * console.log(await fileContentBlob.text());\n * ```\n */\nasync loadS3FileStream(s3object: S3Object, s3ResourcePath: string | undefined = undefined): Promise\n\n/**\n * Persist a file to the S3 bucket. If the s3ResourcePath is undefined, it will default to the workspace S3 resource.\n * \n * ```typescript\n * const s3object = await writeS3File(s3Object, \"Hello Windmill!\")\n * const fileContentAsUtf8Str = (await s3object.toArray()).toString('utf-8')\n * console.log(fileContentAsUtf8Str)\n * ```\n */\nasync writeS3File(s3object: S3Object | undefined, fileContent: string | Blob, s3ResourcePath: string | undefined = undefined, contentType: string | undefined = undefined, contentDisposition: string | undefined = undefined): Promise\n\n/**\n * Sign S3 objects to be used by anonymous users in public apps\n * @param s3objects s3 objects to sign\n * @returns signed s3 objects\n */\nasync signS3Objects(s3objects: S3Object[]): Promise\n\n/**\n * Sign S3 object to be used by anonymous users in public apps\n * @param s3object s3 object to sign\n * @returns signed s3 object\n */\nasync signS3Object(s3object: S3Object): Promise\n\n/**\n * Generate a presigned public URL for an array of S3 objects.\n * If an S3 object is not signed yet, it will be signed first.\n * @param s3Objects s3 objects to sign\n * @returns list of signed public URLs\n */\nasync getPresignedS3PublicUrls(s3Objects: S3Object[], { baseUrl }: { baseUrl?: string } = {}): Promise\n\n/**\n * Generate a presigned public URL for an S3 object. If the S3 object is not signed yet, it will be signed first.\n * @param s3Object s3 object to sign\n * @returns signed public URL\n */\nasync getPresignedS3PublicUrl(s3Objects: S3Object, { baseUrl }: { baseUrl?: string } = {}): Promise\n\n/**\n * Get URLs needed for resuming a flow after this step\n * @param approver approver name\n * @param flowLevel if true, generate resume URLs for the parent flow instead of the specific step.\n * This allows pre-approvals that can be consumed by any later suspend step in the same flow.\n * @returns approval page UI URL, resume and cancel API URLs for resuming the flow\n */\nasync getResumeUrls(approver?: string, flowLevel?: boolean): Promise<{\n approvalPage: string;\n resume: string;\n cancel: string;\n}>\n\n/**\n * @deprecated use getResumeUrls instead\n */\ngetResumeEndpoints(approver?: string): Promise<{\n approvalPage: string;\n resume: string;\n cancel: string;\n}>\n\n/**\n * Get an OIDC jwt token for auth to external services (e.g: Vault, AWS) (ee only)\n * @param audience audience of the token\n * @param expiresIn Optional number of seconds until the token expires\n * @returns jwt token\n */\nasync getIdToken(audience: string, expiresIn?: number): Promise\n\n/**\n * Convert a base64-encoded string to Uint8Array\n * @param data - Base64-encoded string\n * @returns Decoded Uint8Array\n */\nbase64ToUint8Array(data: string): Uint8Array\n\n/**\n * Convert a Uint8Array to base64-encoded string\n * @param arrayBuffer - Uint8Array to encode\n * @returns Base64-encoded string\n */\nuint8ArrayToBase64(arrayBuffer: Uint8Array): string\n\n/**\n * Get email from workspace username\n * This method is particularly useful for apps that require the email address of the viewer.\n * Indeed, in the viewer context, WM_USERNAME is set to the username of the viewer but WM_EMAIL is set to the email of the creator of the app.\n * @param username\n * @returns email address\n */\nasync usernameToEmail(username: string): Promise\n\n/**\n * Sends an interactive approval request via Slack, allowing optional customization of the message, approver, and form fields.\n * \n * **[Enterprise Edition Only]** To include form fields in the Slack approval request, go to **Advanced -> Suspend -> Form**\n * and define a form. Learn more at [Windmill Documentation](https://www.windmill.dev/docs/flows/flow_approval#form).\n * \n * @param {Object} options - The configuration options for the Slack approval request.\n * @param {string} options.slackResourcePath - The path to the Slack resource in Windmill.\n * @param {string} options.channelId - The Slack channel ID where the approval request will be sent.\n * @param {string} [options.message] - Optional custom message to include in the Slack approval request.\n * @param {string} [options.approver] - Optional user ID or name of the approver for the request.\n * @param {DefaultArgs} [options.defaultArgsJson] - Optional object defining or overriding the default arguments to a form field.\n * @param {Enums} [options.dynamicEnumsJson] - Optional object overriding the enum default values of an enum form field.\n * @param {string} [options.resumeButtonText] - Optional text for the resume button.\n * @param {string} [options.cancelButtonText] - Optional text for the cancel button.\n * \n * @returns {Promise} Resolves when the Slack approval request is successfully sent.\n * \n * @throws {Error} If the function is not called within a flow or flow preview.\n * @throws {Error} If the `JobService.getSlackApprovalPayload` call fails.\n * \n * **Usage Example:**\n * ```typescript\n * await requestInteractiveSlackApproval({\n * slackResourcePath: \"/u/alex/my_slack_resource\",\n * channelId: \"admins-slack-channel\",\n * message: \"Please approve this request\",\n * approver: \"approver123\",\n * defaultArgsJson: { key1: \"value1\", key2: 42 },\n * dynamicEnumsJson: { foo: [\"choice1\", \"choice2\"], bar: [\"optionA\", \"optionB\"] },\n * resumeButtonText: \"Resume\",\n * cancelButtonText: \"Cancel\",\n * });\n * ```\n * \n * **Note:** This function requires execution within a Windmill flow or flow preview.\n */\nasync requestInteractiveSlackApproval({ slackResourcePath, channelId, message, approver, defaultArgsJson, dynamicEnumsJson, resumeButtonText, cancelButtonText, }: SlackApprovalOptions): Promise\n\n/**\n * Sends an interactive approval request via Teams, allowing optional customization of the message, approver, and form fields.\n * \n * **[Enterprise Edition Only]** To include form fields in the Teams approval request, go to **Advanced -> Suspend -> Form**\n * and define a form. Learn more at [Windmill Documentation](https://www.windmill.dev/docs/flows/flow_approval#form).\n * \n * @param {Object} options - The configuration options for the Teams approval request.\n * @param {string} options.teamName - The Teams team name where the approval request will be sent.\n * @param {string} options.channelName - The Teams channel name where the approval request will be sent.\n * @param {string} [options.message] - Optional custom message to include in the Teams approval request.\n * @param {string} [options.approver] - Optional user ID or name of the approver for the request.\n * @param {DefaultArgs} [options.defaultArgsJson] - Optional object defining or overriding the default arguments to a form field.\n * @param {Enums} [options.dynamicEnumsJson] - Optional object overriding the enum default values of an enum form field.\n * \n * @returns {Promise} Resolves when the Teams approval request is successfully sent.\n * \n * @throws {Error} If the function is not called within a flow or flow preview.\n * @throws {Error} If the `JobService.getTeamsApprovalPayload` call fails.\n * \n * **Usage Example:**\n * ```typescript\n * await requestInteractiveTeamsApproval({\n * teamName: \"admins-teams\",\n * channelName: \"admins-teams-channel\",\n * message: \"Please approve this request\",\n * approver: \"approver123\",\n * defaultArgsJson: { key1: \"value1\", key2: 42 },\n * dynamicEnumsJson: { foo: [\"choice1\", \"choice2\"], bar: [\"optionA\", \"optionB\"] },\n * });\n * ```\n * \n * **Note:** This function requires execution within a Windmill flow or flow preview.\n */\nasync requestInteractiveTeamsApproval({ teamName, channelName, message, approver, defaultArgsJson, dynamicEnumsJson, }: TeamsApprovalOptions): Promise\n\n/**\n * Parse an S3 object from URI string or record format\n * @param s3Object - S3 object as URI string (s3://storage/key) or record\n * @returns S3 object record with storage and s3 key\n */\nparseS3Object(s3Object: S3Object): S3ObjectRecord\n\nsetWorkflowCtx(ctx: WorkflowCtx | null): void\n\nasync sleep(seconds: number): Promise\n\nasync step(name: string, fn: () => T | Promise): Promise\n\n/**\n * Create a task that dispatches to a separate Windmill script.\n * \n * @example\n * const extract = taskScript(\"f/data/extract\");\n * // inside workflow: await extract({ url: \"https://...\" })\n */\ntaskScript(path: string, options?: TaskOptions): (...args: any[]) => PromiseLike\n\n/**\n * Create a task that dispatches to a separate Windmill flow.\n * \n * @example\n * const pipeline = taskFlow(\"f/etl/pipeline\");\n * // inside workflow: await pipeline({ input: data })\n */\ntaskFlow(path: string, options?: TaskOptions): (...args: any[]) => PromiseLike\n\n/**\n * Mark an async function as a workflow-as-code entry point.\n * \n * The function must be **deterministic**: given the same inputs it must call\n * tasks in the same order on every replay. Branching on task results is fine\n * (results are replayed from checkpoint), but branching on external state\n * (current time, random values, external API calls) must use `step()` to\n * checkpoint the value so replays see the same result.\n */\nworkflow(fn: (...args: any[]) => Promise): void\n\n/**\n * Suspend the workflow and wait for an external approval.\n * \n * Use `getResumeUrls()` (wrapped in `step()`) to obtain resume/cancel/approvalPage\n * URLs before calling this function.\n * \n * @example\n * const urls = await step(\"urls\", () => getResumeUrls());\n * await step(\"notify\", () => sendEmail(urls.approvalPage));\n * const { value, approver } = await waitForApproval({ timeout: 3600 });\n */\nwaitForApproval(options?: { timeout?: number; form?: object; }): PromiseLike<{ value: any; approver: string; approved: boolean }>\n\n/**\n * Process items in parallel with optional concurrency control.\n * \n * Each item is processed by calling `fn(item)`, which should be a task().\n * Items are dispatched in batches of `concurrency` (default: all at once).\n * \n * @example\n * const process = task(async (item: string) => { ... });\n * const results = await parallel(items, process, { concurrency: 5 });\n */\nasync parallel(items: T[], fn: (item: T) => PromiseLike | R, options?: { concurrency?: number },): Promise\n\n/**\n * Commit Kafka offsets for a trigger with auto_commit disabled.\n * @param triggerPath - Path to the Kafka trigger (from event.wm_trigger.trigger_path)\n * @param topic - Kafka topic name (from event.topic)\n * @param partition - Partition number (from event.partition)\n * @param offset - Message offset to commit (from event.offset)\n */\nasync commitKafkaOffsets(triggerPath: string, topic: string, partition: number, offset: number,): Promise\n\n/**\n * Create a SQL template function for PostgreSQL/datatable queries\n * @param name - Database/datatable name (default: \"main\")\n * @returns SQL template function for building parameterized queries\n * @example\n * let sql = wmill.datatable()\n * let name = 'Robin'\n * let age = 21\n * await sql`\n * SELECT * FROM friends\n * WHERE name = ${name} AND age = ${age}::int\n * `.fetch()\n */\ndatatable(name: string = \"main\"): DatatableSqlTemplateFunction\n\n/**\n * Create a SQL template function for DuckDB/ducklake queries\n * @param name - DuckDB database name (default: \"main\")\n * @returns SQL template function for building parameterized queries\n * @example\n * let sql = wmill.ducklake()\n * let name = 'Robin'\n * let age = 21\n * await sql`\n * SELECT * FROM friends\n * WHERE name = ${name} AND age = ${age}\n * `.fetch()\n */\nducklake(name: string = \"main\"): SqlTemplateFunction\n"; -export declare const SDK_PYTHON = "# Python SDK (wmill)\n\nImport: import wmill\n\ndef get_mocked_api() -> Optional[dict]\n\n# Get the HTTP client instance.\n# \n# Returns:\n# Configured httpx.Client for API requests\ndef get_client() -> httpx.Client\n\n# Make an HTTP GET request to the Windmill API.\n# \n# Args:\n# endpoint: API endpoint path\n# raise_for_status: Whether to raise an exception on HTTP errors\n# **kwargs: Additional arguments passed to httpx.get\n# \n# Returns:\n# HTTP response object\ndef get(endpoint, raise_for_status = True, **kwargs) -> httpx.Response\n\n# Make an HTTP POST request to the Windmill API.\n# \n# Args:\n# endpoint: API endpoint path\n# raise_for_status: Whether to raise an exception on HTTP errors\n# **kwargs: Additional arguments passed to httpx.post\n# \n# Returns:\n# HTTP response object\ndef post(endpoint, raise_for_status = True, **kwargs) -> httpx.Response\n\n# Create a new authentication token.\n# \n# Args:\n# duration: Token validity duration (default: 1 day)\n# \n# Returns:\n# New authentication token string\ndef create_token(duration = dt.timedelta(days=1)) -> str\n\n# Create a script job and return its job id.\n# \n# .. deprecated:: Use run_script_by_path_async or run_script_by_hash_async instead.\ndef run_script_async(path: str = None, hash_: str = None, args: dict = None, scheduled_in_secs: int = None) -> str\n\n# Create a script job by path and return its job id.\ndef run_script_by_path_async(path: str, args: dict = None, scheduled_in_secs: int = None) -> str\n\n# Create a script job by hash and return its job id.\ndef run_script_by_hash_async(hash_: str, args: dict = None, scheduled_in_secs: int = None) -> str\n\n# Create a flow job and return its job id.\ndef run_flow_async(path: str, args: dict = None, scheduled_in_secs: int = None, do_not_track_in_parent: bool = True) -> str\n\n# Run script synchronously and return its result.\n# \n# .. deprecated:: Use run_script_by_path or run_script_by_hash instead.\ndef run_script(path: str = None, hash_: str = None, args: dict = None, timeout: dt.timedelta | int | float | None = None, verbose: bool = False, cleanup: bool = True, assert_result_is_not_none: bool = False) -> Any\n\n# Run script by path synchronously and return its result.\ndef run_script_by_path(path: str, args: dict = None, timeout: dt.timedelta | int | float | None = None, verbose: bool = False, cleanup: bool = True, assert_result_is_not_none: bool = False) -> Any\n\n# Run script by hash synchronously and return its result.\ndef run_script_by_hash(hash_: str, args: dict = None, timeout: dt.timedelta | int | float | None = None, verbose: bool = False, cleanup: bool = True, assert_result_is_not_none: bool = False) -> Any\n\n# Run a script on the current worker without creating a job\ndef run_inline_script_preview(content: str, language: str, args: dict = None) -> Any\n\n# Wait for a job to complete and return its result.\n# \n# Args:\n# job_id: ID of the job to wait for\n# timeout: Maximum time to wait (seconds or timedelta)\n# verbose: Enable verbose logging\n# cleanup: Register cleanup handler to cancel job on exit\n# assert_result_is_not_none: Raise exception if result is None\n# \n# Returns:\n# Job result when completed\n# \n# Raises:\n# TimeoutError: If timeout is reached\n# Exception: If job fails\ndef wait_job(job_id, timeout: dt.timedelta | int | float | None = None, verbose: bool = False, cleanup: bool = True, assert_result_is_not_none: bool = False)\n\n# Cancel a specific job by ID.\n# \n# Args:\n# job_id: UUID of the job to cancel\n# reason: Optional reason for cancellation\n# \n# Returns:\n# Response message from the cancel endpoint\ndef cancel_job(job_id: str, reason: str = None) -> str\n\n# Cancel currently running executions of the same script.\ndef cancel_running() -> dict\n\n# Get job details by ID.\n# \n# Args:\n# job_id: UUID of the job\n# \n# Returns:\n# Job details dictionary\ndef get_job(job_id: str) -> dict\n\n# Get the root job ID for a flow hierarchy.\n# \n# Args:\n# job_id: Job ID (defaults to current WM_JOB_ID)\n# \n# Returns:\n# Root job ID\ndef get_root_job_id(job_id: str | None = None) -> dict\n\n# Get an OIDC JWT token for authentication to external services.\n# \n# Args:\n# audience: Token audience (e.g., \"vault\", \"aws\")\n# expires_in: Optional expiration time in seconds\n# \n# Returns:\n# JWT token string\ndef get_id_token(audience: str, expires_in: int | None = None) -> str\n\n# Get the status of a job.\n# \n# Args:\n# job_id: UUID of the job\n# \n# Returns:\n# Job status: \"RUNNING\", \"WAITING\", or \"COMPLETED\"\ndef get_job_status(job_id: str) -> JobStatus\n\n# Get the result of a completed job.\n# \n# Args:\n# job_id: UUID of the completed job\n# assert_result_is_not_none: Raise exception if result is None\n# \n# Returns:\n# Job result\ndef get_result(job_id: str, assert_result_is_not_none: bool = True) -> Any\n\n# Get a variable value by path.\n# \n# Args:\n# path: Variable path in Windmill\n# \n# Returns:\n# Variable value as string\ndef get_variable(path: str) -> str\n\n# Set a variable value by path, creating it if it doesn't exist.\n# \n# Args:\n# path: Variable path in Windmill\n# value: Variable value to set\n# is_secret: Whether the variable should be secret (default: False)\ndef set_variable(path: str, value: str, is_secret: bool = False) -> None\n\n# Get a resource value by path.\n# \n# Args:\n# path: Resource path in Windmill\n# none_if_undefined: Return None instead of raising if not found\n# interpolated: if variables and resources are fully unrolled\n# \n# Returns:\n# Resource value dictionary or None\ndef get_resource(path: str, none_if_undefined: bool = False, interpolated: bool = True) -> dict | None\n\n# Set a resource value by path, creating it if it doesn't exist.\n# \n# Args:\n# value: Resource value to set\n# path: Resource path in Windmill\n# resource_type: Resource type for creation\ndef set_resource(value: Any, path: str, resource_type: str)\n\n# List resources from Windmill workspace.\n# \n# Args:\n# resource_type: Optional resource type to filter by (e.g., \"postgresql\", \"mysql\", \"s3\")\n# page: Optional page number for pagination\n# per_page: Optional number of results per page\n# \n# Returns:\n# List of resource dictionaries\ndef list_resources(resource_type: str = None, page: int = None, per_page: int = None) -> list[dict]\n\n# Set the workflow state.\n# \n# Args:\n# value: State value to set\n# path: Optional state resource path override.\ndef set_state(value: Any, path: str | None = None) -> None\n\n# Get the workflow state.\n# \n# Args:\n# path: Optional state resource path override.\n# \n# Returns:\n# State value or None if not set\ndef get_state(path: str | None = None) -> Any\n\n# Set job progress percentage (0-99).\n# \n# Args:\n# value: Progress percentage\n# job_id: Job ID (defaults to current WM_JOB_ID)\ndef set_progress(value: int, job_id: Optional[str] = None)\n\n# Get job progress percentage.\n# \n# Args:\n# job_id: Job ID (defaults to current WM_JOB_ID)\n# \n# Returns:\n# Progress value (0-100) or None if not set\ndef get_progress(job_id: Optional[str] = None) -> Any\n\n# Set the user state of a flow at a given key\ndef set_flow_user_state(key: str, value: Any) -> None\n\n# Get the user state of a flow at a given key\ndef get_flow_user_state(key: str) -> Any\n\n# Get the Windmill server version.\n# \n# Returns:\n# Version string\ndef version()\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection from DuckDB\ndef get_duckdb_connection_settings(s3_resource_path: str = '') -> DuckDbConnectionSettings | None\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection from Polars\ndef get_polars_connection_settings(s3_resource_path: str = '') -> PolarsConnectionSettings\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection using boto3\ndef get_boto3_connection_settings(s3_resource_path: str = '') -> Boto3ConnectionSettings\n\n# Load a file from the workspace s3 bucket and returns its content as bytes.\n# \n# '''python\n# from wmill import S3Object\n# \n# s3_obj = S3Object(s3=\"/path/to/my_file.txt\")\n# my_obj_content = client.load_s3_file(s3_obj)\n# file_content = my_obj_content.decode(\"utf-8\")\n# '''\ndef load_s3_file(s3object: S3Object | str, s3_resource_path: str | None) -> bytes\n\n# Load a file from the workspace s3 bucket and returns the bytes stream.\n# \n# '''python\n# from wmill import S3Object\n# \n# s3_obj = S3Object(s3=\"/path/to/my_file.txt\")\n# with wmill.load_s3_file_reader(s3object, s3_resource_path) as file_reader:\n# print(file_reader.read())\n# '''\ndef load_s3_file_reader(s3object: S3Object | str, s3_resource_path: str | None) -> BufferedReader\n\n# Write a file to the workspace S3 bucket\n# \n# '''python\n# from wmill import S3Object\n# \n# s3_obj = S3Object(s3=\"/path/to/my_file.txt\")\n# \n# # for an in memory bytes array:\n# file_content = b'Hello Windmill!'\n# client.write_s3_file(s3_obj, file_content)\n# \n# # for a file:\n# with open(\"my_file.txt\", \"rb\") as my_file:\n# client.write_s3_file(s3_obj, my_file)\n# '''\ndef write_s3_file(s3object: S3Object | str | None, file_content: BufferedReader | bytes, s3_resource_path: str | None, content_type: str | None = None, content_disposition: str | None = None) -> S3Object\n\n# Permanently delete a file from the workspace S3 bucket.\n# \n# '''python\n# from wmill import S3Object\n# \n# s3_obj = S3Object(s3=\"/path/to/my_file.txt\")\n# client.delete_s3_object(s3_obj)\n# '''\ndef delete_s3_object(s3object: S3Object | str, s3_resource_path: str | None = None) -> None\n\n# Sign S3 objects for use by anonymous users in public apps.\n# \n# Args:\n# s3_objects: List of S3 objects to sign\n# \n# Returns:\n# List of signed S3 objects\ndef sign_s3_objects(s3_objects: list[S3Object | str]) -> list[S3Object]\n\n# Sign a single S3 object for use by anonymous users in public apps.\n# \n# Args:\n# s3_object: S3 object to sign\n# \n# Returns:\n# Signed S3 object\ndef sign_s3_object(s3_object: S3Object | str) -> S3Object\n\n# Generate presigned public URLs for an array of S3 objects.\n# If an S3 object is not signed yet, it will be signed first.\n# \n# Args:\n# s3_objects: List of S3 objects to sign\n# base_url: Optional base URL for the presigned URLs (defaults to WM_BASE_URL)\n# \n# Returns:\n# List of signed public URLs\n# \n# Example:\n# >>> s3_objs = [S3Object(s3=\"/path/to/file1.txt\"), S3Object(s3=\"/path/to/file2.txt\")]\n# >>> urls = client.get_presigned_s3_public_urls(s3_objs)\ndef get_presigned_s3_public_urls(s3_objects: list[S3Object | str], base_url: str | None = None) -> list[str]\n\n# Generate a presigned public URL for an S3 object.\n# If the S3 object is not signed yet, it will be signed first.\n# \n# Args:\n# s3_object: S3 object to sign\n# base_url: Optional base URL for the presigned URL (defaults to WM_BASE_URL)\n# \n# Returns:\n# Signed public URL\n# \n# Example:\n# >>> s3_obj = S3Object(s3=\"/path/to/file.txt\")\n# >>> url = client.get_presigned_s3_public_url(s3_obj)\ndef get_presigned_s3_public_url(s3_object: S3Object | str, base_url: str | None = None) -> str\n\n# Get the current user information.\n# \n# Returns:\n# User details dictionary\ndef whoami() -> dict\n\n# Get the current user information (alias for whoami).\n# \n# Returns:\n# User details dictionary\ndef user() -> dict\n\n# Get the state resource path from environment.\n# \n# Returns:\n# State path string\ndef state_path() -> str\n\n# Get the workflow state.\n# \n# Returns:\n# State value or None if not set\ndef state() -> Any\n\n# Set the state in the shared folder using pickle\ndef set_shared_state_pickle(value: Any, path: str = 'state.pickle') -> None\n\n# Get the state in the shared folder using pickle\ndef get_shared_state_pickle(path: str = 'state.pickle') -> Any\n\n# Set the state in the shared folder using pickle\ndef set_shared_state(value: Any, path: str = 'state.json') -> None\n\n# Get the state in the shared folder using pickle\ndef get_shared_state(path: str = 'state.json') -> None\n\n# Get URLs needed for resuming a flow after suspension.\n# \n# Args:\n# approver: Optional approver name\n# flow_level: If True, generate resume URLs for the parent flow instead of the\n# specific step. This allows pre-approvals that can be consumed by any later\n# suspend step in the same flow.\n# \n# Returns:\n# Dictionary with approvalPage, resume, and cancel URLs\ndef get_resume_urls(approver: str = None, flow_level: bool = None) -> dict\n\n# Sends an interactive approval request via Slack, allowing optional customization of the message, approver, and form fields.\n# \n# **[Enterprise Edition Only]** To include form fields in the Slack approval request, use the \"Advanced -> Suspend -> Form\" functionality.\n# Learn more at: https://www.windmill.dev/docs/flows/flow_approval#form\n# \n# :param slack_resource_path: The path to the Slack resource in Windmill.\n# :type slack_resource_path: str\n# :param channel_id: The Slack channel ID where the approval request will be sent.\n# :type channel_id: str\n# :param message: Optional custom message to include in the Slack approval request.\n# :type message: str, optional\n# :param approver: Optional user ID or name of the approver for the request.\n# :type approver: str, optional\n# :param default_args_json: Optional dictionary defining or overriding the default arguments for form fields.\n# :type default_args_json: dict, optional\n# :param dynamic_enums_json: Optional dictionary overriding the enum default values of enum form fields.\n# :type dynamic_enums_json: dict, optional\n# \n# :raises Exception: If the function is not called within a flow or flow preview.\n# :raises Exception: If the required flow job or flow step environment variables are not set.\n# \n# :return: None\n# \n# **Usage Example:**\n# >>> client.request_interactive_slack_approval(\n# ... slack_resource_path=\"/u/alex/my_slack_resource\",\n# ... channel_id=\"admins-slack-channel\",\n# ... message=\"Please approve this request\",\n# ... approver=\"approver123\",\n# ... default_args_json={\"key1\": \"value1\", \"key2\": 42},\n# ... dynamic_enums_json={\"foo\": [\"choice1\", \"choice2\"], \"bar\": [\"optionA\", \"optionB\"]},\n# ... )\n# \n# **Notes:**\n# - This function must be executed within a Windmill flow or flow preview.\n# - The function checks for required environment variables (`WM_FLOW_JOB_ID`, `WM_FLOW_STEP_ID`) to ensure it is run in the appropriate context.\ndef request_interactive_slack_approval(slack_resource_path: str, channel_id: str, message: str = None, approver: str = None, default_args_json: dict = None, dynamic_enums_json: dict = None) -> None\n\n# Get email from workspace username\n# This method is particularly useful for apps that require the email address of the viewer.\n# Indeed, in the viewer context WM_USERNAME is set to the username of the viewer but WM_EMAIL is set to the email of the creator of the app.\ndef username_to_email(username: str) -> str\n\n# Send a message to a Microsoft Teams conversation with conversation_id, where success is used to style the message\ndef send_teams_message(conversation_id: str, text: str, success: bool = True, card_block: dict = None)\n\n# Get a DataTable client for SQL queries.\n# \n# Args:\n# name: Database name (default: \"main\")\n# \n# Returns:\n# DataTableClient instance\ndef datatable(name: str = 'main')\n\n# Get a DuckLake client for DuckDB queries.\n# \n# Args:\n# name: Database name (default: \"main\")\n# \n# Returns:\n# DucklakeClient instance\ndef ducklake(name: str = 'main')\n\ndef init_global_client(f)\n\ndef deprecate(in_favor_of: str)\n\n# Get the current workspace ID.\n# \n# Returns:\n# Workspace ID string\ndef get_workspace() -> str\n\ndef get_version() -> str\n\n# Run a script synchronously by hash and return its result.\n# \n# Args:\n# hash: Script hash\n# args: Script arguments\n# verbose: Enable verbose logging\n# assert_result_is_not_none: Raise exception if result is None\n# cleanup: Register cleanup handler to cancel job on exit\n# timeout: Maximum time to wait\n# \n# Returns:\n# Script result\ndef run_script_sync(hash: str, args: Dict[str, Any] = None, verbose: bool = False, assert_result_is_not_none: bool = True, cleanup: bool = True, timeout: dt.timedelta = None) -> Any\n\n# Run a script synchronously by path and return its result.\n# \n# Args:\n# path: Script path\n# args: Script arguments\n# verbose: Enable verbose logging\n# assert_result_is_not_none: Raise exception if result is None\n# cleanup: Register cleanup handler to cancel job on exit\n# timeout: Maximum time to wait\n# \n# Returns:\n# Script result\ndef run_script_by_path_sync(path: str, args: Dict[str, Any] = None, verbose: bool = False, assert_result_is_not_none: bool = True, cleanup: bool = True, timeout: dt.timedelta = None) -> Any\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection from DuckDB\ndef duckdb_connection_settings(s3_resource_path: str = '') -> DuckDbConnectionSettings\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection from Polars\ndef polars_connection_settings(s3_resource_path: str = '') -> PolarsConnectionSettings\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection using boto3\ndef boto3_connection_settings(s3_resource_path: str = '') -> Boto3ConnectionSettings\n\n# Get the state resource path from environment.\n# \n# Returns:\n# State path string\ndef get_state_path() -> str\n\n# Parse resource syntax from string.\ndef parse_resource_syntax(s: str) -> Optional[str]\n\n# Parse S3 object from string or S3Object format.\ndef parse_s3_object(s3_object: S3Object | str) -> S3Object\n\n# Parse variable syntax from string.\ndef parse_variable_syntax(s: str) -> Optional[str]\n\n# Append a text to the result stream.\n# \n# Args:\n# text: text to append to the result stream\ndef append_to_result_stream(text: str) -> None\n\n# Stream to the result stream.\n# \n# Args:\n# stream: stream to stream to the result stream\ndef stream_result(stream) -> None\n\n# Execute a SQL query against the DataTable.\n# \n# Args:\n# sql: SQL query string with $1, $2, etc. placeholders\n# *args: Positional arguments to bind to query placeholders\n# \n# Returns:\n# SqlQuery instance for fetching results\ndef query(sql: str, *args) -> SqlQuery\n\n# Execute query and fetch results.\n# \n# Args:\n# result_collection: Optional result collection mode\n# \n# Returns:\n# Query results\ndef fetch(result_collection: str | None = None)\n\n# Execute query and fetch first row of results.\n# \n# Returns:\n# First row of query results\ndef fetch_one()\n\n# Execute query and fetch first row of results. Return result as a scalar value.\n# \n# Returns:\n# First row of query result as a scalar value\ndef fetch_one_scalar()\n\n# Execute query and don't return any results.\n# \ndef execute()\n\n# DuckDB executor requires explicit argument types at declaration\n# These types exist in both DuckDB and Postgres\n# Check that the types exist if you plan to extend this function for other SQL engines.\ndef infer_sql_type(value) -> str\n\ndef parse_sql_client_name(name: str) -> tuple[str, Optional[str]]\n\n# Decorator that marks a function as a workflow task.\n# \n# Works in both WAC v1 (sync, HTTP-based dispatch) and WAC v2\n# (async, checkpoint/replay) modes:\n# \n# - **v2 (inside @workflow)**: dispatches as a checkpoint step.\n# - **v1 (WM_JOB_ID set, no @workflow)**: dispatches via HTTP API.\n# - **Standalone**: executes the function body directly.\n# \n# Usage::\n# \n# @task\n# async def extract_data(url: str): ...\n# \n# @task(path=\"f/external_script\", timeout=600, tag=\"gpu\")\n# async def run_external(x: int): ...\ndef task(_func = None, path: Optional[str] = None, tag: Optional[str] = None, timeout: Optional[int] = None, cache_ttl: Optional[int] = None, priority: Optional[int] = None, concurrency_limit: Optional[int] = None, concurrency_key: Optional[str] = None, concurrency_time_window_s: Optional[int] = None)\n\n# Create a task that dispatches to a separate Windmill script.\n# \n# Usage::\n# \n# extract = task_script(\"f/data/extract\", timeout=600)\n# \n# @workflow\n# async def main():\n# data = await extract(url=\"https://...\")\ndef task_script(path: str, timeout: Optional[int] = None, tag: Optional[str] = None, cache_ttl: Optional[int] = None, priority: Optional[int] = None, concurrency_limit: Optional[int] = None, concurrency_key: Optional[str] = None, concurrency_time_window_s: Optional[int] = None)\n\n# Create a task that dispatches to a separate Windmill flow.\n# \n# Usage::\n# \n# pipeline = task_flow(\"f/etl/pipeline\", priority=10)\n# \n# @workflow\n# async def main():\n# result = await pipeline(input=data)\ndef task_flow(path: str, timeout: Optional[int] = None, tag: Optional[str] = None, cache_ttl: Optional[int] = None, priority: Optional[int] = None, concurrency_limit: Optional[int] = None, concurrency_key: Optional[str] = None, concurrency_time_window_s: Optional[int] = None)\n\n# Decorator marking an async function as a workflow-as-code entry point.\n# \n# The function must be **deterministic**: given the same inputs it must call\n# tasks in the same order on every replay. Branching on task results is fine\n# (results are replayed from checkpoint), but branching on external state\n# (current time, random values, external API calls) must use ``step()`` to\n# checkpoint the value so replays see the same result.\ndef workflow(func)\n\n# Execute ``fn`` inline and checkpoint the result.\n# \n# On replay the cached value is returned without re-executing ``fn``.\n# Use for lightweight deterministic operations (timestamps, random IDs,\n# config reads) that should not incur the overhead of a child job.\nasync def step(name: str, fn)\n\n# Server-side sleep \u2014 suspend the workflow for the given duration without holding a worker.\n# \n# Inside a @workflow, the parent job suspends and auto-resumes after ``seconds``.\n# Outside a workflow, falls back to ``asyncio.sleep``.\nasync def sleep(seconds: int)\n\n# Suspend the workflow and wait for an external approval.\n# \n# Use ``get_resume_urls()`` (wrapped in ``step()``) to obtain\n# resume/cancel/approval URLs before calling this function.\n# \n# Returns a dict with ``value`` (form data), ``approver``, and ``approved``.\n# \n# Example::\n# \n# urls = await step(\"urls\", lambda: get_resume_urls())\n# await step(\"notify\", lambda: send_email(urls[\"approvalPage\"]))\n# result = await wait_for_approval(timeout=3600)\nasync def wait_for_approval(timeout: int = 1800, form: dict | None = None) -> dict\n\n# Process items in parallel with optional concurrency control.\n# \n# Each item is processed by calling ``fn(item)``, which should be a @task.\n# Items are dispatched in batches of ``concurrency`` (default: all at once).\n# \n# Example::\n# \n# @task\n# async def process(item: str):\n# ...\n# \n# results = await parallel(items, process, concurrency=5)\nasync def parallel(items, fn, concurrency: Optional[int] = None)\n\n# Commit Kafka offsets for a trigger with auto_commit disabled.\n# \n# Args:\n# trigger_path: Path to the Kafka trigger (from event['wm_trigger']['trigger_path'])\n# topic: Kafka topic name (from event['topic'])\n# partition: Partition number (from event['partition'])\n# offset: Message offset to commit (from event['offset'])\ndef commit_kafka_offsets(trigger_path: str, topic: str, partition: int, offset: int) -> None\n\n"; -export declare const OPENFLOW_SCHEMA = "## OpenFlow Schema\n\n{\"OpenFlow\":{\"type\":\"object\",\"description\":\"Top-level flow definition containing metadata, configuration, and the flow structure\",\"properties\":{\"summary\":{\"type\":\"string\",\"description\":\"Short description of what this flow does\"},\"description\":{\"type\":\"string\",\"description\":\"Detailed documentation for this flow\"},\"value\":{\"$ref\":\"#/components/schemas/FlowValue\"},\"schema\":{\"type\":\"object\",\"description\":\"JSON Schema for flow inputs. Use this to define input parameters, their types, defaults, and validation. For resource inputs, set type to 'object' and format to 'resource-' (e.g., 'resource-stripe')\"},\"on_behalf_of_email\":{\"type\":\"string\",\"description\":\"The flow will be run with the permissions of the user with this email.\"}},\"required\":[\"summary\",\"value\"]},\"FlowValue\":{\"type\":\"object\",\"description\":\"The flow structure containing modules and optional preprocessor/failure handlers\",\"properties\":{\"modules\":{\"type\":\"array\",\"description\":\"Array of steps that execute in sequence. Each step can be a script, subflow, loop, or branch\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}},\"failure_module\":{\"description\":\"Special module that executes when the flow fails. Receives error object with message, name, stack, and step_id. Must have id 'failure'. Only supports script/rawscript types\",\"$ref\":\"#/components/schemas/FlowModule\"},\"preprocessor_module\":{\"description\":\"Special module that runs before the first step on external triggers. Must have id 'preprocessor'. Only supports script/rawscript types. Cannot reference other step results\",\"$ref\":\"#/components/schemas/FlowModule\"},\"same_worker\":{\"type\":\"boolean\",\"description\":\"If true, all steps run on the same worker for better performance\"},\"concurrent_limit\":{\"type\":\"number\",\"description\":\"Maximum number of concurrent executions of this flow\"},\"concurrency_key\":{\"type\":\"string\",\"description\":\"Expression to group concurrent executions (e.g., by user ID)\"},\"concurrency_time_window_s\":{\"type\":\"number\",\"description\":\"Time window in seconds for concurrent_limit\"},\"debounce_delay_s\":{\"type\":\"number\",\"description\":\"Delay in seconds to debounce flow executions\"},\"debounce_key\":{\"type\":\"string\",\"description\":\"Expression to group debounced executions\"},\"debounce_args_to_accumulate\":{\"type\":\"array\",\"description\":\"Arguments to accumulate across debounced executions\",\"items\":{\"type\":\"string\"}},\"max_total_debouncing_time\":{\"type\":\"number\",\"description\":\"Maximum total time in seconds that a job can be debounced\"},\"max_total_debounces_amount\":{\"type\":\"number\",\"description\":\"Maximum number of times a job can be debounced\"},\"skip_expr\":{\"type\":\"string\",\"description\":\"JavaScript expression to conditionally skip the entire flow\"},\"cache_ttl\":{\"type\":\"number\",\"description\":\"Cache duration in seconds for flow results\"},\"cache_ignore_s3_path\":{\"type\":\"boolean\"},\"flow_env\":{\"type\":\"object\",\"description\":\"Environment variables available to all steps. Values can be strings, JSON values, or special references: '$var:path' (workspace variable) or '$res:path' (resource).\",\"additionalProperties\":{}},\"priority\":{\"type\":\"number\",\"description\":\"Execution priority (higher numbers run first)\"},\"early_return\":{\"type\":\"string\",\"description\":\"JavaScript expression to return early from the flow\"},\"chat_input_enabled\":{\"type\":\"boolean\",\"description\":\"Whether this flow accepts chat-style input\"},\"notes\":{\"type\":\"array\",\"description\":\"Sticky notes attached to the flow\",\"items\":{\"$ref\":\"#/components/schemas/FlowNote\"}}},\"required\":[\"modules\"]},\"Retry\":{\"type\":\"object\",\"description\":\"Retry configuration for failed module executions\",\"properties\":{\"constant\":{\"type\":\"object\",\"description\":\"Retry with constant delay between attempts\",\"properties\":{\"attempts\":{\"type\":\"integer\",\"description\":\"Number of retry attempts\"},\"seconds\":{\"type\":\"integer\",\"description\":\"Seconds to wait between retries\"}}},\"exponential\":{\"type\":\"object\",\"description\":\"Retry with exponential backoff (delay doubles each time)\",\"properties\":{\"attempts\":{\"type\":\"integer\",\"description\":\"Number of retry attempts\"},\"multiplier\":{\"type\":\"integer\",\"description\":\"Multiplier for exponential backoff\"},\"seconds\":{\"type\":\"integer\",\"minimum\":1,\"description\":\"Initial delay in seconds\"},\"random_factor\":{\"type\":\"integer\",\"minimum\":0,\"maximum\":100,\"description\":\"Random jitter percentage (0-100) to avoid thundering herd\"}}},\"retry_if\":{\"$ref\":\"#/components/schemas/RetryIf\"}}},\"FlowNote\":{\"type\":\"object\",\"description\":\"A sticky note attached to a flow for documentation and annotation\",\"properties\":{\"id\":{\"type\":\"string\",\"description\":\"Unique identifier for the note\"},\"text\":{\"type\":\"string\",\"description\":\"Content of the note\"},\"position\":{\"type\":\"object\",\"description\":\"Position of the note in the flow editor\",\"properties\":{\"x\":{\"type\":\"number\",\"description\":\"X coordinate\"},\"y\":{\"type\":\"number\",\"description\":\"Y coordinate\"}},\"required\":[\"x\",\"y\"]},\"size\":{\"type\":\"object\",\"description\":\"Size of the note in the flow editor\",\"properties\":{\"width\":{\"type\":\"number\",\"description\":\"Width in pixels\"},\"height\":{\"type\":\"number\",\"description\":\"Height in pixels\"}},\"required\":[\"width\",\"height\"]},\"color\":{\"type\":\"string\",\"description\":\"Color of the note (e.g., \\\"yellow\\\", \\\"#ffff00\\\")\"},\"type\":{\"type\":\"string\",\"enum\":[\"free\",\"group\"],\"description\":\"Type of note - 'free' for standalone notes, 'group' for notes that group other nodes\"},\"locked\":{\"type\":\"boolean\",\"default\":false,\"description\":\"Whether the note is locked and cannot be edited or moved\"},\"contained_node_ids\":{\"type\":\"array\",\"items\":{\"type\":\"string\"},\"description\":\"For group notes, the IDs of nodes contained within this group\"}},\"required\":[\"id\",\"text\",\"color\",\"type\"]},\"RetryIf\":{\"type\":\"object\",\"description\":\"Conditional retry based on error or result\",\"properties\":{\"expr\":{\"type\":\"string\",\"description\":\"JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables\"}},\"required\":[\"expr\"]},\"StopAfterIf\":{\"type\":\"object\",\"description\":\"Early termination condition for a module\",\"properties\":{\"skip_if_stopped\":{\"type\":\"boolean\",\"description\":\"If true, following steps are skipped when this condition triggers\"},\"expr\":{\"type\":\"string\",\"description\":\"JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop\"},\"error_message\":{\"type\":\"string\",\"description\":\"Custom error message shown when stopping\"}},\"required\":[\"expr\"]},\"FlowModule\":{\"type\":\"object\",\"description\":\"A single step in a flow. Can be a script, subflow, loop, or branch\",\"properties\":{\"id\":{\"type\":\"string\",\"description\":\"Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)\"},\"value\":{\"$ref\":\"#/components/schemas/FlowModuleValue\"},\"stop_after_if\":{\"description\":\"Early termination condition evaluated after this step completes\",\"$ref\":\"#/components/schemas/StopAfterIf\"},\"stop_after_all_iters_if\":{\"description\":\"For loops only - early termination condition evaluated after all iterations complete\",\"$ref\":\"#/components/schemas/StopAfterIf\"},\"skip_if\":{\"type\":\"object\",\"description\":\"Conditionally skip this step based on previous results or flow inputs\",\"properties\":{\"expr\":{\"type\":\"string\",\"description\":\"JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'\"}},\"required\":[\"expr\"]},\"sleep\":{\"description\":\"Delay before executing this step (in seconds or as expression)\",\"$ref\":\"#/components/schemas/InputTransform\"},\"cache_ttl\":{\"type\":\"number\",\"description\":\"Cache duration in seconds for this step's results\"},\"cache_ignore_s3_path\":{\"type\":\"boolean\"},\"timeout\":{\"description\":\"Maximum execution time in seconds (static value or expression)\",\"$ref\":\"#/components/schemas/InputTransform\"},\"delete_after_use\":{\"type\":\"boolean\",\"description\":\"If true, this step's result is deleted after use to save memory\"},\"summary\":{\"type\":\"string\",\"description\":\"Short description of what this step does\"},\"mock\":{\"type\":\"object\",\"description\":\"Mock configuration for testing without executing the actual step\",\"properties\":{\"enabled\":{\"type\":\"boolean\",\"description\":\"If true, return mock value instead of executing\"},\"return_value\":{\"description\":\"Value to return when mocked\"}}},\"suspend\":{\"type\":\"object\",\"description\":\"Configuration for approval/resume steps that wait for user input\",\"properties\":{\"required_events\":{\"type\":\"integer\",\"description\":\"Number of approvals required before continuing\"},\"timeout\":{\"type\":\"integer\",\"description\":\"Timeout in seconds before auto-continuing or canceling\"},\"resume_form\":{\"type\":\"object\",\"description\":\"Form schema for collecting input when resuming\",\"properties\":{\"schema\":{\"type\":\"object\",\"description\":\"JSON Schema for the resume form\"}}},\"user_auth_required\":{\"type\":\"boolean\",\"description\":\"If true, only authenticated users can approve\"},\"user_groups_required\":{\"description\":\"Expression or list of groups that can approve\",\"$ref\":\"#/components/schemas/InputTransform\"},\"self_approval_disabled\":{\"type\":\"boolean\",\"description\":\"If true, the user who started the flow cannot approve\"},\"hide_cancel\":{\"type\":\"boolean\",\"description\":\"If true, hide the cancel button on the approval form\"},\"continue_on_disapprove_timeout\":{\"type\":\"boolean\",\"description\":\"If true, continue flow on timeout instead of canceling\"}}},\"priority\":{\"type\":\"number\",\"description\":\"Execution priority for this step (higher numbers run first)\"},\"continue_on_error\":{\"type\":\"boolean\",\"description\":\"If true, flow continues even if this step fails\"},\"retry\":{\"description\":\"Retry configuration if this step fails\",\"$ref\":\"#/components/schemas/Retry\"}},\"required\":[\"value\",\"id\"]},\"InputTransform\":{\"description\":\"Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs\",\"oneOf\":[{\"$ref\":\"#/components/schemas/StaticTransform\"},{\"$ref\":\"#/components/schemas/JavascriptTransform\"},{\"$ref\":\"#/components/schemas/AiTransform\"}],\"discriminator\":{\"propertyName\":\"type\",\"mapping\":{\"static\":\"#/components/schemas/StaticTransform\",\"javascript\":\"#/components/schemas/JavascriptTransform\",\"ai\":\"#/components/schemas/AiTransform\"}}},\"StaticTransform\":{\"type\":\"object\",\"description\":\"Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'\",\"properties\":{\"value\":{\"description\":\"The static value. For resources, use format '$res:path/to/resource'\"},\"type\":{\"type\":\"string\",\"enum\":[\"static\"]}},\"required\":[\"type\"]},\"JavascriptTransform\":{\"type\":\"object\",\"description\":\"JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value\",\"properties\":{\"expr\":{\"type\":\"string\",\"description\":\"JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)\"},\"type\":{\"type\":\"string\",\"enum\":[\"javascript\"]}},\"required\":[\"expr\",\"type\"]},\"AiTransform\":{\"type\":\"object\",\"description\":\"Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"ai\"]}},\"required\":[\"type\"]},\"AIProviderKind\":{\"type\":\"string\",\"description\":\"Supported AI provider types\",\"enum\":[\"openai\",\"azure_openai\",\"anthropic\",\"mistral\",\"deepseek\",\"googleai\",\"groq\",\"openrouter\",\"togetherai\",\"customai\",\"aws_bedrock\"]},\"ProviderConfig\":{\"type\":\"object\",\"description\":\"Complete AI provider configuration with resource reference and model selection\",\"properties\":{\"kind\":{\"$ref\":\"#/components/schemas/AIProviderKind\"},\"resource\":{\"type\":\"string\",\"description\":\"Resource reference in format '$res:{resource_path}' pointing to provider credentials\"},\"model\":{\"type\":\"string\",\"description\":\"Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')\"}},\"required\":[\"kind\",\"resource\",\"model\"]},\"StaticProviderTransform\":{\"type\":\"object\",\"description\":\"Static provider configuration passed directly to the AI agent\",\"properties\":{\"value\":{\"$ref\":\"#/components/schemas/ProviderConfig\"},\"type\":{\"type\":\"string\",\"enum\":[\"static\"]}},\"required\":[\"type\",\"value\"]},\"ProviderTransform\":{\"description\":\"Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined\",\"oneOf\":[{\"$ref\":\"#/components/schemas/StaticProviderTransform\"},{\"$ref\":\"#/components/schemas/JavascriptTransform\"},{\"$ref\":\"#/components/schemas/AiTransform\"}],\"discriminator\":{\"propertyName\":\"type\",\"mapping\":{\"static\":\"#/components/schemas/StaticProviderTransform\",\"javascript\":\"#/components/schemas/JavascriptTransform\",\"ai\":\"#/components/schemas/AiTransform\"}}},\"MemoryOff\":{\"type\":\"object\",\"description\":\"No conversation memory/context\",\"properties\":{\"kind\":{\"type\":\"string\",\"enum\":[\"off\"]}},\"required\":[\"kind\"]},\"MemoryAuto\":{\"type\":\"object\",\"description\":\"Automatic context management\",\"properties\":{\"kind\":{\"type\":\"string\",\"enum\":[\"auto\"]},\"context_length\":{\"type\":\"integer\",\"description\":\"Maximum number of messages to retain in context\"},\"memory_id\":{\"type\":\"string\",\"description\":\"Identifier for persistent memory across agent invocations\"}},\"required\":[\"kind\"]},\"MemoryMessage\":{\"type\":\"object\",\"description\":\"A single message in conversation history\",\"properties\":{\"role\":{\"type\":\"string\",\"enum\":[\"user\",\"assistant\",\"system\"]},\"content\":{\"type\":\"string\"}},\"required\":[\"role\",\"content\"]},\"MemoryManual\":{\"type\":\"object\",\"description\":\"Explicit message history\",\"properties\":{\"kind\":{\"type\":\"string\",\"enum\":[\"manual\"]},\"messages\":{\"type\":\"array\",\"items\":{\"$ref\":\"#/components/schemas/MemoryMessage\"}}},\"required\":[\"kind\",\"messages\"]},\"MemoryConfig\":{\"description\":\"Conversation memory configuration\",\"oneOf\":[{\"$ref\":\"#/components/schemas/MemoryOff\"},{\"$ref\":\"#/components/schemas/MemoryAuto\"},{\"$ref\":\"#/components/schemas/MemoryManual\"}],\"discriminator\":{\"propertyName\":\"kind\",\"mapping\":{\"off\":\"#/components/schemas/MemoryOff\",\"auto\":\"#/components/schemas/MemoryAuto\",\"manual\":\"#/components/schemas/MemoryManual\"}}},\"StaticMemoryTransform\":{\"type\":\"object\",\"description\":\"Static memory configuration passed directly to the AI agent\",\"properties\":{\"value\":{\"$ref\":\"#/components/schemas/MemoryConfig\"},\"type\":{\"type\":\"string\",\"enum\":[\"static\"]}},\"required\":[\"type\",\"value\"]},\"MemoryTransform\":{\"description\":\"Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined\",\"oneOf\":[{\"$ref\":\"#/components/schemas/StaticMemoryTransform\"},{\"$ref\":\"#/components/schemas/JavascriptTransform\"},{\"$ref\":\"#/components/schemas/AiTransform\"}],\"discriminator\":{\"propertyName\":\"type\",\"mapping\":{\"static\":\"#/components/schemas/StaticMemoryTransform\",\"javascript\":\"#/components/schemas/JavascriptTransform\",\"ai\":\"#/components/schemas/AiTransform\"}}},\"FlowModuleValue\":{\"description\":\"The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type\",\"oneOf\":[{\"$ref\":\"#/components/schemas/RawScript\"},{\"$ref\":\"#/components/schemas/PathScript\"},{\"$ref\":\"#/components/schemas/PathFlow\"},{\"$ref\":\"#/components/schemas/ForloopFlow\"},{\"$ref\":\"#/components/schemas/WhileloopFlow\"},{\"$ref\":\"#/components/schemas/BranchOne\"},{\"$ref\":\"#/components/schemas/BranchAll\"},{\"$ref\":\"#/components/schemas/Identity\"},{\"$ref\":\"#/components/schemas/AiAgent\"}],\"discriminator\":{\"propertyName\":\"type\",\"mapping\":{\"rawscript\":\"#/components/schemas/RawScript\",\"script\":\"#/components/schemas/PathScript\",\"flow\":\"#/components/schemas/PathFlow\",\"forloopflow\":\"#/components/schemas/ForloopFlow\",\"whileloopflow\":\"#/components/schemas/WhileloopFlow\",\"branchone\":\"#/components/schemas/BranchOne\",\"branchall\":\"#/components/schemas/BranchAll\",\"identity\":\"#/components/schemas/Identity\",\"aiagent\":\"#/components/schemas/AiAgent\"}}},\"RawScript\":{\"type\":\"object\",\"description\":\"Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms\",\"properties\":{\"input_transforms\":{\"type\":\"object\",\"description\":\"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments\",\"additionalProperties\":{\"$ref\":\"#/components/schemas/InputTransform\"}},\"content\":{\"type\":\"string\",\"description\":\"The script source code. Should export a 'main' function\"},\"language\":{\"type\":\"string\",\"description\":\"Programming language for this script\",\"enum\":[\"deno\",\"bun\",\"python3\",\"go\",\"bash\",\"powershell\",\"postgresql\",\"mysql\",\"bigquery\",\"snowflake\",\"mssql\",\"oracledb\",\"graphql\",\"nativets\",\"php\",\"rust\",\"ansible\",\"csharp\",\"nu\",\"java\",\"ruby\",\"duckdb\"]},\"path\":{\"type\":\"string\",\"description\":\"Optional path for saving this script\"},\"lock\":{\"type\":\"string\",\"description\":\"Lock file content for dependencies\"},\"type\":{\"type\":\"string\",\"enum\":[\"rawscript\"]},\"tag\":{\"type\":\"string\",\"description\":\"Worker group tag for execution routing\"},\"concurrent_limit\":{\"type\":\"number\",\"description\":\"Maximum concurrent executions of this script\"},\"concurrency_time_window_s\":{\"type\":\"number\",\"description\":\"Time window for concurrent_limit\"},\"custom_concurrency_key\":{\"type\":\"string\",\"description\":\"Custom key for grouping concurrent executions\"},\"is_trigger\":{\"type\":\"boolean\",\"description\":\"If true, this script is a trigger that can start the flow\"},\"assets\":{\"type\":\"array\",\"description\":\"External resources this script accesses (S3 objects, resources, etc.)\",\"items\":{\"type\":\"object\",\"required\":[\"path\",\"kind\"],\"properties\":{\"path\":{\"type\":\"string\",\"description\":\"Path to the asset\"},\"kind\":{\"type\":\"string\",\"description\":\"Type of asset\",\"enum\":[\"s3object\",\"resource\",\"ducklake\",\"datatable\",\"volume\"]},\"access_type\":{\"type\":\"string\",\"nullable\":true,\"description\":\"Access level for this asset\",\"enum\":[\"r\",\"w\",\"rw\"]},\"alt_access_type\":{\"type\":\"string\",\"nullable\":true,\"description\":\"Alternative access level\",\"enum\":[\"r\",\"w\",\"rw\"]}}}}},\"required\":[\"type\",\"content\",\"language\",\"input_transforms\"]},\"PathScript\":{\"type\":\"object\",\"description\":\"Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code\",\"properties\":{\"input_transforms\":{\"type\":\"object\",\"description\":\"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments\",\"additionalProperties\":{\"$ref\":\"#/components/schemas/InputTransform\"}},\"path\":{\"type\":\"string\",\"description\":\"Path to the script in the workspace (e.g., 'f/scripts/send_email')\"},\"hash\":{\"type\":\"string\",\"description\":\"Optional specific version hash of the script to use\"},\"type\":{\"type\":\"string\",\"enum\":[\"script\"]},\"tag_override\":{\"type\":\"string\",\"description\":\"Override the script's default worker group tag\"},\"is_trigger\":{\"type\":\"boolean\",\"description\":\"If true, this script is a trigger that can start the flow\"}},\"required\":[\"type\",\"path\",\"input_transforms\"]},\"PathFlow\":{\"type\":\"object\",\"description\":\"Reference to an existing flow by path. Use this to call another flow as a subflow\",\"properties\":{\"input_transforms\":{\"type\":\"object\",\"description\":\"Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments\",\"additionalProperties\":{\"$ref\":\"#/components/schemas/InputTransform\"}},\"path\":{\"type\":\"string\",\"description\":\"Path to the flow in the workspace (e.g., 'f/flows/process_user')\"},\"type\":{\"type\":\"string\",\"enum\":[\"flow\"]}},\"required\":[\"type\",\"path\",\"input_transforms\"]},\"ForloopFlow\":{\"type\":\"object\",\"description\":\"Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations\",\"properties\":{\"modules\":{\"type\":\"array\",\"description\":\"Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}},\"iterator\":{\"description\":\"JavaScript expression that returns an array to iterate over. Can reference 'results.step_id' or 'flow_input'\",\"$ref\":\"#/components/schemas/InputTransform\"},\"skip_failures\":{\"type\":\"boolean\",\"description\":\"If true, iteration failures don't stop the loop. Failed iterations return null\"},\"type\":{\"type\":\"string\",\"enum\":[\"forloopflow\"]},\"parallel\":{\"type\":\"boolean\",\"description\":\"If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency\"},\"parallelism\":{\"description\":\"Maximum number of concurrent iterations when parallel=true. Limits resource usage. Can be static number or expression\",\"$ref\":\"#/components/schemas/InputTransform\"},\"squash\":{\"type\":\"boolean\"}},\"required\":[\"modules\",\"iterator\",\"skip_failures\",\"type\"]},\"WhileloopFlow\":{\"type\":\"object\",\"description\":\"Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination\",\"properties\":{\"modules\":{\"type\":\"array\",\"description\":\"Steps to execute in each iteration. Use stop_after_if to control when the loop ends\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}},\"skip_failures\":{\"type\":\"boolean\",\"description\":\"If true, iteration failures don't stop the loop. Failed iterations return null\"},\"type\":{\"type\":\"string\",\"enum\":[\"whileloopflow\"]},\"parallel\":{\"type\":\"boolean\",\"description\":\"If true, iterations run concurrently (use with caution in while loops)\"},\"parallelism\":{\"description\":\"Maximum number of concurrent iterations when parallel=true\",\"$ref\":\"#/components/schemas/InputTransform\"},\"squash\":{\"type\":\"boolean\"}},\"required\":[\"modules\",\"skip_failures\",\"type\"]},\"BranchOne\":{\"type\":\"object\",\"description\":\"Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes\",\"properties\":{\"branches\":{\"type\":\"array\",\"description\":\"Array of branches to evaluate in order. The first branch with expr evaluating to true executes\",\"items\":{\"type\":\"object\",\"properties\":{\"summary\":{\"type\":\"string\",\"description\":\"Short description of this branch condition\"},\"expr\":{\"type\":\"string\",\"description\":\"JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins\"},\"modules\":{\"type\":\"array\",\"description\":\"Steps to execute if this branch's expr is true\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}}},\"required\":[\"modules\",\"expr\"]}},\"default\":{\"type\":\"array\",\"description\":\"Steps to execute if no branch expressions match\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}},\"type\":{\"type\":\"string\",\"enum\":[\"branchone\"]}},\"required\":[\"branches\",\"default\",\"type\"]},\"BranchAll\":{\"type\":\"object\",\"description\":\"Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently\",\"properties\":{\"branches\":{\"type\":\"array\",\"description\":\"Array of branches that all execute (either in parallel or sequentially)\",\"items\":{\"type\":\"object\",\"properties\":{\"summary\":{\"type\":\"string\",\"description\":\"Short description of this branch's purpose\"},\"skip_failure\":{\"type\":\"boolean\",\"description\":\"If true, failure in this branch doesn't fail the entire flow\"},\"modules\":{\"type\":\"array\",\"description\":\"Steps to execute in this branch\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}}},\"required\":[\"modules\"]}},\"type\":{\"type\":\"string\",\"enum\":[\"branchall\"]},\"parallel\":{\"type\":\"boolean\",\"description\":\"If true, all branches execute concurrently. If false, they execute sequentially\"}},\"required\":[\"branches\",\"type\"]},\"AgentTool\":{\"type\":\"object\",\"description\":\"A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool\",\"properties\":{\"id\":{\"type\":\"string\",\"description\":\"Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')\"},\"summary\":{\"type\":\"string\",\"description\":\"Short description of what this tool does (shown to the AI)\"},\"value\":{\"$ref\":\"#/components/schemas/ToolValue\"}},\"required\":[\"id\",\"value\"]},\"ToolValue\":{\"description\":\"The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference\",\"oneOf\":[{\"$ref\":\"#/components/schemas/FlowModuleTool\"},{\"$ref\":\"#/components/schemas/McpToolValue\"},{\"$ref\":\"#/components/schemas/WebsearchToolValue\"}],\"discriminator\":{\"propertyName\":\"tool_type\",\"mapping\":{\"flowmodule\":\"#/components/schemas/FlowModuleTool\",\"mcp\":\"#/components/schemas/McpToolValue\",\"websearch\":\"#/components/schemas/WebsearchToolValue\"}}},\"FlowModuleTool\":{\"description\":\"A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module\",\"allOf\":[{\"type\":\"object\",\"properties\":{\"tool_type\":{\"type\":\"string\",\"enum\":[\"flowmodule\"]}},\"required\":[\"tool_type\"]},{\"$ref\":\"#/components/schemas/FlowModuleValue\"}]},\"WebsearchToolValue\":{\"type\":\"object\",\"description\":\"A tool implemented as a websearch tool. The AI can call this like any other websearch tool\",\"properties\":{\"tool_type\":{\"type\":\"string\",\"enum\":[\"websearch\"]}},\"required\":[\"tool_type\"]},\"McpToolValue\":{\"type\":\"object\",\"description\":\"Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers\",\"properties\":{\"tool_type\":{\"type\":\"string\",\"enum\":[\"mcp\"]},\"resource_path\":{\"type\":\"string\",\"description\":\"Path to the MCP resource/server configuration\"},\"include_tools\":{\"type\":\"array\",\"description\":\"Whitelist of specific tools to include from this MCP server\",\"items\":{\"type\":\"string\"}},\"exclude_tools\":{\"type\":\"array\",\"description\":\"Blacklist of tools to exclude from this MCP server\",\"items\":{\"type\":\"string\"}}},\"required\":[\"tool_type\",\"resource_path\"]},\"AiAgent\":{\"type\":\"object\",\"description\":\"AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task\",\"properties\":{\"input_transforms\":{\"type\":\"object\",\"description\":\"Input parameters for the AI agent mapped to their values\",\"properties\":{\"provider\":{\"$ref\":\"#/components/schemas/ProviderTransform\"},\"output_type\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"Output format type.\\nValid values: 'text' (default) - plain text response, 'image' - image generation\\n\"},\"user_message\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax.\"},\"system_prompt\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"System instructions that guide the AI's behavior, persona, and response style. Optional.\"},\"streaming\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"Boolean. If true, stream the AI response incrementally.\\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\\n\"},\"memory\":{\"$ref\":\"#/components/schemas/MemoryTransform\"},\"output_schema\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\\n\"},\"user_images\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"Array of image references for vision-capable models.\\nFormat: Array<{ bucket: string, key: string }> - S3 object references\\nExample: [{ bucket: 'my-bucket', key: 'images/photo.jpg' }]\\n\"},\"max_completion_tokens\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"Integer. Maximum number of tokens the AI will generate in its response.\\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\\n\"},\"temperature\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"Float. Controls randomness/creativity of responses.\\nRange: 0.0 to 2.0 (provider-dependent)\\n- 0.0 = deterministic, focused responses\\n- 0.7 = balanced (common default)\\n- 1.0+ = more creative/random\\n\"}},\"required\":[\"provider\",\"user_message\",\"output_type\"]},\"tools\":{\"type\":\"array\",\"description\":\"Array of tools the agent can use. The agent decides which tools to call based on the task\",\"items\":{\"$ref\":\"#/components/schemas/AgentTool\"}},\"type\":{\"type\":\"string\",\"enum\":[\"aiagent\"]},\"parallel\":{\"type\":\"boolean\",\"description\":\"If true, the agent can execute multiple tool calls in parallel\"}},\"required\":[\"tools\",\"type\",\"input_transforms\"]},\"Identity\":{\"type\":\"object\",\"description\":\"Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"identity\"]},\"flow\":{\"type\":\"boolean\",\"description\":\"If true, marks this as a flow identity (special handling)\"}},\"required\":[\"type\"]},\"FlowStatus\":{\"type\":\"object\",\"properties\":{\"step\":{\"type\":\"integer\"},\"modules\":{\"type\":\"array\",\"items\":{\"$ref\":\"#/components/schemas/FlowStatusModule\"}},\"user_states\":{\"additionalProperties\":true},\"preprocessor_module\":{\"allOf\":[{\"$ref\":\"#/components/schemas/FlowStatusModule\"}]},\"failure_module\":{\"allOf\":[{\"$ref\":\"#/components/schemas/FlowStatusModule\"},{\"type\":\"object\",\"properties\":{\"parent_module\":{\"type\":\"string\"}}}]},\"retry\":{\"type\":\"object\",\"properties\":{\"fail_count\":{\"type\":\"integer\"},\"failed_jobs\":{\"type\":\"array\",\"items\":{\"type\":\"string\",\"format\":\"uuid\"}}}}},\"required\":[\"step\",\"modules\",\"failure_module\"]},\"FlowStatusModule\":{\"type\":\"object\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"WaitingForPriorSteps\",\"WaitingForEvents\",\"WaitingForExecutor\",\"InProgress\",\"Success\",\"Failure\"]},\"id\":{\"type\":\"string\"},\"job\":{\"type\":\"string\",\"format\":\"uuid\"},\"count\":{\"type\":\"integer\"},\"progress\":{\"type\":\"integer\"},\"iterator\":{\"type\":\"object\",\"properties\":{\"index\":{\"type\":\"integer\"},\"itered\":{\"type\":\"array\",\"items\":{}},\"itered_len\":{\"type\":\"integer\"},\"args\":{}}},\"flow_jobs\":{\"type\":\"array\",\"items\":{\"type\":\"string\"}},\"flow_jobs_success\":{\"type\":\"array\",\"items\":{\"type\":\"boolean\"}},\"flow_jobs_duration\":{\"type\":\"object\",\"properties\":{\"started_at\":{\"type\":\"array\",\"items\":{\"type\":\"string\"}},\"duration_ms\":{\"type\":\"array\",\"items\":{\"type\":\"integer\"}}}},\"branch_chosen\":{\"type\":\"object\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"branch\",\"default\"]},\"branch\":{\"type\":\"integer\"}},\"required\":[\"type\"]},\"branchall\":{\"type\":\"object\",\"properties\":{\"branch\":{\"type\":\"integer\"},\"len\":{\"type\":\"integer\"}},\"required\":[\"branch\",\"len\"]},\"approvers\":{\"type\":\"array\",\"items\":{\"type\":\"object\",\"properties\":{\"resume_id\":{\"type\":\"integer\"},\"approver\":{\"type\":\"string\"}},\"required\":[\"resume_id\",\"approver\"]}},\"failed_retries\":{\"type\":\"array\",\"items\":{\"type\":\"string\",\"format\":\"uuid\"}},\"skipped\":{\"type\":\"boolean\"},\"agent_actions\":{\"type\":\"array\",\"items\":{\"type\":\"object\",\"oneOf\":[{\"type\":\"object\",\"properties\":{\"job_id\":{\"type\":\"string\",\"format\":\"uuid\"},\"function_name\":{\"type\":\"string\"},\"type\":{\"type\":\"string\",\"enum\":[\"tool_call\"]},\"module_id\":{\"type\":\"string\"}},\"required\":[\"job_id\",\"function_name\",\"type\",\"module_id\"]},{\"type\":\"object\",\"properties\":{\"call_id\":{\"type\":\"string\",\"format\":\"uuid\"},\"function_name\":{\"type\":\"string\"},\"resource_path\":{\"type\":\"string\"},\"type\":{\"type\":\"string\",\"enum\":[\"mcp_tool_call\"]},\"arguments\":{\"type\":\"object\"}},\"required\":[\"call_id\",\"function_name\",\"resource_path\",\"type\"]},{\"type\":\"object\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"web_search\"]}},\"required\":[\"type\"]},{\"type\":\"object\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"message\"]}},\"required\":[\"content\",\"type\"]}]}},\"agent_actions_success\":{\"type\":\"array\",\"items\":{\"type\":\"boolean\"}}},\"required\":[\"type\"]}}"; -export declare const CLI_COMMANDS = "# Windmill CLI Commands\n\nThe Windmill CLI (`wmill`) provides commands for managing scripts, flows, apps, and other resources.\n\n## Global Options\n\n- `--workspace ` - Specify the target workspace. This overrides the default workspace.\n- `--debug --verbose` - Show debug/verbose logs\n- `--show-diffs` - Show diff informations when syncing (may show sensitive informations)\n- `--token ` - Specify an API token. This will override any stored token.\n- `--base-url ` - Specify the base URL of the API. If used, --token and --workspace are required and no local remote/workspace already set will be used.\n- `--config-dir ` - Specify a custom config directory. Overrides WMILL_CONFIG_DIR environment variable and default ~/.config location.\n\n## Commands\n\n### app\n\napp related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `app list` - list all apps\n - `--json` - Output as JSON (for piping to jq)\n- `app get ` - get an app's details\n - `--json` - Output as JSON (for piping to jq)\n- `app push ` - push a local app \n- `app dev [app_folder:string]` - Start a development server for building apps with live reload and hot module replacement\n - `--port ` - Port to run the dev server on (will find next available port if occupied)\n - `--host ` - Host to bind the dev server to\n - `--entry ` - Entry point file (default: index.ts for Svelte/Vue, index.tsx otherwise)\n - `--no-open` - Don't automatically open the browser\n- `app lint [app_folder:string]` - Lint a raw app folder to validate structure and buildability\n - `--fix` - Attempt to fix common issues (not implemented yet)\n- `app new` - create a new raw app from a template\n- `app generate-agents [app_folder:string]` - regenerate AGENTS.md and DATATABLES.md from remote workspace\n- `app generate-locks [app_folder:string]` - re-generate the lockfiles for app runnables inline scripts that have changed\n - `--yes` - Skip confirmation prompt\n - `--dry-run` - Perform a dry run without making changes\n - `--default-ts ` - Default TypeScript runtime (bun or deno)\n\n### dependencies\n\nworkspace dependencies related commands\n\n**Alias:** `deps`\n\n**Subcommands:**\n\n- `dependencies push ` - Push workspace dependencies from a local file\n\n### dev\n\nLaunch a dev server that will spawn a webserver with HMR\n\n**Options:**\n- `--includes ` - Filter paths givena glob pattern or path\n\n### docs\n\nSearch Windmill documentation. Requires Enterprise Edition.\n\n**Arguments:** ``\n\n**Options:**\n- `--json` - Output results as JSON.\n\n### flow\n\nflow related commands\n\n**Options:**\n- `--show-archived` - Enable archived flows in output\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `flow list` - list all flows\n - `--show-archived` - Enable archived flows in output\n - `--json` - Output as JSON (for piping to jq)\n- `flow get ` - get a flow's details\n - `--json` - Output as JSON (for piping to jq)\n- `flow push ` - push a local flow spec. This overrides any remote versions.\n- `flow run ` - run a flow by path.\n - `-d --data ` - Inputs specified as a JSON string or a file using @ or stdin using @-.\n - `-s --silent` - Do not ouput anything other then the final output. Useful for scripting.\n- `flow preview ` - preview a local flow without deploying it. Runs the flow definition from local files.\n - `-d --data ` - Inputs specified as a JSON string or a file using @ or stdin using @-.\n - `-s --silent` - Do not output anything other then the final output. Useful for scripting.\n- `flow generate-locks [flow:file]` - re-generate the lock files of all inline scripts of all updated flows\n - `--yes` - Skip confirmation prompt\n - `-i --includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string)\n - `-e --excludes ` - Comma separated patterns to specify which file to NOT take into account.\n- `flow new ` - create a new empty flow\n - `--summary ` - flow summary\n - `--description ` - flow description\n- `flow bootstrap ` - create a new empty flow (alias for new\n - `--summary ` - flow summary\n - `--description ` - flow description\n\n### folder\n\nfolder related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `folder list` - list all folders\n - `--json` - Output as JSON (for piping to jq)\n- `folder get ` - get a folder's details\n - `--json` - Output as JSON (for piping to jq)\n- `folder new ` - create a new folder locally\n - `--summary ` - folder summary\n- `folder push ` - push a local folder to the remote by name. This overrides any remote versions.\n- `folder add-missing` - create default folder.meta.yaml for all subdirectories of f/ that are missing one\n - `-y, --yes` - skip confirmation prompt\n\n### gitsync-settings\n\nManage git-sync settings between local wmill.yaml and Windmill backend\n\n**Subcommands:**\n\n- `gitsync-settings pull` - Pull git-sync settings from Windmill backend to local wmill.yaml\n - `--repository ` - Specify repository path (e.g., u/user/repo)\n - `--default` - Write settings to top-level defaults instead of overrides\n - `--replace` - Replace existing settings (non-interactive mode)\n - `--override` - Add branch-specific override (non-interactive mode)\n - `--diff` - Show differences without applying changes\n - `--json-output` - Output in JSON format\n - `--with-backend-settings ` - Use provided JSON settings instead of querying backend (for testing)\n - `--yes` - Skip interactive prompts and use default behavior\n - `--promotion ` - Use promotionOverrides from the specified branch instead of regular overrides\n- `gitsync-settings push` - Push git-sync settings from local wmill.yaml to Windmill backend\n - `--repository ` - Specify repository path (e.g., u/user/repo)\n - `--diff` - Show what would be pushed without applying changes\n - `--json-output` - Output in JSON format\n - `--with-backend-settings ` - Use provided JSON settings instead of querying backend (for testing)\n - `--yes` - Skip interactive prompts and use default behavior\n - `--promotion ` - Use promotionOverrides from the specified branch instead of regular overrides\n\n### hub\n\nHub related commands. EXPERIMENTAL. INTERNAL USE ONLY.\n\n**Subcommands:**\n\n- `hub pull` - pull any supported definitions. EXPERIMENTAL.\n\n### init\n\nBootstrap a windmill project with a wmill.yaml file\n\n**Options:**\n- `--use-default` - Use default settings without checking backend\n- `--use-backend` - Use backend git-sync settings if available\n- `--repository ` - Specify repository path (e.g., u/user/repo) when using backend settings\n- `--bind-profile` - Automatically bind active workspace profile to current Git branch\n- `--no-bind-profile` - Skip workspace profile binding prompt\n\n### instance\n\nsync local with a remote instance or the opposite (push or pull)\n\n**Subcommands:**\n\n- `instance add [instance_name:string] [remote:string] [token:string]` - Add a new instance\n- `instance remove ` - Remove an instance\n- `instance switch ` - Switch the current instance\n- `instance pull` - Pull instance settings, users, configs, instance groups and overwrite local\n - `--yes` - Pull without needing confirmation\n - `--dry-run` - Perform a dry run without making changes\n - `--skip-users` - Skip pulling users\n - `--skip-settings` - Skip pulling settings\n - `--skip-configs` - Skip pulling configs (worker groups and SMTP)\n - `--skip-groups` - Skip pulling instance groups\n - `--include-workspaces` - Also pull workspaces\n - `--folder-per-instance` - Create a folder per instance\n - `--instance ` - Name of the instance to pull from, override the active instance\n - `--prefix ` - Prefix of the local workspaces to pull, used to create the folders when using --include-workspaces\n - `--prefix-settings` - Store instance yamls inside prefixed folders when using --prefix and --folder-per-instance\n- `instance push` - Push instance settings, users, configs, group and overwrite remote\n - `--yes` - Push without needing confirmation\n - `--dry-run` - Perform a dry run without making changes\n - `--skip-users` - Skip pushing users\n - `--skip-settings` - Skip pushing settings\n - `--skip-configs` - Skip pushing configs (worker groups and SMTP)\n - `--skip-groups` - Skip pushing instance groups\n - `--include-workspaces` - Also push workspaces\n - `--folder-per-instance` - Create a folder per instance\n - `--instance ` - Name of the instance to push to, override the active instance\n - `--prefix ` - Prefix of the local workspaces folders to push\n - `--prefix-settings` - Store instance yamls inside prefixed folders when using --prefix and --folder-per-instance\n- `instance whoami` - Display information about the currently logged-in user\n- `instance get-config` - Dump the current instance config (global settings + worker configs) as YAML\n - `-o, --output-file ` - Write YAML to a file instead of stdout\n - `--instance ` - Name of the instance, override the active instance\n\n### jobs\n\nPull completed and queued jobs from workspace\n\n**Arguments:** `[workspace:string]`\n\n**Options:**\n- `-c, --completed-output ` - Completed jobs output file (default: completed_jobs.json)\n- `-q, --queued-output ` - Queued jobs output file (default: queued_jobs.json)\n- `--skip-worker-check` - Skip checking for active workers before export\n\n**Subcommands:**\n\n- `jobs pull`\n- `jobs push`\n\n### lint\n\nValidate Windmill flow, schedule, and trigger YAML files in a directory\n\n**Arguments:** `[directory:string]`\n\n**Options:**\n- `--json` - Output results in JSON format\n- `--fail-on-warn` - Exit with code 1 when warnings are emitted\n- `--locks-required` - Fail if scripts or flow inline scripts that need locks have no locks\n\n### queues\n\nList all queues with their metrics\n\n**Arguments:** `[workspace:string] the optional workspace to filter by (default to all workspaces)`\n\n**Options:**\n- `--instance [instance]` - Name of the instance to push to, override the active instance\n- `--base-url [baseUrl]` - If used with --token, will be used as the base url for the instance\n\n### resource\n\nresource related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `resource list` - list all resources\n - `--json` - Output as JSON (for piping to jq)\n- `resource get ` - get a resource's details\n - `--json` - Output as JSON (for piping to jq)\n- `resource new ` - create a new resource locally\n- `resource push ` - push a local resource spec. This overrides any remote versions.\n\n### resource-type\n\nresource type related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `resource-type list` - list all resource types\n - `--schema` - Show schema in the output\n - `--json` - Output as JSON (for piping to jq)\n- `resource-type get ` - get a resource type's details\n - `--json` - Output as JSON (for piping to jq)\n- `resource-type new ` - create a new resource type locally\n- `resource-type push ` - push a local resource spec. This overrides any remote versions.\n- `resource-type generate-namespace` - Create a TypeScript definition file with the RT namespace generated from the resource types\n\n### schedule\n\nschedule related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `schedule list` - list all schedules\n - `--json` - Output as JSON (for piping to jq)\n- `schedule get ` - get a schedule's details\n - `--json` - Output as JSON (for piping to jq)\n- `schedule new ` - create a new schedule locally\n- `schedule push ` - push a local schedule spec. This overrides any remote versions.\n\n### script\n\nscript related commands\n\n**Options:**\n- `--show-archived` - Enable archived scripts in output\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `script list` - list all scripts\n - `--show-archived` - Enable archived scripts in output\n - `--json` - Output as JSON (for piping to jq)\n- `script push ` - push a local script spec. This overrides any remote versions. Use the script file (.ts, .js, .py, .sh\n- `script get ` - get a script's details\n - `--json` - Output as JSON (for piping to jq)\n- `script show ` - show a script's content (alias for get\n- `script run ` - run a script by path\n - `-d --data ` - Inputs specified as a JSON string or a file using @ or stdin using @-.\n - `-s --silent` - Do not output anything other then the final output. Useful for scripting.\n- `script preview ` - preview a local script without deploying it. Supports both regular and codebase scripts.\n - `-d --data ` - Inputs specified as a JSON string or a file using @ or stdin using @-.\n - `-s --silent` - Do not output anything other than the final output. Useful for scripting.\n- `script new ` - create a new script\n - `--summary ` - script summary\n - `--description ` - script description\n- `script bootstrap ` - create a new script (alias for new\n - `--summary ` - script summary\n - `--description ` - script description\n- `script generate-metadata [script:file]` - re-generate the metadata file updating the lock and the script schema (for flows, use `wmill flow generate-locks`\n - `--yes` - Skip confirmation prompt\n - `--dry-run` - Perform a dry run without making changes\n - `--lock-only` - re-generate only the lock\n - `--schema-only` - re-generate only script schema\n - `-i --includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string)\n - `-e --excludes ` - Comma separated patterns to specify which file to NOT take into account.\n\n### sync\n\nsync local with a remote workspaces or the opposite (push or pull)\n\n**Subcommands:**\n\n- `sync pull` - Pull any remote changes and apply them locally.\n - `--yes` - Pull without needing confirmation\n - `--dry-run` - Show changes that would be pulled without actually pushing\n - `--plain-secrets` - Pull secrets as plain text\n - `--json` - Use JSON instead of YAML\n - `--skip-variables` - Skip syncing variables (including secrets)\n - `--skip-secrets` - Skip syncing only secrets variables\n - `--skip-resources` - Skip syncing resources\n - `--skip-resource-types` - Skip syncing resource types\n - `--skip-scripts` - Skip syncing scripts\n - `--skip-flows` - Skip syncing flows\n - `--skip-apps` - Skip syncing apps\n - `--skip-folders` - Skip syncing folders\n - `--skip-workspace-dependencies` - Skip syncing workspace dependencies\n - `--skip-scripts-metadata` - Skip syncing scripts metadata, focus solely on logic\n - `--include-schedules` - Include syncing schedules\n - `--include-triggers` - Include syncing triggers\n - `--include-users` - Include syncing users\n - `--include-groups` - Include syncing groups\n - `--include-settings` - Include syncing workspace settings\n - `--include-key` - Include workspace encryption key\n - `--skip-branch-validation` - Skip git branch validation and prompts\n - `--json-output` - Output results in JSON format\n - `-i --includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string). Overrides wmill.yaml includes\n - `-e --excludes ` - Comma separated patterns to specify which file to NOT take into account. Overrides wmill.yaml excludes\n - `--extra-includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string). Useful to still take wmill.yaml into account and act as a second pattern to satisfy\n - `--repository ` - Specify repository path (e.g., u/user/repo) when multiple repositories exist\n - `--promotion ` - Use promotionOverrides from the specified branch instead of regular overrides\n - `--branch ` - Override the current git branch (works even outside a git repository)\n- `sync push` - Push any local changes and apply them remotely.\n - `--yes` - Push without needing confirmation\n - `--dry-run` - Show changes that would be pushed without actually pushing\n - `--plain-secrets` - Push secrets as plain text\n - `--json` - Use JSON instead of YAML\n - `--skip-variables` - Skip syncing variables (including secrets)\n - `--skip-secrets` - Skip syncing only secrets variables\n - `--skip-resources` - Skip syncing resources\n - `--skip-resource-types` - Skip syncing resource types\n - `--skip-scripts` - Skip syncing scripts\n - `--skip-flows` - Skip syncing flows\n - `--skip-apps` - Skip syncing apps\n - `--skip-folders` - Skip syncing folders\n - `--skip-workspace-dependencies` - Skip syncing workspace dependencies\n - `--skip-scripts-metadata` - Skip syncing scripts metadata, focus solely on logic\n - `--include-schedules` - Include syncing schedules\n - `--include-triggers` - Include syncing triggers\n - `--include-users` - Include syncing users\n - `--include-groups` - Include syncing groups\n - `--include-settings` - Include syncing workspace settings\n - `--include-key` - Include workspace encryption key\n - `--skip-branch-validation` - Skip git branch validation and prompts\n - `--json-output` - Output results in JSON format\n - `-i --includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string)\n - `-e --excludes ` - Comma separated patterns to specify which file to NOT take into account.\n - `--extra-includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string). Useful to still take wmill.yaml into account and act as a second pattern to satisfy\n - `--message ` - Include a message that will be added to all scripts/flows/apps updated during this push\n - `--parallel ` - Number of changes to process in parallel\n - `--repository ` - Specify repository path (e.g., u/user/repo) when multiple repositories exist\n - `--branch ` - Override the current git branch (works even outside a git repository)\n - `--lint` - Run lint validation before pushing\n - `--locks-required` - Fail if scripts or flow inline scripts that need locks have no locks\n\n### trigger\n\ntrigger related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `trigger list` - list all triggers\n - `--json` - Output as JSON (for piping to jq)\n- `trigger get ` - get a trigger's details\n - `--json` - Output as JSON (for piping to jq)\n - `--kind ` - Trigger kind (http, websocket, kafka, nats, postgres, mqtt, sqs, gcp, email). Recommended for faster lookup\n- `trigger new ` - create a new trigger locally\n - `--kind ` - Trigger kind (required: http, websocket, kafka, nats, postgres, mqtt, sqs, gcp, email)\n- `trigger push ` - push a local trigger spec. This overrides any remote versions.\n\n### user\n\nuser related commands\n\n**Subcommands:**\n\n- `user add [password:string]` - Create a user\n - `--superadmin` - Specify to make the new user superadmin.\n - `--company ` - Specify to set the company of the new user.\n - `--name ` - Specify to set the name of the new user.\n- `user remove ` - Delete a user\n- `user create-token`\n - `--email ` - Specify credentials to use for authentication. This will not be stored. It will only be used to exchange for a token with the API server, which will not be stored either.\n - `--password ` - Specify credentials to use for authentication. This will not be stored. It will only be used to exchange for a token with the API server, which will not be stored either.\n\n### variable\n\nvariable related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `variable list` - list all variables\n - `--json` - Output as JSON (for piping to jq)\n- `variable get ` - get a variable's details\n - `--json` - Output as JSON (for piping to jq)\n- `variable new ` - create a new variable locally\n- `variable push ` - Push a local variable spec. This overrides any remote versions.\n - `--plain-secrets` - Push secrets as plain text\n- `variable add ` - Create a new variable on the remote. This will update the variable if it already exists.\n - `--plain-secrets` - Push secrets as plain text\n - `--public` - Legacy option, use --plain-secrets instead\n\n### version\n\nShow version information\n\n### worker-groups\n\ndisplay worker groups, pull and push worker groups configs\n\n**Subcommands:**\n\n- `worker-groups pull` - Pull worker groups (similar to `wmill instance pull --skip-users --skip-settings --skip-groups`)\n - `--instance` - Name of the instance to push to, override the active instance\n - `--base-url` - Base url to be passed to the instance settings instead of the local one\n - `--yes` - Pull without needing confirmation\n- `worker-groups push` - Push instance settings, users, configs, group and overwrite remote\n - `--instance [instance]` - Name of the instance to push to, override the active instance\n - `--base-url [baseUrl]` - If used with --token, will be used as the base url for the instance\n - `--yes` - Push without needing confirmation\n\n### workers\n\nList all workers grouped by worker groups\n\n**Options:**\n- `--instance [instance]` - Name of the instance to push to, override the active instance\n- `--base-url [baseUrl]` - If used with --token, will be used as the base url for the instance\n\n### workspace\n\nworkspace related commands\n\n**Alias:** `profile`\n\n**Subcommands:**\n\n- `workspace switch ` - Switch to another workspace\n- `workspace add [workspace_name:string] [workspace_id:string] [remote:string]` - Add a workspace\n - `-c --create` - Create the workspace if it does not exist\n - `--create-workspace-name ` - Specify the workspace name. Ignored if --create is not specified or the workspace already exists. Will default to the workspace id.\n - `--create-username ` - Specify your own username in the newly created workspace. Ignored if --create is not specified, the workspace already exists or automatic username creation is enabled on the instance.\n- `workspace remove ` - Remove a workspace\n- `workspace whoami` - Show the currently active user\n- `workspace list` - List local workspace profiles\n- `workspace list-remote` - List workspaces on the remote server that you have access to\n- `workspace bind` - Bind the current Git branch to the active workspace\n - `--branch ` - Specify branch (defaults to current)\n- `workspace unbind` - Remove workspace binding from the current Git branch\n - `--branch ` - Specify branch (defaults to current)\n- `workspace fork [workspace_name:string] [workspace_id:string]` - Create a forked workspace\n - `--create-workspace-name ` - Specify the workspace name. Ignored if --create is not specified or the workspace already exists. Will default to the workspace id.\n- `workspace delete-fork ` - Delete a forked workspace and git branch\n - `-y --yes` - Skip confirmation prompt\n\n"; +export declare const FLOW_BASE = "# Windmill Flow Building Guide\n\n## CLI Commands\n\nCreate a folder ending with `__flow` and add a `flow.yaml` file with the flow definition.\nFor rawscript modules, use `!inline path/to/script.ts` for the content key. Inline script files should NOT include `.inline_script.` in their names (e.g. use `a.ts`, not `a.inline_script.ts`).\nAfter writing, tell the user they can run:\n- `wmill flow generate-locks --yes` - Generate lock files for the specific flow you modified (e.g. `wmill flow generate-locks f/my_folder/my_flow__flow --yes`)\n- `wmill sync push` - Deploy to Windmill\n\nDo NOT run these commands yourself. Instead, inform the user that they should run them.\n\n## OpenFlow Schema\n\nThe OpenFlow schema (openflow.openapi.yaml) is the source of truth for flow structure. Refer to OPENFLOW_SCHEMA for the complete type definitions.\n\n## Reserved Module IDs\n\n- `failure` - Reserved for failure handler module\n- `preprocessor` - Reserved for preprocessor module\n- `Input` - Reserved for flow input reference\n\n## Module ID Rules\n\n- Must be unique across the entire flow\n- Use underscores, not spaces (e.g., `fetch_data` not `fetch data`)\n- Use descriptive names that reflect the step's purpose\n\n## Common Mistakes to Avoid\n\n- Missing `input_transforms` - Rawscript parameters won't receive values without them\n- Referencing future steps - `results.step_id` only works for steps that execute before the current one\n- Duplicate module IDs - Each module ID must be unique in the flow\n\n## Data Flow Between Steps\n\n- `flow_input.property` - Access flow input parameters\n- `results.step_id` - Access output from a previous step\n- `results.step_id.property` - Access specific property from previous step output\n- `flow_input.iter.value` - Current item when inside a for-loop\n- `flow_input.iter.index` - Current index when inside a for-loop\n\n## Input Transforms\n\nEvery rawscript module needs `input_transforms` to map function parameters to values:\n\nStatic transform (fixed value):\n{\"param_name\": {\"type\": \"static\", \"value\": \"fixed_string\"}}\n\nJavaScript transform (dynamic expression):\n{\"param_name\": {\"type\": \"javascript\", \"expr\": \"results.previous_step.data\"}}\n\n## Resource References\n\n- For flow inputs: Use type `\"object\"` with format `\"resource-{type}\"` (e.g., `\"resource-postgresql\"`)\n- For step inputs: Use static value `\"$res:path/to/resource\"`\n\n## Failure Handler\n\nExecutes when any step fails. Has access to error details:\n\n- `error.message` - Error message\n- `error.step_id` - ID of failed step\n- `error.name` - Error name\n- `error.stack` - Stack trace\n\n## S3 Object Operations\n\nWindmill provides built-in support for S3-compatible storage operations.\n\nTo accept an S3 object as flow input:\n\n```json\n{\n \"type\": \"object\",\n \"properties\": {\n \"file\": {\n \"type\": \"object\",\n \"format\": \"resource-s3_object\",\n \"description\": \"File to process\"\n }\n }\n}\n```\n\n## Using Resources in Flows\n\nOn Windmill, credentials and configuration are stored in resources. Resource types define the format of the resource.\n\n### As Flow Input\n\nIn the flow schema, set the property type to `\"object\"` with format `\"resource-{type}\"`:\n\n```json\n{\n \"type\": \"object\",\n \"properties\": {\n \"database\": {\n \"type\": \"object\",\n \"format\": \"resource-postgresql\",\n \"description\": \"Database connection\"\n }\n }\n}\n```\n\n### As Step Input (Static Reference)\n\nReference a specific resource using `$res:` prefix:\n\n```json\n{\n \"database\": {\n \"type\": \"static\",\n \"value\": \"$res:f/folder/my_database\"\n }\n}\n```\n"; +export declare const SDK_TYPESCRIPT = "# TypeScript SDK (windmill-client)\n\nImport: import * as wmill from 'windmill-client'\n\n/**\n * Initialize the Windmill client with authentication token and base URL\n * @param token - Authentication token (defaults to WM_TOKEN env variable)\n * @param baseUrl - API base URL (defaults to BASE_INTERNAL_URL or BASE_URL env variable)\n */\nsetClient(token?: string, baseUrl?: string): void\n\n/**\n * Create a client configuration from env variables\n * @returns client configuration\n */\ngetWorkspace(): string\n\n/**\n * Get a resource value by path\n * @param path path of the resource, default to internal state path\n * @param undefinedIfEmpty if the resource does not exist, return undefined instead of throwing an error\n * @returns resource value\n */\nasync getResource(path?: string, undefinedIfEmpty?: boolean): Promise\n\n/**\n * Get the true root job id\n * @param jobId job id to get the root job id from (default to current job)\n * @returns root job id\n */\nasync getRootJobId(jobId?: string): Promise\n\n/**\n * @deprecated Use runScriptByPath or runScriptByHash instead\n */\nasync runScript(path: string | null = null, hash_: string | null = null, args: Record | null = null, verbose: boolean = false): Promise\n\n/**\n * Run a script synchronously by its path and wait for the result\n * @param path - Script path in Windmill\n * @param args - Arguments to pass to the script\n * @param verbose - Enable verbose logging\n * @returns Script execution result\n */\nasync runScriptByPath(path: string, args: Record | null = null, verbose: boolean = false): Promise\n\n/**\n * Run a script synchronously by its hash and wait for the result\n * @param hash_ - Script hash in Windmill\n * @param args - Arguments to pass to the script\n * @param verbose - Enable verbose logging\n * @returns Script execution result\n */\nasync runScriptByHash(hash_: string, args: Record | null = null, verbose: boolean = false): Promise\n\n/**\n * Append a text to the result stream\n * @param text text to append to the result stream\n */\nappendToResultStream(text: string): void\n\n/**\n * Stream to the result stream\n * @param stream stream to stream to the result stream\n */\nasync streamResult(stream: AsyncIterable): Promise\n\n/**\n * Run a flow synchronously by its path and wait for the result\n * @param path - Flow path in Windmill\n * @param args - Arguments to pass to the flow\n * @param verbose - Enable verbose logging\n * @returns Flow execution result\n */\nasync runFlow(path: string | null = null, args: Record | null = null, verbose: boolean = false): Promise\n\n/**\n * Wait for a job to complete and return its result\n * @param jobId - ID of the job to wait for\n * @param verbose - Enable verbose logging\n * @returns Job result when completed\n */\nasync waitJob(jobId: string, verbose: boolean = false): Promise\n\n/**\n * Get the result of a completed job\n * @param jobId - ID of the completed job\n * @returns Job result\n */\nasync getResult(jobId: string): Promise\n\n/**\n * Get the result of a job if completed, or its current status\n * @param jobId - ID of the job\n * @returns Object with started, completed, success, and result properties\n */\nasync getResultMaybe(jobId: string): Promise\n\n/**\n * @deprecated Use runScriptByPathAsync or runScriptByHashAsync instead\n */\nasync runScriptAsync(path: string | null, hash_: string | null, args: Record | null, scheduledInSeconds: number | null = null): Promise\n\n/**\n * Run a script asynchronously by its path\n * @param path - Script path in Windmill\n * @param args - Arguments to pass to the script\n * @param scheduledInSeconds - Schedule execution for a future time (in seconds)\n * @returns Job ID of the created job\n */\nasync runScriptByPathAsync(path: string, args: Record | null = null, scheduledInSeconds: number | null = null): Promise\n\n/**\n * Run a script asynchronously by its hash\n * @param hash_ - Script hash in Windmill\n * @param args - Arguments to pass to the script\n * @param scheduledInSeconds - Schedule execution for a future time (in seconds)\n * @returns Job ID of the created job\n */\nasync runScriptByHashAsync(hash_: string, args: Record | null = null, scheduledInSeconds: number | null = null): Promise\n\n/**\n * Run a flow asynchronously by its path\n * @param path - Flow path in Windmill\n * @param args - Arguments to pass to the flow\n * @param scheduledInSeconds - Schedule execution for a future time (in seconds)\n * @param doNotTrackInParent - If false, tracks state in parent job (only use when fully awaiting the job)\n * @returns Job ID of the created job\n */\nasync runFlowAsync(path: string | null, args: Record | null, scheduledInSeconds: number | null = null, // can only be set to false if this the job will be fully await and not concurrent with any other job // as otherwise the child flow and its own child will store their state in the parent job which will // lead to incorrectness and failures doNotTrackInParent: boolean = true): Promise\n\n/**\n * Resolve a resource value in case the default value was picked because the input payload was undefined\n * @param obj resource value or path of the resource under the format `$res:path`\n * @returns resource value\n */\nasync resolveDefaultResource(obj: any): Promise\n\n/**\n * Get the state file path from environment variables\n * @returns State path string\n */\ngetStatePath(): string\n\n/**\n * Set a resource value by path\n * @param path path of the resource to set, default to state path\n * @param value new value of the resource to set\n * @param initializeToTypeIfNotExist if the resource does not exist, initialize it with this type\n */\nasync setResource(value: any, path?: string, initializeToTypeIfNotExist?: string): Promise\n\n/**\n * Set the state\n * @param state state to set\n * @deprecated use setState instead\n */\nasync setInternalState(state: any): Promise\n\n/**\n * Set the state\n * @param state state to set\n * @param path Optional state resource path override. Defaults to `getStatePath()`.\n */\nasync setState(state: any, path?: string): Promise\n\n/**\n * Set the progress\n * Progress cannot go back and limited to 0% to 99% range\n * @param percent Progress to set in %\n * @param jobId? Job to set progress for\n */\nasync setProgress(percent: number, jobId?: any): Promise\n\n/**\n * Get the progress\n * @param jobId? Job to get progress from\n * @returns Optional clamped between 0 and 100 progress value\n */\nasync getProgress(jobId?: any): Promise\n\n/**\n * Set a flow user state\n * @param key key of the state\n * @param value value of the state\n */\nasync setFlowUserState(key: string, value: any, errorIfNotPossible?: boolean): Promise\n\n/**\n * Get a flow user state\n * @param path path of the variable\n */\nasync getFlowUserState(key: string, errorIfNotPossible?: boolean): Promise\n\n/**\n * Get the internal state\n * @deprecated use getState instead\n */\nasync getInternalState(): Promise\n\n/**\n * Get the state shared across executions\n * @param path Optional state resource path override. Defaults to `getStatePath()`.\n */\nasync getState(path?: string): Promise\n\n/**\n * Get a variable by path\n * @param path path of the variable\n * @returns variable value\n */\nasync getVariable(path: string): Promise\n\n/**\n * Set a variable by path, create if not exist\n * @param path path of the variable\n * @param value value of the variable\n * @param isSecretIfNotExist if the variable does not exist, create it as secret or not (default: false)\n * @param descriptionIfNotExist if the variable does not exist, create it with this description (default: \"\")\n */\nasync setVariable(path: string, value: string, isSecretIfNotExist?: boolean, descriptionIfNotExist?: string): Promise\n\n/**\n * Build a PostgreSQL connection URL from a database resource\n * @param path - Path to the database resource\n * @returns PostgreSQL connection URL string\n */\nasync databaseUrlFromResource(path: string): Promise\n\nasync polarsConnectionSettings(s3_resource_path: string | undefined): Promise\n\nasync duckdbConnectionSettings(s3_resource_path: string | undefined): Promise\n\n/**\n * Get S3 client settings from a resource or workspace default\n * @param s3_resource_path - Path to S3 resource (uses workspace default if undefined)\n * @returns S3 client configuration settings\n */\nasync denoS3LightClientSettings(s3_resource_path: string | undefined): Promise\n\n/**\n * Load the content of a file stored in S3. If the s3ResourcePath is undefined, it will default to the workspace S3 resource.\n * \n * ```typescript\n * let fileContent = await wmill.loadS3FileContent(inputFile)\n * // if the file is a raw text file, it can be decoded and printed directly:\n * const text = new TextDecoder().decode(fileContentStream)\n * console.log(text);\n * ```\n */\nasync loadS3File(s3object: S3Object, s3ResourcePath: string | undefined = undefined): Promise\n\n/**\n * Load the content of a file stored in S3 as a stream. If the s3ResourcePath is undefined, it will default to the workspace S3 resource.\n * \n * ```typescript\n * let fileContentBlob = await wmill.loadS3FileStream(inputFile)\n * // if the content is plain text, the blob can be read directly:\n * console.log(await fileContentBlob.text());\n * ```\n */\nasync loadS3FileStream(s3object: S3Object, s3ResourcePath: string | undefined = undefined): Promise\n\n/**\n * Persist a file to the S3 bucket. If the s3ResourcePath is undefined, it will default to the workspace S3 resource.\n * \n * ```typescript\n * const s3object = await writeS3File(s3Object, \"Hello Windmill!\")\n * const fileContentAsUtf8Str = (await s3object.toArray()).toString('utf-8')\n * console.log(fileContentAsUtf8Str)\n * ```\n */\nasync writeS3File(s3object: S3Object | undefined, fileContent: string | Blob, s3ResourcePath: string | undefined = undefined, contentType: string | undefined = undefined, contentDisposition: string | undefined = undefined): Promise\n\n/**\n * Sign S3 objects to be used by anonymous users in public apps\n * @param s3objects s3 objects to sign\n * @returns signed s3 objects\n */\nasync signS3Objects(s3objects: S3Object[]): Promise\n\n/**\n * Sign S3 object to be used by anonymous users in public apps\n * @param s3object s3 object to sign\n * @returns signed s3 object\n */\nasync signS3Object(s3object: S3Object): Promise\n\n/**\n * Generate a presigned public URL for an array of S3 objects.\n * If an S3 object is not signed yet, it will be signed first.\n * @param s3Objects s3 objects to sign\n * @returns list of signed public URLs\n */\nasync getPresignedS3PublicUrls(s3Objects: S3Object[], { baseUrl }: { baseUrl?: string } = {}): Promise\n\n/**\n * Generate a presigned public URL for an S3 object. If the S3 object is not signed yet, it will be signed first.\n * @param s3Object s3 object to sign\n * @returns signed public URL\n */\nasync getPresignedS3PublicUrl(s3Objects: S3Object, { baseUrl }: { baseUrl?: string } = {}): Promise\n\n/**\n * Get URLs needed for resuming a flow after this step\n * @param approver approver name\n * @param flowLevel if true, generate resume URLs for the parent flow instead of the specific step.\n * This allows pre-approvals that can be consumed by any later suspend step in the same flow.\n * @returns approval page UI URL, resume and cancel API URLs for resuming the flow\n */\nasync getResumeUrls(approver?: string, flowLevel?: boolean): Promise<{\n approvalPage: string;\n resume: string;\n cancel: string;\n}>\n\n/**\n * @deprecated use getResumeUrls instead\n */\ngetResumeEndpoints(approver?: string): Promise<{\n approvalPage: string;\n resume: string;\n cancel: string;\n}>\n\n/**\n * Get an OIDC jwt token for auth to external services (e.g: Vault, AWS) (ee only)\n * @param audience audience of the token\n * @param expiresIn Optional number of seconds until the token expires\n * @returns jwt token\n */\nasync getIdToken(audience: string, expiresIn?: number): Promise\n\n/**\n * Convert a base64-encoded string to Uint8Array\n * @param data - Base64-encoded string\n * @returns Decoded Uint8Array\n */\nbase64ToUint8Array(data: string): Uint8Array\n\n/**\n * Convert a Uint8Array to base64-encoded string\n * @param arrayBuffer - Uint8Array to encode\n * @returns Base64-encoded string\n */\nuint8ArrayToBase64(arrayBuffer: Uint8Array): string\n\n/**\n * Get email from workspace username\n * This method is particularly useful for apps that require the email address of the viewer.\n * Indeed, in the viewer context, WM_USERNAME is set to the username of the viewer but WM_EMAIL is set to the email of the creator of the app.\n * @param username\n * @returns email address\n */\nasync usernameToEmail(username: string): Promise\n\n/**\n * Sends an interactive approval request via Slack, allowing optional customization of the message, approver, and form fields.\n * \n * **[Enterprise Edition Only]** To include form fields in the Slack approval request, go to **Advanced -> Suspend -> Form**\n * and define a form. Learn more at [Windmill Documentation](https://www.windmill.dev/docs/flows/flow_approval#form).\n * \n * @param {Object} options - The configuration options for the Slack approval request.\n * @param {string} options.slackResourcePath - The path to the Slack resource in Windmill.\n * @param {string} options.channelId - The Slack channel ID where the approval request will be sent.\n * @param {string} [options.message] - Optional custom message to include in the Slack approval request.\n * @param {string} [options.approver] - Optional user ID or name of the approver for the request.\n * @param {DefaultArgs} [options.defaultArgsJson] - Optional object defining or overriding the default arguments to a form field.\n * @param {Enums} [options.dynamicEnumsJson] - Optional object overriding the enum default values of an enum form field.\n * @param {string} [options.resumeButtonText] - Optional text for the resume button.\n * @param {string} [options.cancelButtonText] - Optional text for the cancel button.\n * \n * @returns {Promise} Resolves when the Slack approval request is successfully sent.\n * \n * @throws {Error} If the function is not called within a flow or flow preview.\n * @throws {Error} If the `JobService.getSlackApprovalPayload` call fails.\n * \n * **Usage Example:**\n * ```typescript\n * await requestInteractiveSlackApproval({\n * slackResourcePath: \"/u/alex/my_slack_resource\",\n * channelId: \"admins-slack-channel\",\n * message: \"Please approve this request\",\n * approver: \"approver123\",\n * defaultArgsJson: { key1: \"value1\", key2: 42 },\n * dynamicEnumsJson: { foo: [\"choice1\", \"choice2\"], bar: [\"optionA\", \"optionB\"] },\n * resumeButtonText: \"Resume\",\n * cancelButtonText: \"Cancel\",\n * });\n * ```\n * \n * **Note:** This function requires execution within a Windmill flow or flow preview.\n */\nasync requestInteractiveSlackApproval({ slackResourcePath, channelId, message, approver, defaultArgsJson, dynamicEnumsJson, resumeButtonText, cancelButtonText, }: SlackApprovalOptions): Promise\n\n/**\n * Sends an interactive approval request via Teams, allowing optional customization of the message, approver, and form fields.\n * \n * **[Enterprise Edition Only]** To include form fields in the Teams approval request, go to **Advanced -> Suspend -> Form**\n * and define a form. Learn more at [Windmill Documentation](https://www.windmill.dev/docs/flows/flow_approval#form).\n * \n * @param {Object} options - The configuration options for the Teams approval request.\n * @param {string} options.teamName - The Teams team name where the approval request will be sent.\n * @param {string} options.channelName - The Teams channel name where the approval request will be sent.\n * @param {string} [options.message] - Optional custom message to include in the Teams approval request.\n * @param {string} [options.approver] - Optional user ID or name of the approver for the request.\n * @param {DefaultArgs} [options.defaultArgsJson] - Optional object defining or overriding the default arguments to a form field.\n * @param {Enums} [options.dynamicEnumsJson] - Optional object overriding the enum default values of an enum form field.\n * \n * @returns {Promise} Resolves when the Teams approval request is successfully sent.\n * \n * @throws {Error} If the function is not called within a flow or flow preview.\n * @throws {Error} If the `JobService.getTeamsApprovalPayload` call fails.\n * \n * **Usage Example:**\n * ```typescript\n * await requestInteractiveTeamsApproval({\n * teamName: \"admins-teams\",\n * channelName: \"admins-teams-channel\",\n * message: \"Please approve this request\",\n * approver: \"approver123\",\n * defaultArgsJson: { key1: \"value1\", key2: 42 },\n * dynamicEnumsJson: { foo: [\"choice1\", \"choice2\"], bar: [\"optionA\", \"optionB\"] },\n * });\n * ```\n * \n * **Note:** This function requires execution within a Windmill flow or flow preview.\n */\nasync requestInteractiveTeamsApproval({ teamName, channelName, message, approver, defaultArgsJson, dynamicEnumsJson, }: TeamsApprovalOptions): Promise\n\n/**\n * Parse an S3 object from URI string or record format\n * @param s3Object - S3 object as URI string (s3://storage/key) or record\n * @returns S3 object record with storage and s3 key\n */\nparseS3Object(s3Object: S3Object): S3ObjectRecord\n\nsetWorkflowCtx(ctx: WorkflowCtx | null): void\n\nasync sleep(seconds: number): Promise\n\nasync step(name: string, fn: () => T | Promise): Promise\n\n/**\n * Create a task that dispatches to a separate Windmill script.\n * \n * @example\n * const extract = taskScript(\"f/data/extract\");\n * // inside workflow: await extract({ url: \"https://...\" })\n */\ntaskScript(path: string, options?: TaskOptions): (...args: any[]) => PromiseLike\n\n/**\n * Create a task that dispatches to a separate Windmill flow.\n * \n * @example\n * const pipeline = taskFlow(\"f/etl/pipeline\");\n * // inside workflow: await pipeline({ input: data })\n */\ntaskFlow(path: string, options?: TaskOptions): (...args: any[]) => PromiseLike\n\n/**\n * Mark an async function as a workflow-as-code entry point.\n * \n * The function must be **deterministic**: given the same inputs it must call\n * tasks in the same order on every replay. Branching on task results is fine\n * (results are replayed from checkpoint), but branching on external state\n * (current time, random values, external API calls) must use `step()` to\n * checkpoint the value so replays see the same result.\n */\nworkflow(fn: (...args: any[]) => Promise): void\n\n/**\n * Suspend the workflow and wait for an external approval.\n * \n * Use `getResumeUrls()` (wrapped in `step()`) to obtain resume/cancel/approvalPage\n * URLs before calling this function.\n * \n * @example\n * const urls = await step(\"urls\", () => getResumeUrls());\n * await step(\"notify\", () => sendEmail(urls.approvalPage));\n * const { value, approver } = await waitForApproval({ timeout: 3600 });\n */\nwaitForApproval(options?: { timeout?: number; form?: object; selfApproval?: boolean; }): PromiseLike<{ value: any; approver: string; approved: boolean }>\n\n/**\n * Process items in parallel with optional concurrency control.\n * \n * Each item is processed by calling `fn(item)`, which should be a task().\n * Items are dispatched in batches of `concurrency` (default: all at once).\n * \n * @example\n * const process = task(async (item: string) => { ... });\n * const results = await parallel(items, process, { concurrency: 5 });\n */\nasync parallel(items: T[], fn: (item: T) => PromiseLike | R, options?: { concurrency?: number },): Promise\n\n/**\n * Commit Kafka offsets for a trigger with auto_commit disabled.\n * @param triggerPath - Path to the Kafka trigger (from event.wm_trigger.trigger_path)\n * @param topic - Kafka topic name (from event.topic)\n * @param partition - Partition number (from event.partition)\n * @param offset - Message offset to commit (from event.offset)\n */\nasync commitKafkaOffsets(triggerPath: string, topic: string, partition: number, offset: number,): Promise\n\n/**\n * Create a SQL template function for PostgreSQL/datatable queries\n * @param name - Database/datatable name (default: \"main\")\n * @returns SQL template function for building parameterized queries\n * @example\n * let sql = wmill.datatable()\n * let name = 'Robin'\n * let age = 21\n * await sql`\n * SELECT * FROM friends\n * WHERE name = ${name} AND age = ${age}::int\n * `.fetch()\n */\ndatatable(name: string = \"main\"): DatatableSqlTemplateFunction\n\n/**\n * Create a SQL template function for DuckDB/ducklake queries\n * @param name - DuckDB database name (default: \"main\")\n * @returns SQL template function for building parameterized queries\n * @example\n * let sql = wmill.ducklake()\n * let name = 'Robin'\n * let age = 21\n * await sql`\n * SELECT * FROM friends\n * WHERE name = ${name} AND age = ${age}\n * `.fetch()\n */\nducklake(name: string = \"main\"): SqlTemplateFunction\n"; +export declare const SDK_PYTHON = "# Python SDK (wmill)\n\nImport: import wmill\n\ndef get_mocked_api() -> Optional[dict]\n\n# Get the HTTP client instance.\n# \n# Returns:\n# Configured httpx.Client for API requests\ndef get_client() -> httpx.Client\n\n# Make an HTTP GET request to the Windmill API.\n# \n# Args:\n# endpoint: API endpoint path\n# raise_for_status: Whether to raise an exception on HTTP errors\n# **kwargs: Additional arguments passed to httpx.get\n# \n# Returns:\n# HTTP response object\ndef get(endpoint, raise_for_status = True, **kwargs) -> httpx.Response\n\n# Make an HTTP POST request to the Windmill API.\n# \n# Args:\n# endpoint: API endpoint path\n# raise_for_status: Whether to raise an exception on HTTP errors\n# **kwargs: Additional arguments passed to httpx.post\n# \n# Returns:\n# HTTP response object\ndef post(endpoint, raise_for_status = True, **kwargs) -> httpx.Response\n\n# Create a new authentication token.\n# \n# Args:\n# duration: Token validity duration (default: 1 day)\n# \n# Returns:\n# New authentication token string\ndef create_token(duration = dt.timedelta(days=1)) -> str\n\n# Create a script job and return its job id.\n# \n# .. deprecated:: Use run_script_by_path_async or run_script_by_hash_async instead.\ndef run_script_async(path: str = None, hash_: str = None, args: dict = None, scheduled_in_secs: int = None) -> str\n\n# Create a script job by path and return its job id.\ndef run_script_by_path_async(path: str, args: dict = None, scheduled_in_secs: int = None) -> str\n\n# Create a script job by hash and return its job id.\ndef run_script_by_hash_async(hash_: str, args: dict = None, scheduled_in_secs: int = None) -> str\n\n# Create a flow job and return its job id.\ndef run_flow_async(path: str, args: dict = None, scheduled_in_secs: int = None, do_not_track_in_parent: bool = True) -> str\n\n# Run script synchronously and return its result.\n# \n# .. deprecated:: Use run_script_by_path or run_script_by_hash instead.\ndef run_script(path: str = None, hash_: str = None, args: dict = None, timeout: dt.timedelta | int | float | None = None, verbose: bool = False, cleanup: bool = True, assert_result_is_not_none: bool = False) -> Any\n\n# Run script by path synchronously and return its result.\ndef run_script_by_path(path: str, args: dict = None, timeout: dt.timedelta | int | float | None = None, verbose: bool = False, cleanup: bool = True, assert_result_is_not_none: bool = False) -> Any\n\n# Run script by hash synchronously and return its result.\ndef run_script_by_hash(hash_: str, args: dict = None, timeout: dt.timedelta | int | float | None = None, verbose: bool = False, cleanup: bool = True, assert_result_is_not_none: bool = False) -> Any\n\n# Run a script on the current worker without creating a job\ndef run_inline_script_preview(content: str, language: str, args: dict = None) -> Any\n\n# Wait for a job to complete and return its result.\n# \n# Args:\n# job_id: ID of the job to wait for\n# timeout: Maximum time to wait (seconds or timedelta)\n# verbose: Enable verbose logging\n# cleanup: Register cleanup handler to cancel job on exit\n# assert_result_is_not_none: Raise exception if result is None\n# \n# Returns:\n# Job result when completed\n# \n# Raises:\n# TimeoutError: If timeout is reached\n# Exception: If job fails\ndef wait_job(job_id, timeout: dt.timedelta | int | float | None = None, verbose: bool = False, cleanup: bool = True, assert_result_is_not_none: bool = False)\n\n# Cancel a specific job by ID.\n# \n# Args:\n# job_id: UUID of the job to cancel\n# reason: Optional reason for cancellation\n# \n# Returns:\n# Response message from the cancel endpoint\ndef cancel_job(job_id: str, reason: str = None) -> str\n\n# Cancel currently running executions of the same script.\ndef cancel_running() -> dict\n\n# Get job details by ID.\n# \n# Args:\n# job_id: UUID of the job\n# \n# Returns:\n# Job details dictionary\ndef get_job(job_id: str) -> dict\n\n# Get the root job ID for a flow hierarchy.\n# \n# Args:\n# job_id: Job ID (defaults to current WM_JOB_ID)\n# \n# Returns:\n# Root job ID\ndef get_root_job_id(job_id: str | None = None) -> dict\n\n# Get an OIDC JWT token for authentication to external services.\n# \n# Args:\n# audience: Token audience (e.g., \"vault\", \"aws\")\n# expires_in: Optional expiration time in seconds\n# \n# Returns:\n# JWT token string\ndef get_id_token(audience: str, expires_in: int | None = None) -> str\n\n# Get the status of a job.\n# \n# Args:\n# job_id: UUID of the job\n# \n# Returns:\n# Job status: \"RUNNING\", \"WAITING\", or \"COMPLETED\"\ndef get_job_status(job_id: str) -> JobStatus\n\n# Get the result of a completed job.\n# \n# Args:\n# job_id: UUID of the completed job\n# assert_result_is_not_none: Raise exception if result is None\n# \n# Returns:\n# Job result\ndef get_result(job_id: str, assert_result_is_not_none: bool = True) -> Any\n\n# Get a variable value by path.\n# \n# Args:\n# path: Variable path in Windmill\n# \n# Returns:\n# Variable value as string\ndef get_variable(path: str) -> str\n\n# Set a variable value by path, creating it if it doesn't exist.\n# \n# Args:\n# path: Variable path in Windmill\n# value: Variable value to set\n# is_secret: Whether the variable should be secret (default: False)\ndef set_variable(path: str, value: str, is_secret: bool = False) -> None\n\n# Get a resource value by path.\n# \n# Args:\n# path: Resource path in Windmill\n# none_if_undefined: Return None instead of raising if not found\n# interpolated: if variables and resources are fully unrolled\n# \n# Returns:\n# Resource value dictionary or None\ndef get_resource(path: str, none_if_undefined: bool = False, interpolated: bool = True) -> dict | None\n\n# Set a resource value by path, creating it if it doesn't exist.\n# \n# Args:\n# value: Resource value to set\n# path: Resource path in Windmill\n# resource_type: Resource type for creation\ndef set_resource(value: Any, path: str, resource_type: str)\n\n# List resources from Windmill workspace.\n# \n# Args:\n# resource_type: Optional resource type to filter by (e.g., \"postgresql\", \"mysql\", \"s3\")\n# page: Optional page number for pagination\n# per_page: Optional number of results per page\n# \n# Returns:\n# List of resource dictionaries\ndef list_resources(resource_type: str = None, page: int = None, per_page: int = None) -> list[dict]\n\n# Set the workflow state.\n# \n# Args:\n# value: State value to set\n# path: Optional state resource path override.\ndef set_state(value: Any, path: str | None = None) -> None\n\n# Get the workflow state.\n# \n# Args:\n# path: Optional state resource path override.\n# \n# Returns:\n# State value or None if not set\ndef get_state(path: str | None = None) -> Any\n\n# Set job progress percentage (0-99).\n# \n# Args:\n# value: Progress percentage\n# job_id: Job ID (defaults to current WM_JOB_ID)\ndef set_progress(value: int, job_id: Optional[str] = None)\n\n# Get job progress percentage.\n# \n# Args:\n# job_id: Job ID (defaults to current WM_JOB_ID)\n# \n# Returns:\n# Progress value (0-100) or None if not set\ndef get_progress(job_id: Optional[str] = None) -> Any\n\n# Set the user state of a flow at a given key\ndef set_flow_user_state(key: str, value: Any) -> None\n\n# Get the user state of a flow at a given key\ndef get_flow_user_state(key: str) -> Any\n\n# Get the Windmill server version.\n# \n# Returns:\n# Version string\ndef version()\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection from DuckDB\ndef get_duckdb_connection_settings(s3_resource_path: str = '') -> DuckDbConnectionSettings | None\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection from Polars\ndef get_polars_connection_settings(s3_resource_path: str = '') -> PolarsConnectionSettings\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection using boto3\ndef get_boto3_connection_settings(s3_resource_path: str = '') -> Boto3ConnectionSettings\n\n# Load a file from the workspace s3 bucket and returns its content as bytes.\n# \n# '''python\n# from wmill import S3Object\n# \n# s3_obj = S3Object(s3=\"/path/to/my_file.txt\")\n# my_obj_content = client.load_s3_file(s3_obj)\n# file_content = my_obj_content.decode(\"utf-8\")\n# '''\ndef load_s3_file(s3object: S3Object | str, s3_resource_path: str | None) -> bytes\n\n# Load a file from the workspace s3 bucket and returns the bytes stream.\n# \n# '''python\n# from wmill import S3Object\n# \n# s3_obj = S3Object(s3=\"/path/to/my_file.txt\")\n# with wmill.load_s3_file_reader(s3object, s3_resource_path) as file_reader:\n# print(file_reader.read())\n# '''\ndef load_s3_file_reader(s3object: S3Object | str, s3_resource_path: str | None) -> BufferedReader\n\n# Write a file to the workspace S3 bucket\n# \n# '''python\n# from wmill import S3Object\n# \n# s3_obj = S3Object(s3=\"/path/to/my_file.txt\")\n# \n# # for an in memory bytes array:\n# file_content = b'Hello Windmill!'\n# client.write_s3_file(s3_obj, file_content)\n# \n# # for a file:\n# with open(\"my_file.txt\", \"rb\") as my_file:\n# client.write_s3_file(s3_obj, my_file)\n# '''\ndef write_s3_file(s3object: S3Object | str | None, file_content: BufferedReader | bytes, s3_resource_path: str | None, content_type: str | None = None, content_disposition: str | None = None) -> S3Object\n\n# Permanently delete a file from the workspace S3 bucket.\n# \n# '''python\n# from wmill import S3Object\n# \n# s3_obj = S3Object(s3=\"/path/to/my_file.txt\")\n# client.delete_s3_object(s3_obj)\n# '''\ndef delete_s3_object(s3object: S3Object | str, s3_resource_path: str | None = None) -> None\n\n# Sign S3 objects for use by anonymous users in public apps.\n# \n# Args:\n# s3_objects: List of S3 objects to sign\n# \n# Returns:\n# List of signed S3 objects\ndef sign_s3_objects(s3_objects: list[S3Object | str]) -> list[S3Object]\n\n# Sign a single S3 object for use by anonymous users in public apps.\n# \n# Args:\n# s3_object: S3 object to sign\n# \n# Returns:\n# Signed S3 object\ndef sign_s3_object(s3_object: S3Object | str) -> S3Object\n\n# Generate presigned public URLs for an array of S3 objects.\n# If an S3 object is not signed yet, it will be signed first.\n# \n# Args:\n# s3_objects: List of S3 objects to sign\n# base_url: Optional base URL for the presigned URLs (defaults to WM_BASE_URL)\n# \n# Returns:\n# List of signed public URLs\n# \n# Example:\n# >>> s3_objs = [S3Object(s3=\"/path/to/file1.txt\"), S3Object(s3=\"/path/to/file2.txt\")]\n# >>> urls = client.get_presigned_s3_public_urls(s3_objs)\ndef get_presigned_s3_public_urls(s3_objects: list[S3Object | str], base_url: str | None = None) -> list[str]\n\n# Generate a presigned public URL for an S3 object.\n# If the S3 object is not signed yet, it will be signed first.\n# \n# Args:\n# s3_object: S3 object to sign\n# base_url: Optional base URL for the presigned URL (defaults to WM_BASE_URL)\n# \n# Returns:\n# Signed public URL\n# \n# Example:\n# >>> s3_obj = S3Object(s3=\"/path/to/file.txt\")\n# >>> url = client.get_presigned_s3_public_url(s3_obj)\ndef get_presigned_s3_public_url(s3_object: S3Object | str, base_url: str | None = None) -> str\n\n# Get the current user information.\n# \n# Returns:\n# User details dictionary\ndef whoami() -> dict\n\n# Get the current user information (alias for whoami).\n# \n# Returns:\n# User details dictionary\ndef user() -> dict\n\n# Get the state resource path from environment.\n# \n# Returns:\n# State path string\ndef state_path() -> str\n\n# Get the workflow state.\n# \n# Returns:\n# State value or None if not set\ndef state() -> Any\n\n# Set the state in the shared folder using pickle\ndef set_shared_state_pickle(value: Any, path: str = 'state.pickle') -> None\n\n# Get the state in the shared folder using pickle\ndef get_shared_state_pickle(path: str = 'state.pickle') -> Any\n\n# Set the state in the shared folder using pickle\ndef set_shared_state(value: Any, path: str = 'state.json') -> None\n\n# Get the state in the shared folder using pickle\ndef get_shared_state(path: str = 'state.json') -> None\n\n# Get URLs needed for resuming a flow after suspension.\n# \n# Args:\n# approver: Optional approver name\n# flow_level: If True, generate resume URLs for the parent flow instead of the\n# specific step. This allows pre-approvals that can be consumed by any later\n# suspend step in the same flow.\n# \n# Returns:\n# Dictionary with approvalPage, resume, and cancel URLs\ndef get_resume_urls(approver: str = None, flow_level: bool = None) -> dict\n\n# Sends an interactive approval request via Slack, allowing optional customization of the message, approver, and form fields.\n# \n# **[Enterprise Edition Only]** To include form fields in the Slack approval request, use the \"Advanced -> Suspend -> Form\" functionality.\n# Learn more at: https://www.windmill.dev/docs/flows/flow_approval#form\n# \n# :param slack_resource_path: The path to the Slack resource in Windmill.\n# :type slack_resource_path: str\n# :param channel_id: The Slack channel ID where the approval request will be sent.\n# :type channel_id: str\n# :param message: Optional custom message to include in the Slack approval request.\n# :type message: str, optional\n# :param approver: Optional user ID or name of the approver for the request.\n# :type approver: str, optional\n# :param default_args_json: Optional dictionary defining or overriding the default arguments for form fields.\n# :type default_args_json: dict, optional\n# :param dynamic_enums_json: Optional dictionary overriding the enum default values of enum form fields.\n# :type dynamic_enums_json: dict, optional\n# \n# :raises Exception: If the function is not called within a flow or flow preview.\n# :raises Exception: If the required flow job or flow step environment variables are not set.\n# \n# :return: None\n# \n# **Usage Example:**\n# >>> client.request_interactive_slack_approval(\n# ... slack_resource_path=\"/u/alex/my_slack_resource\",\n# ... channel_id=\"admins-slack-channel\",\n# ... message=\"Please approve this request\",\n# ... approver=\"approver123\",\n# ... default_args_json={\"key1\": \"value1\", \"key2\": 42},\n# ... dynamic_enums_json={\"foo\": [\"choice1\", \"choice2\"], \"bar\": [\"optionA\", \"optionB\"]},\n# ... )\n# \n# **Notes:**\n# - This function must be executed within a Windmill flow or flow preview.\n# - The function checks for required environment variables (`WM_FLOW_JOB_ID`, `WM_FLOW_STEP_ID`) to ensure it is run in the appropriate context.\ndef request_interactive_slack_approval(slack_resource_path: str, channel_id: str, message: str = None, approver: str = None, default_args_json: dict = None, dynamic_enums_json: dict = None) -> None\n\n# Get email from workspace username\n# This method is particularly useful for apps that require the email address of the viewer.\n# Indeed, in the viewer context WM_USERNAME is set to the username of the viewer but WM_EMAIL is set to the email of the creator of the app.\ndef username_to_email(username: str) -> str\n\n# Send a message to a Microsoft Teams conversation with conversation_id, where success is used to style the message\ndef send_teams_message(conversation_id: str, text: str, success: bool = True, card_block: dict = None)\n\n# Get a DataTable client for SQL queries.\n# \n# Args:\n# name: Database name (default: \"main\")\n# \n# Returns:\n# DataTableClient instance\ndef datatable(name: str = 'main')\n\n# Get a DuckLake client for DuckDB queries.\n# \n# Args:\n# name: Database name (default: \"main\")\n# \n# Returns:\n# DucklakeClient instance\ndef ducklake(name: str = 'main')\n\ndef init_global_client(f)\n\ndef deprecate(in_favor_of: str)\n\n# Get the current workspace ID.\n# \n# Returns:\n# Workspace ID string\ndef get_workspace() -> str\n\ndef get_version() -> str\n\n# Run a script synchronously by hash and return its result.\n# \n# Args:\n# hash: Script hash\n# args: Script arguments\n# verbose: Enable verbose logging\n# assert_result_is_not_none: Raise exception if result is None\n# cleanup: Register cleanup handler to cancel job on exit\n# timeout: Maximum time to wait\n# \n# Returns:\n# Script result\ndef run_script_sync(hash: str, args: Dict[str, Any] = None, verbose: bool = False, assert_result_is_not_none: bool = True, cleanup: bool = True, timeout: dt.timedelta = None) -> Any\n\n# Run a script synchronously by path and return its result.\n# \n# Args:\n# path: Script path\n# args: Script arguments\n# verbose: Enable verbose logging\n# assert_result_is_not_none: Raise exception if result is None\n# cleanup: Register cleanup handler to cancel job on exit\n# timeout: Maximum time to wait\n# \n# Returns:\n# Script result\ndef run_script_by_path_sync(path: str, args: Dict[str, Any] = None, verbose: bool = False, assert_result_is_not_none: bool = True, cleanup: bool = True, timeout: dt.timedelta = None) -> Any\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection from DuckDB\ndef duckdb_connection_settings(s3_resource_path: str = '') -> DuckDbConnectionSettings\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection from Polars\ndef polars_connection_settings(s3_resource_path: str = '') -> PolarsConnectionSettings\n\n# Convenient helpers that takes an S3 resource as input and returns the settings necessary to\n# initiate an S3 connection using boto3\ndef boto3_connection_settings(s3_resource_path: str = '') -> Boto3ConnectionSettings\n\n# Get the state resource path from environment.\n# \n# Returns:\n# State path string\ndef get_state_path() -> str\n\n# Parse resource syntax from string.\ndef parse_resource_syntax(s: str) -> Optional[str]\n\n# Parse S3 object from string or S3Object format.\ndef parse_s3_object(s3_object: S3Object | str) -> S3Object\n\n# Parse variable syntax from string.\ndef parse_variable_syntax(s: str) -> Optional[str]\n\n# Append a text to the result stream.\n# \n# Args:\n# text: text to append to the result stream\ndef append_to_result_stream(text: str) -> None\n\n# Stream to the result stream.\n# \n# Args:\n# stream: stream to stream to the result stream\ndef stream_result(stream) -> None\n\n# Execute a SQL query against the DataTable.\n# \n# Args:\n# sql: SQL query string with $1, $2, etc. placeholders\n# *args: Positional arguments to bind to query placeholders\n# \n# Returns:\n# SqlQuery instance for fetching results\ndef query(sql: str, *args) -> SqlQuery\n\n# Execute query and fetch results.\n# \n# Args:\n# result_collection: Optional result collection mode\n# \n# Returns:\n# Query results\ndef fetch(result_collection: str | None = None)\n\n# Execute query and fetch first row of results.\n# \n# Returns:\n# First row of query results\ndef fetch_one()\n\n# Execute query and fetch first row of results. Return result as a scalar value.\n# \n# Returns:\n# First row of query result as a scalar value\ndef fetch_one_scalar()\n\n# Execute query and don't return any results.\n# \ndef execute()\n\n# DuckDB executor requires explicit argument types at declaration\n# These types exist in both DuckDB and Postgres\n# Check that the types exist if you plan to extend this function for other SQL engines.\ndef infer_sql_type(value) -> str\n\ndef parse_sql_client_name(name: str) -> tuple[str, Optional[str]]\n\n# Decorator that marks a function as a workflow task.\n# \n# Works in both WAC v1 (sync, HTTP-based dispatch) and WAC v2\n# (async, checkpoint/replay) modes:\n# \n# - **v2 (inside @workflow)**: dispatches as a checkpoint step.\n# - **v1 (WM_JOB_ID set, no @workflow)**: dispatches via HTTP API.\n# - **Standalone**: executes the function body directly.\n# \n# Usage::\n# \n# @task\n# async def extract_data(url: str): ...\n# \n# @task(path=\"f/external_script\", timeout=600, tag=\"gpu\")\n# async def run_external(x: int): ...\ndef task(_func = None, path: Optional[str] = None, tag: Optional[str] = None, timeout: Optional[int] = None, cache_ttl: Optional[int] = None, priority: Optional[int] = None, concurrency_limit: Optional[int] = None, concurrency_key: Optional[str] = None, concurrency_time_window_s: Optional[int] = None)\n\n# Create a task that dispatches to a separate Windmill script.\n# \n# Usage::\n# \n# extract = task_script(\"f/data/extract\", timeout=600)\n# \n# @workflow\n# async def main():\n# data = await extract(url=\"https://...\")\ndef task_script(path: str, timeout: Optional[int] = None, tag: Optional[str] = None, cache_ttl: Optional[int] = None, priority: Optional[int] = None, concurrency_limit: Optional[int] = None, concurrency_key: Optional[str] = None, concurrency_time_window_s: Optional[int] = None)\n\n# Create a task that dispatches to a separate Windmill flow.\n# \n# Usage::\n# \n# pipeline = task_flow(\"f/etl/pipeline\", priority=10)\n# \n# @workflow\n# async def main():\n# result = await pipeline(input=data)\ndef task_flow(path: str, timeout: Optional[int] = None, tag: Optional[str] = None, cache_ttl: Optional[int] = None, priority: Optional[int] = None, concurrency_limit: Optional[int] = None, concurrency_key: Optional[str] = None, concurrency_time_window_s: Optional[int] = None)\n\n# Decorator marking an async function as a workflow-as-code entry point.\n# \n# The function must be **deterministic**: given the same inputs it must call\n# tasks in the same order on every replay. Branching on task results is fine\n# (results are replayed from checkpoint), but branching on external state\n# (current time, random values, external API calls) must use ``step()`` to\n# checkpoint the value so replays see the same result.\ndef workflow(func)\n\n# Execute ``fn`` inline and checkpoint the result.\n# \n# On replay the cached value is returned without re-executing ``fn``.\n# Use for lightweight deterministic operations (timestamps, random IDs,\n# config reads) that should not incur the overhead of a child job.\nasync def step(name: str, fn)\n\n# Server-side sleep \u2014 suspend the workflow for the given duration without holding a worker.\n# \n# Inside a @workflow, the parent job suspends and auto-resumes after ``seconds``.\n# Outside a workflow, falls back to ``asyncio.sleep``.\nasync def sleep(seconds: int)\n\n# Suspend the workflow and wait for an external approval.\n# \n# Use ``get_resume_urls()`` (wrapped in ``step()``) to obtain\n# resume/cancel/approval URLs before calling this function.\n# \n# Returns a dict with ``value`` (form data), ``approver``, and ``approved``.\n# \n# Args:\n# timeout: Approval timeout in seconds (default 1800).\n# form: Optional form schema for the approval page.\n# self_approval: Whether the user who triggered the flow can approve it (default True).\n# \n# Example::\n# \n# urls = await step(\"urls\", lambda: get_resume_urls())\n# await step(\"notify\", lambda: send_email(urls[\"approvalPage\"]))\n# result = await wait_for_approval(timeout=3600)\nasync def wait_for_approval(timeout: int = 1800, form: dict | None = None, self_approval: bool = True) -> dict\n\n# Process items in parallel with optional concurrency control.\n# \n# Each item is processed by calling ``fn(item)``, which should be a @task.\n# Items are dispatched in batches of ``concurrency`` (default: all at once).\n# \n# Example::\n# \n# @task\n# async def process(item: str):\n# ...\n# \n# results = await parallel(items, process, concurrency=5)\nasync def parallel(items, fn, concurrency: Optional[int] = None)\n\n# Commit Kafka offsets for a trigger with auto_commit disabled.\n# \n# Args:\n# trigger_path: Path to the Kafka trigger (from event['wm_trigger']['trigger_path'])\n# topic: Kafka topic name (from event['topic'])\n# partition: Partition number (from event['partition'])\n# offset: Message offset to commit (from event['offset'])\ndef commit_kafka_offsets(trigger_path: str, topic: str, partition: int, offset: int) -> None\n\n"; +export declare const OPENFLOW_SCHEMA = "## OpenFlow Schema\n\n{\"OpenFlow\":{\"type\":\"object\",\"description\":\"Top-level flow definition containing metadata, configuration, and the flow structure\",\"properties\":{\"summary\":{\"type\":\"string\",\"description\":\"Short description of what this flow does\"},\"description\":{\"type\":\"string\",\"description\":\"Detailed documentation for this flow\"},\"value\":{\"$ref\":\"#/components/schemas/FlowValue\"},\"schema\":{\"type\":\"object\",\"description\":\"JSON Schema for flow inputs. Use this to define input parameters, their types, defaults, and validation. For resource inputs, set type to 'object' and format to 'resource-' (e.g., 'resource-stripe')\"},\"on_behalf_of_email\":{\"type\":\"string\",\"description\":\"The flow will be run with the permissions of the user with this email.\"}},\"required\":[\"summary\",\"value\"]},\"FlowValue\":{\"type\":\"object\",\"description\":\"The flow structure containing modules and optional preprocessor/failure handlers\",\"properties\":{\"modules\":{\"type\":\"array\",\"description\":\"Array of steps that execute in sequence. Each step can be a script, subflow, loop, or branch\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}},\"failure_module\":{\"description\":\"Special module that executes when the flow fails. Receives error object with message, name, stack, and step_id. Must have id 'failure'. Only supports script/rawscript types\",\"$ref\":\"#/components/schemas/FlowModule\"},\"preprocessor_module\":{\"description\":\"Special module that runs before the first step on external triggers. Must have id 'preprocessor'. Only supports script/rawscript types. Cannot reference other step results\",\"$ref\":\"#/components/schemas/FlowModule\"},\"same_worker\":{\"type\":\"boolean\",\"description\":\"If true, all steps run on the same worker for better performance\"},\"concurrent_limit\":{\"type\":\"number\",\"description\":\"Maximum number of concurrent executions of this flow\"},\"concurrency_key\":{\"type\":\"string\",\"description\":\"Expression to group concurrent executions (e.g., by user ID)\"},\"concurrency_time_window_s\":{\"type\":\"number\",\"description\":\"Time window in seconds for concurrent_limit\"},\"debounce_delay_s\":{\"type\":\"integer\",\"description\":\"Delay in seconds to debounce flow executions\"},\"debounce_key\":{\"type\":\"string\",\"description\":\"Expression to group debounced executions\"},\"debounce_args_to_accumulate\":{\"type\":\"array\",\"description\":\"Arguments to accumulate across debounced executions\",\"items\":{\"type\":\"string\"}},\"max_total_debouncing_time\":{\"type\":\"integer\",\"description\":\"Maximum total time in seconds that a job can be debounced\"},\"max_total_debounces_amount\":{\"type\":\"integer\",\"description\":\"Maximum number of times a job can be debounced\"},\"skip_expr\":{\"type\":\"string\",\"description\":\"JavaScript expression to conditionally skip the entire flow\"},\"cache_ttl\":{\"type\":\"number\",\"description\":\"Cache duration in seconds for flow results\"},\"cache_ignore_s3_path\":{\"type\":\"boolean\"},\"flow_env\":{\"type\":\"object\",\"description\":\"Environment variables available to all steps. Values can be strings, JSON values, or special references: '$var:path' (workspace variable) or '$res:path' (resource).\",\"additionalProperties\":{}},\"priority\":{\"type\":\"number\",\"description\":\"Execution priority (higher numbers run first)\"},\"early_return\":{\"type\":\"string\",\"description\":\"JavaScript expression to return early from the flow\"},\"chat_input_enabled\":{\"type\":\"boolean\",\"description\":\"Whether this flow accepts chat-style input\"},\"notes\":{\"type\":\"array\",\"description\":\"Sticky notes attached to the flow\",\"items\":{\"$ref\":\"#/components/schemas/FlowNote\"}},\"groups\":{\"type\":\"array\",\"description\":\"Semantic groups of modules for organizational purposes\",\"items\":{\"$ref\":\"#/components/schemas/FlowGroup\"}}},\"required\":[\"modules\"]},\"Retry\":{\"type\":\"object\",\"description\":\"Retry configuration for failed module executions\",\"properties\":{\"constant\":{\"type\":\"object\",\"description\":\"Retry with constant delay between attempts\",\"properties\":{\"attempts\":{\"type\":\"integer\",\"description\":\"Number of retry attempts\"},\"seconds\":{\"type\":\"integer\",\"description\":\"Seconds to wait between retries\"}}},\"exponential\":{\"type\":\"object\",\"description\":\"Retry with exponential backoff (delay doubles each time)\",\"properties\":{\"attempts\":{\"type\":\"integer\",\"description\":\"Number of retry attempts\"},\"multiplier\":{\"type\":\"integer\",\"description\":\"Multiplier for exponential backoff\"},\"seconds\":{\"type\":\"integer\",\"minimum\":1,\"description\":\"Initial delay in seconds\"},\"random_factor\":{\"type\":\"integer\",\"minimum\":0,\"maximum\":100,\"description\":\"Random jitter percentage (0-100) to avoid thundering herd\"}}},\"retry_if\":{\"$ref\":\"#/components/schemas/RetryIf\"}}},\"FlowNote\":{\"type\":\"object\",\"description\":\"A sticky note attached to a flow for documentation and annotation\",\"properties\":{\"id\":{\"type\":\"string\",\"description\":\"Unique identifier for the note\"},\"text\":{\"type\":\"string\",\"description\":\"Content of the note\"},\"position\":{\"type\":\"object\",\"description\":\"Position of the note in the flow editor\",\"properties\":{\"x\":{\"type\":\"number\",\"description\":\"X coordinate\"},\"y\":{\"type\":\"number\",\"description\":\"Y coordinate\"}},\"required\":[\"x\",\"y\"]},\"size\":{\"type\":\"object\",\"description\":\"Size of the note in the flow editor\",\"properties\":{\"width\":{\"type\":\"number\",\"description\":\"Width in pixels\"},\"height\":{\"type\":\"number\",\"description\":\"Height in pixels\"}},\"required\":[\"width\",\"height\"]},\"color\":{\"type\":\"string\",\"description\":\"Color of the note (e.g., \\\"yellow\\\", \\\"#ffff00\\\")\"},\"type\":{\"type\":\"string\",\"enum\":[\"free\",\"group\"],\"description\":\"Type of note - 'free' for standalone notes, 'group' for notes that group other nodes\"},\"locked\":{\"type\":\"boolean\",\"default\":false,\"description\":\"Whether the note is locked and cannot be edited or moved\"},\"contained_node_ids\":{\"type\":\"array\",\"items\":{\"type\":\"string\"},\"description\":\"For group notes, the IDs of nodes contained within this group\"}},\"required\":[\"id\",\"text\",\"color\",\"type\"]},\"FlowGroup\":{\"type\":\"object\",\"description\":\"A semantic group of flow modules for organizational purposes. Does not affect execution \\u2014 modules remain in their original position in the flow. Groups provide naming and collapsibility in the editor. Members are computed dynamically from all nodes on paths between start_id and end_id.\",\"properties\":{\"summary\":{\"type\":\"string\",\"description\":\"Display name for this group\"},\"note\":{\"type\":\"string\",\"description\":\"Markdown note shown below the group header\"},\"autocollapse\":{\"type\":\"boolean\",\"default\":false,\"description\":\"If true, this group is collapsed by default in the flow editor. UI hint only.\"},\"start_id\":{\"type\":\"string\",\"description\":\"ID of the first flow module in this group (topological entry point)\"},\"end_id\":{\"type\":\"string\",\"description\":\"ID of the last flow module in this group (topological exit point)\"},\"color\":{\"type\":\"string\",\"description\":\"Color for the group in the flow editor\"}},\"required\":[\"start_id\",\"end_id\"]},\"RetryIf\":{\"type\":\"object\",\"description\":\"Conditional retry based on error or result\",\"properties\":{\"expr\":{\"type\":\"string\",\"description\":\"JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables\"}},\"required\":[\"expr\"]},\"StopAfterIf\":{\"type\":\"object\",\"description\":\"Early termination condition for a module\",\"properties\":{\"skip_if_stopped\":{\"type\":\"boolean\",\"description\":\"If true, following steps are skipped when this condition triggers\"},\"expr\":{\"type\":\"string\",\"description\":\"JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop\"},\"error_message\":{\"type\":\"string\",\"nullable\":true,\"description\":\"Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised.\"}},\"required\":[\"expr\"]},\"FlowModule\":{\"type\":\"object\",\"description\":\"A single step in a flow. Can be a script, subflow, loop, or branch\",\"properties\":{\"id\":{\"type\":\"string\",\"description\":\"Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)\"},\"value\":{\"$ref\":\"#/components/schemas/FlowModuleValue\"},\"stop_after_if\":{\"description\":\"Early termination condition evaluated after this step completes\",\"$ref\":\"#/components/schemas/StopAfterIf\"},\"stop_after_all_iters_if\":{\"description\":\"For loops only - early termination condition evaluated after all iterations complete\",\"$ref\":\"#/components/schemas/StopAfterIf\"},\"skip_if\":{\"type\":\"object\",\"description\":\"Conditionally skip this step based on previous results or flow inputs\",\"properties\":{\"expr\":{\"type\":\"string\",\"description\":\"JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'\"}},\"required\":[\"expr\"]},\"sleep\":{\"description\":\"Delay before executing this step (in seconds or as expression)\",\"$ref\":\"#/components/schemas/InputTransform\"},\"cache_ttl\":{\"type\":\"number\",\"description\":\"Cache duration in seconds for this step's results\"},\"cache_ignore_s3_path\":{\"type\":\"boolean\"},\"timeout\":{\"description\":\"Maximum execution time in seconds (static value or expression)\",\"$ref\":\"#/components/schemas/InputTransform\"},\"delete_after_use\":{\"type\":\"boolean\",\"description\":\"If true, this step's result is deleted after use to save memory\"},\"summary\":{\"type\":\"string\",\"description\":\"Short description of what this step does\"},\"mock\":{\"type\":\"object\",\"description\":\"Mock configuration for testing without executing the actual step\",\"properties\":{\"enabled\":{\"type\":\"boolean\",\"description\":\"If true, return mock value instead of executing\"},\"return_value\":{\"description\":\"Value to return when mocked\"}}},\"suspend\":{\"type\":\"object\",\"description\":\"Configuration for approval/resume steps that wait for user input\",\"properties\":{\"required_events\":{\"type\":\"integer\",\"description\":\"Number of approvals required before continuing\"},\"timeout\":{\"type\":\"integer\",\"description\":\"Timeout in seconds before auto-continuing or canceling\"},\"resume_form\":{\"type\":\"object\",\"description\":\"Form schema for collecting input when resuming\",\"properties\":{\"schema\":{\"type\":\"object\",\"description\":\"JSON Schema for the resume form\"}}},\"user_auth_required\":{\"type\":\"boolean\",\"description\":\"If true, only authenticated users can approve\"},\"user_groups_required\":{\"description\":\"Expression or list of groups that can approve\",\"$ref\":\"#/components/schemas/InputTransform\"},\"self_approval_disabled\":{\"type\":\"boolean\",\"description\":\"If true, the user who started the flow cannot approve\"},\"hide_cancel\":{\"type\":\"boolean\",\"description\":\"If true, hide the cancel button on the approval form\"},\"continue_on_disapprove_timeout\":{\"type\":\"boolean\",\"description\":\"If true, continue flow on timeout instead of canceling\"}}},\"priority\":{\"type\":\"number\",\"description\":\"Execution priority for this step (higher numbers run first)\"},\"continue_on_error\":{\"type\":\"boolean\",\"description\":\"If true, flow continues even if this step fails\"},\"retry\":{\"description\":\"Retry configuration if this step fails\",\"$ref\":\"#/components/schemas/Retry\"},\"debouncing\":{\"description\":\"Debounce configuration for this step (EE only)\",\"type\":\"object\",\"properties\":{\"debounce_delay_s\":{\"type\":\"integer\",\"description\":\"Delay in seconds to debounce this step's executions across flow runs\"},\"debounce_key\":{\"type\":\"string\",\"description\":\"Expression to group debounced executions. Supports $workspace and $args[name]. Default: $workspace/flow/-\"},\"debounce_args_to_accumulate\":{\"type\":\"array\",\"description\":\"Array-type arguments to accumulate across debounced executions\",\"items\":{\"type\":\"string\"}},\"max_total_debouncing_time\":{\"type\":\"integer\",\"description\":\"Maximum total time in seconds before forced execution\"},\"max_total_debounces_amount\":{\"type\":\"integer\",\"description\":\"Maximum number of debounces before forced execution\"}}}},\"required\":[\"value\",\"id\"]},\"InputTransform\":{\"description\":\"Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs\",\"oneOf\":[{\"$ref\":\"#/components/schemas/StaticTransform\"},{\"$ref\":\"#/components/schemas/JavascriptTransform\"},{\"$ref\":\"#/components/schemas/AiTransform\"}],\"discriminator\":{\"propertyName\":\"type\",\"mapping\":{\"static\":\"#/components/schemas/StaticTransform\",\"javascript\":\"#/components/schemas/JavascriptTransform\",\"ai\":\"#/components/schemas/AiTransform\"}}},\"StaticTransform\":{\"type\":\"object\",\"description\":\"Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'\",\"properties\":{\"value\":{\"description\":\"The static value. For resources, use format '$res:path/to/resource'\"},\"type\":{\"type\":\"string\",\"enum\":[\"static\"]}},\"required\":[\"type\"]},\"JavascriptTransform\":{\"type\":\"object\",\"description\":\"JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value\",\"properties\":{\"expr\":{\"type\":\"string\",\"description\":\"JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)\"},\"type\":{\"type\":\"string\",\"enum\":[\"javascript\"]}},\"required\":[\"expr\",\"type\"]},\"AiTransform\":{\"type\":\"object\",\"description\":\"Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"ai\"]}},\"required\":[\"type\"]},\"AIProviderKind\":{\"type\":\"string\",\"description\":\"Supported AI provider types\",\"enum\":[\"openai\",\"azure_openai\",\"anthropic\",\"mistral\",\"deepseek\",\"googleai\",\"groq\",\"openrouter\",\"togetherai\",\"customai\",\"aws_bedrock\"]},\"ProviderConfig\":{\"type\":\"object\",\"description\":\"Complete AI provider configuration with resource reference and model selection\",\"properties\":{\"kind\":{\"$ref\":\"#/components/schemas/AIProviderKind\"},\"resource\":{\"type\":\"string\",\"description\":\"Resource reference in format '$res:{resource_path}' pointing to provider credentials\"},\"model\":{\"type\":\"string\",\"description\":\"Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')\"}},\"required\":[\"kind\",\"resource\",\"model\"]},\"StaticProviderTransform\":{\"type\":\"object\",\"description\":\"Static provider configuration passed directly to the AI agent\",\"properties\":{\"value\":{\"$ref\":\"#/components/schemas/ProviderConfig\"},\"type\":{\"type\":\"string\",\"enum\":[\"static\"]}},\"required\":[\"type\",\"value\"]},\"ProviderTransform\":{\"description\":\"Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined\",\"oneOf\":[{\"$ref\":\"#/components/schemas/StaticProviderTransform\"},{\"$ref\":\"#/components/schemas/JavascriptTransform\"},{\"$ref\":\"#/components/schemas/AiTransform\"}],\"discriminator\":{\"propertyName\":\"type\",\"mapping\":{\"static\":\"#/components/schemas/StaticProviderTransform\",\"javascript\":\"#/components/schemas/JavascriptTransform\",\"ai\":\"#/components/schemas/AiTransform\"}}},\"MemoryOff\":{\"type\":\"object\",\"description\":\"No conversation memory/context\",\"properties\":{\"kind\":{\"type\":\"string\",\"enum\":[\"off\"]}},\"required\":[\"kind\"]},\"MemoryAuto\":{\"type\":\"object\",\"description\":\"Automatic context management\",\"properties\":{\"kind\":{\"type\":\"string\",\"enum\":[\"auto\"]},\"context_length\":{\"type\":\"integer\",\"description\":\"Maximum number of messages to retain in context\"},\"memory_id\":{\"type\":\"string\",\"description\":\"Identifier for persistent memory across agent invocations\"}},\"required\":[\"kind\"]},\"MemoryMessage\":{\"type\":\"object\",\"description\":\"A single message in conversation history\",\"properties\":{\"role\":{\"type\":\"string\",\"enum\":[\"user\",\"assistant\",\"system\"]},\"content\":{\"type\":\"string\"}},\"required\":[\"role\",\"content\"]},\"MemoryManual\":{\"type\":\"object\",\"description\":\"Explicit message history\",\"properties\":{\"kind\":{\"type\":\"string\",\"enum\":[\"manual\"]},\"messages\":{\"type\":\"array\",\"items\":{\"$ref\":\"#/components/schemas/MemoryMessage\"}}},\"required\":[\"kind\",\"messages\"]},\"MemoryConfig\":{\"description\":\"Conversation memory configuration\",\"oneOf\":[{\"$ref\":\"#/components/schemas/MemoryOff\"},{\"$ref\":\"#/components/schemas/MemoryAuto\"},{\"$ref\":\"#/components/schemas/MemoryManual\"}],\"discriminator\":{\"propertyName\":\"kind\",\"mapping\":{\"off\":\"#/components/schemas/MemoryOff\",\"auto\":\"#/components/schemas/MemoryAuto\",\"manual\":\"#/components/schemas/MemoryManual\"}}},\"StaticMemoryTransform\":{\"type\":\"object\",\"description\":\"Static memory configuration passed directly to the AI agent\",\"properties\":{\"value\":{\"$ref\":\"#/components/schemas/MemoryConfig\"},\"type\":{\"type\":\"string\",\"enum\":[\"static\"]}},\"required\":[\"type\",\"value\"]},\"MemoryTransform\":{\"description\":\"Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined\",\"oneOf\":[{\"$ref\":\"#/components/schemas/StaticMemoryTransform\"},{\"$ref\":\"#/components/schemas/JavascriptTransform\"},{\"$ref\":\"#/components/schemas/AiTransform\"}],\"discriminator\":{\"propertyName\":\"type\",\"mapping\":{\"static\":\"#/components/schemas/StaticMemoryTransform\",\"javascript\":\"#/components/schemas/JavascriptTransform\",\"ai\":\"#/components/schemas/AiTransform\"}}},\"FlowModuleValue\":{\"description\":\"The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type\",\"oneOf\":[{\"$ref\":\"#/components/schemas/RawScript\"},{\"$ref\":\"#/components/schemas/PathScript\"},{\"$ref\":\"#/components/schemas/PathFlow\"},{\"$ref\":\"#/components/schemas/ForloopFlow\"},{\"$ref\":\"#/components/schemas/WhileloopFlow\"},{\"$ref\":\"#/components/schemas/BranchOne\"},{\"$ref\":\"#/components/schemas/BranchAll\"},{\"$ref\":\"#/components/schemas/Identity\"},{\"$ref\":\"#/components/schemas/AiAgent\"}],\"discriminator\":{\"propertyName\":\"type\",\"mapping\":{\"rawscript\":\"#/components/schemas/RawScript\",\"script\":\"#/components/schemas/PathScript\",\"flow\":\"#/components/schemas/PathFlow\",\"forloopflow\":\"#/components/schemas/ForloopFlow\",\"whileloopflow\":\"#/components/schemas/WhileloopFlow\",\"branchone\":\"#/components/schemas/BranchOne\",\"branchall\":\"#/components/schemas/BranchAll\",\"identity\":\"#/components/schemas/Identity\",\"aiagent\":\"#/components/schemas/AiAgent\"}}},\"RawScript\":{\"type\":\"object\",\"description\":\"Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms\",\"properties\":{\"input_transforms\":{\"type\":\"object\",\"description\":\"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments\",\"additionalProperties\":{\"$ref\":\"#/components/schemas/InputTransform\"}},\"content\":{\"type\":\"string\",\"description\":\"The script source code. Should export a 'main' function\"},\"language\":{\"type\":\"string\",\"description\":\"Programming language for this script\",\"enum\":[\"deno\",\"bun\",\"python3\",\"go\",\"bash\",\"powershell\",\"postgresql\",\"mysql\",\"bigquery\",\"snowflake\",\"mssql\",\"oracledb\",\"graphql\",\"nativets\",\"php\",\"rust\",\"ansible\",\"csharp\",\"nu\",\"java\",\"ruby\",\"duckdb\"]},\"path\":{\"type\":\"string\",\"description\":\"Optional path for saving this script\"},\"lock\":{\"type\":\"string\",\"description\":\"Lock file content for dependencies\"},\"type\":{\"type\":\"string\",\"enum\":[\"rawscript\"]},\"tag\":{\"type\":\"string\",\"description\":\"Worker group tag for execution routing\"},\"concurrent_limit\":{\"type\":\"number\",\"description\":\"Maximum concurrent executions of this script\"},\"concurrency_time_window_s\":{\"type\":\"number\",\"description\":\"Time window for concurrent_limit\"},\"custom_concurrency_key\":{\"type\":\"string\",\"description\":\"Custom key for grouping concurrent executions\"},\"is_trigger\":{\"type\":\"boolean\",\"description\":\"If true, this script is a trigger that can start the flow\"},\"assets\":{\"type\":\"array\",\"description\":\"External resources this script accesses (S3 objects, resources, etc.)\",\"items\":{\"type\":\"object\",\"required\":[\"path\",\"kind\"],\"properties\":{\"path\":{\"type\":\"string\",\"description\":\"Path to the asset\"},\"kind\":{\"type\":\"string\",\"description\":\"Type of asset\",\"enum\":[\"s3object\",\"resource\",\"ducklake\",\"datatable\",\"volume\"]},\"access_type\":{\"type\":\"string\",\"nullable\":true,\"description\":\"Access level for this asset\",\"enum\":[\"r\",\"w\",\"rw\"]},\"alt_access_type\":{\"type\":\"string\",\"nullable\":true,\"description\":\"Alternative access level\",\"enum\":[\"r\",\"w\",\"rw\"]}}}}},\"required\":[\"type\",\"content\",\"language\",\"input_transforms\"]},\"PathScript\":{\"type\":\"object\",\"description\":\"Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code\",\"properties\":{\"input_transforms\":{\"type\":\"object\",\"description\":\"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments\",\"additionalProperties\":{\"$ref\":\"#/components/schemas/InputTransform\"}},\"path\":{\"type\":\"string\",\"description\":\"Path to the script in the workspace (e.g., 'f/scripts/send_email')\"},\"hash\":{\"type\":\"string\",\"description\":\"Optional specific version hash of the script to use\"},\"type\":{\"type\":\"string\",\"enum\":[\"script\"]},\"tag_override\":{\"type\":\"string\",\"description\":\"Override the script's default worker group tag\"},\"is_trigger\":{\"type\":\"boolean\",\"description\":\"If true, this script is a trigger that can start the flow\"}},\"required\":[\"type\",\"path\",\"input_transforms\"]},\"PathFlow\":{\"type\":\"object\",\"description\":\"Reference to an existing flow by path. Use this to call another flow as a subflow\",\"properties\":{\"input_transforms\":{\"type\":\"object\",\"description\":\"Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments\",\"additionalProperties\":{\"$ref\":\"#/components/schemas/InputTransform\"}},\"path\":{\"type\":\"string\",\"description\":\"Path to the flow in the workspace (e.g., 'f/flows/process_user')\"},\"type\":{\"type\":\"string\",\"enum\":[\"flow\"]}},\"required\":[\"type\",\"path\",\"input_transforms\"]},\"ForloopFlow\":{\"type\":\"object\",\"description\":\"Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations\",\"properties\":{\"modules\":{\"type\":\"array\",\"description\":\"Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}},\"iterator\":{\"description\":\"JavaScript expression that returns an array to iterate over. Can reference 'results.step_id' or 'flow_input'\",\"$ref\":\"#/components/schemas/InputTransform\"},\"skip_failures\":{\"type\":\"boolean\",\"description\":\"If true, iteration failures don't stop the loop. Failed iterations return null\"},\"type\":{\"type\":\"string\",\"enum\":[\"forloopflow\"]},\"parallel\":{\"type\":\"boolean\",\"description\":\"If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency\"},\"parallelism\":{\"description\":\"Maximum number of concurrent iterations when parallel=true. Limits resource usage. Can be static number or expression\",\"$ref\":\"#/components/schemas/InputTransform\"},\"squash\":{\"type\":\"boolean\"}},\"required\":[\"modules\",\"iterator\",\"skip_failures\",\"type\"]},\"WhileloopFlow\":{\"type\":\"object\",\"description\":\"Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination\",\"properties\":{\"modules\":{\"type\":\"array\",\"description\":\"Steps to execute in each iteration. Use stop_after_if to control when the loop ends\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}},\"skip_failures\":{\"type\":\"boolean\",\"description\":\"If true, iteration failures don't stop the loop. Failed iterations return null\"},\"type\":{\"type\":\"string\",\"enum\":[\"whileloopflow\"]},\"parallel\":{\"type\":\"boolean\",\"description\":\"If true, iterations run concurrently (use with caution in while loops)\"},\"parallelism\":{\"description\":\"Maximum number of concurrent iterations when parallel=true\",\"$ref\":\"#/components/schemas/InputTransform\"},\"squash\":{\"type\":\"boolean\"}},\"required\":[\"modules\",\"skip_failures\",\"type\"]},\"BranchOne\":{\"type\":\"object\",\"description\":\"Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes\",\"properties\":{\"branches\":{\"type\":\"array\",\"description\":\"Array of branches to evaluate in order. The first branch with expr evaluating to true executes\",\"items\":{\"type\":\"object\",\"properties\":{\"summary\":{\"type\":\"string\",\"description\":\"Short description of this branch condition\"},\"expr\":{\"type\":\"string\",\"description\":\"JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins\"},\"modules\":{\"type\":\"array\",\"description\":\"Steps to execute if this branch's expr is true\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}}},\"required\":[\"modules\",\"expr\"]}},\"default\":{\"type\":\"array\",\"description\":\"Steps to execute if no branch expressions match\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}},\"type\":{\"type\":\"string\",\"enum\":[\"branchone\"]}},\"required\":[\"branches\",\"default\",\"type\"]},\"BranchAll\":{\"type\":\"object\",\"description\":\"Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently\",\"properties\":{\"branches\":{\"type\":\"array\",\"description\":\"Array of branches that all execute (either in parallel or sequentially)\",\"items\":{\"type\":\"object\",\"properties\":{\"summary\":{\"type\":\"string\",\"description\":\"Short description of this branch's purpose\"},\"skip_failure\":{\"type\":\"boolean\",\"description\":\"If true, failure in this branch doesn't fail the entire flow\"},\"modules\":{\"type\":\"array\",\"description\":\"Steps to execute in this branch\",\"items\":{\"$ref\":\"#/components/schemas/FlowModule\"}}},\"required\":[\"modules\"]}},\"type\":{\"type\":\"string\",\"enum\":[\"branchall\"]},\"parallel\":{\"type\":\"boolean\",\"description\":\"If true, all branches execute concurrently. If false, they execute sequentially\"}},\"required\":[\"branches\",\"type\"]},\"AgentTool\":{\"type\":\"object\",\"description\":\"A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool\",\"properties\":{\"id\":{\"type\":\"string\",\"description\":\"Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')\"},\"summary\":{\"type\":\"string\",\"description\":\"Short description of what this tool does (shown to the AI)\"},\"value\":{\"$ref\":\"#/components/schemas/ToolValue\"}},\"required\":[\"id\",\"value\"]},\"ToolValue\":{\"description\":\"The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference\",\"oneOf\":[{\"$ref\":\"#/components/schemas/FlowModuleTool\"},{\"$ref\":\"#/components/schemas/McpToolValue\"},{\"$ref\":\"#/components/schemas/WebsearchToolValue\"}],\"discriminator\":{\"propertyName\":\"tool_type\",\"mapping\":{\"flowmodule\":\"#/components/schemas/FlowModuleTool\",\"mcp\":\"#/components/schemas/McpToolValue\",\"websearch\":\"#/components/schemas/WebsearchToolValue\"}}},\"FlowModuleTool\":{\"description\":\"A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module\",\"allOf\":[{\"type\":\"object\",\"properties\":{\"tool_type\":{\"type\":\"string\",\"enum\":[\"flowmodule\"]}},\"required\":[\"tool_type\"]},{\"$ref\":\"#/components/schemas/FlowModuleValue\"}]},\"WebsearchToolValue\":{\"type\":\"object\",\"description\":\"A tool implemented as a websearch tool. The AI can call this like any other websearch tool\",\"properties\":{\"tool_type\":{\"type\":\"string\",\"enum\":[\"websearch\"]}},\"required\":[\"tool_type\"]},\"McpToolValue\":{\"type\":\"object\",\"description\":\"Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers\",\"properties\":{\"tool_type\":{\"type\":\"string\",\"enum\":[\"mcp\"]},\"resource_path\":{\"type\":\"string\",\"description\":\"Path to the MCP resource/server configuration\"},\"include_tools\":{\"type\":\"array\",\"description\":\"Whitelist of specific tools to include from this MCP server\",\"items\":{\"type\":\"string\"}},\"exclude_tools\":{\"type\":\"array\",\"description\":\"Blacklist of tools to exclude from this MCP server\",\"items\":{\"type\":\"string\"}}},\"required\":[\"tool_type\",\"resource_path\"]},\"AiAgent\":{\"type\":\"object\",\"description\":\"AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task\",\"properties\":{\"input_transforms\":{\"type\":\"object\",\"description\":\"Input parameters for the AI agent mapped to their values\",\"properties\":{\"provider\":{\"$ref\":\"#/components/schemas/ProviderTransform\"},\"output_type\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"Output format type.\\nValid values: 'text' (default) - plain text response, 'image' - image generation\\n\"},\"user_message\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax.\"},\"system_prompt\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"System instructions that guide the AI's behavior, persona, and response style. Optional.\"},\"streaming\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"Boolean. If true, stream the AI response incrementally.\\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\\n\"},\"memory\":{\"$ref\":\"#/components/schemas/MemoryTransform\"},\"output_schema\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\\n\"},\"user_attachments\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"Array of file references (images or PDFs) for the AI agent.\\nFormat: Array<{ bucket: string, key: string }> - S3 object references\\nExample: [{ bucket: 'my-bucket', key: 'documents/report.pdf' }]\\n\"},\"max_completion_tokens\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"Integer. Maximum number of tokens the AI will generate in its response.\\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\\n\"},\"temperature\":{\"allOf\":[{\"$ref\":\"#/components/schemas/InputTransform\"}],\"description\":\"Float. Controls randomness/creativity of responses.\\nRange: 0.0 to 2.0 (provider-dependent)\\n- 0.0 = deterministic, focused responses\\n- 0.7 = balanced (common default)\\n- 1.0+ = more creative/random\\n\"}},\"required\":[\"provider\",\"user_message\",\"output_type\"]},\"tools\":{\"type\":\"array\",\"description\":\"Array of tools the agent can use. The agent decides which tools to call based on the task\",\"items\":{\"$ref\":\"#/components/schemas/AgentTool\"}},\"type\":{\"type\":\"string\",\"enum\":[\"aiagent\"]},\"parallel\":{\"type\":\"boolean\",\"description\":\"If true, the agent can execute multiple tool calls in parallel\"}},\"required\":[\"tools\",\"type\",\"input_transforms\"]},\"Identity\":{\"type\":\"object\",\"description\":\"Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"identity\"]},\"flow\":{\"type\":\"boolean\",\"description\":\"If true, marks this as a flow identity (special handling)\"}},\"required\":[\"type\"]},\"FlowStatus\":{\"type\":\"object\",\"properties\":{\"step\":{\"type\":\"integer\"},\"modules\":{\"type\":\"array\",\"items\":{\"$ref\":\"#/components/schemas/FlowStatusModule\"}},\"user_states\":{\"additionalProperties\":true},\"preprocessor_module\":{\"allOf\":[{\"$ref\":\"#/components/schemas/FlowStatusModule\"}]},\"failure_module\":{\"allOf\":[{\"$ref\":\"#/components/schemas/FlowStatusModule\"},{\"type\":\"object\",\"properties\":{\"parent_module\":{\"type\":\"string\"}}}]},\"retry\":{\"type\":\"object\",\"properties\":{\"fail_count\":{\"type\":\"integer\"},\"failed_jobs\":{\"type\":\"array\",\"items\":{\"type\":\"string\",\"format\":\"uuid\"}}}}},\"required\":[\"step\",\"modules\",\"failure_module\"]},\"FlowStatusModule\":{\"type\":\"object\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"WaitingForPriorSteps\",\"WaitingForEvents\",\"WaitingForExecutor\",\"InProgress\",\"Success\",\"Failure\"]},\"id\":{\"type\":\"string\"},\"job\":{\"type\":\"string\",\"format\":\"uuid\"},\"count\":{\"type\":\"integer\"},\"progress\":{\"type\":\"integer\"},\"iterator\":{\"type\":\"object\",\"properties\":{\"index\":{\"type\":\"integer\"},\"itered\":{\"type\":\"array\",\"items\":{}},\"itered_len\":{\"type\":\"integer\"},\"args\":{}}},\"flow_jobs\":{\"type\":\"array\",\"items\":{\"type\":\"string\"}},\"flow_jobs_success\":{\"type\":\"array\",\"items\":{\"type\":\"boolean\"}},\"flow_jobs_duration\":{\"type\":\"object\",\"properties\":{\"started_at\":{\"type\":\"array\",\"items\":{\"type\":\"string\"}},\"duration_ms\":{\"type\":\"array\",\"items\":{\"type\":\"integer\"}}}},\"branch_chosen\":{\"type\":\"object\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"branch\",\"default\"]},\"branch\":{\"type\":\"integer\"}},\"required\":[\"type\"]},\"branchall\":{\"type\":\"object\",\"properties\":{\"branch\":{\"type\":\"integer\"},\"len\":{\"type\":\"integer\"}},\"required\":[\"branch\",\"len\"]},\"approvers\":{\"type\":\"array\",\"items\":{\"type\":\"object\",\"properties\":{\"resume_id\":{\"type\":\"integer\"},\"approver\":{\"type\":\"string\"}},\"required\":[\"resume_id\",\"approver\"]}},\"failed_retries\":{\"type\":\"array\",\"items\":{\"type\":\"string\",\"format\":\"uuid\"}},\"skipped\":{\"type\":\"boolean\"},\"agent_actions\":{\"type\":\"array\",\"items\":{\"type\":\"object\",\"oneOf\":[{\"type\":\"object\",\"properties\":{\"job_id\":{\"type\":\"string\",\"format\":\"uuid\"},\"function_name\":{\"type\":\"string\"},\"type\":{\"type\":\"string\",\"enum\":[\"tool_call\"]},\"module_id\":{\"type\":\"string\"}},\"required\":[\"job_id\",\"function_name\",\"type\",\"module_id\"]},{\"type\":\"object\",\"properties\":{\"call_id\":{\"type\":\"string\",\"format\":\"uuid\"},\"function_name\":{\"type\":\"string\"},\"resource_path\":{\"type\":\"string\"},\"type\":{\"type\":\"string\",\"enum\":[\"mcp_tool_call\"]},\"arguments\":{\"type\":\"object\"}},\"required\":[\"call_id\",\"function_name\",\"resource_path\",\"type\"]},{\"type\":\"object\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"web_search\"]}},\"required\":[\"type\"]},{\"type\":\"object\",\"properties\":{\"type\":{\"type\":\"string\",\"enum\":[\"message\"]}},\"required\":[\"content\",\"type\"]}]}},\"agent_actions_success\":{\"type\":\"array\",\"items\":{\"type\":\"boolean\"}}},\"required\":[\"type\"]}}"; +export declare const CLI_COMMANDS = "# Windmill CLI Commands\n\nThe Windmill CLI (`wmill`) provides commands for managing scripts, flows, apps, and other resources.\n\n## Global Options\n\n- `--workspace ` - Specify the target workspace. This overrides the default workspace.\n- `--debug --verbose` - Show debug/verbose logs\n- `--show-diffs` - Show diff informations when syncing (may show sensitive informations)\n- `--token ` - Specify an API token. This will override any stored token.\n- `--base-url ` - Specify the base URL of the API. If used, --token and --workspace are required and no local remote/workspace already set will be used.\n- `--config-dir ` - Specify a custom config directory. Overrides WMILL_CONFIG_DIR environment variable and default ~/.config location.\n\n## Commands\n\n### app\n\napp related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `app list` - list all apps\n - `--json` - Output as JSON (for piping to jq)\n- `app get ` - get an app's details\n - `--json` - Output as JSON (for piping to jq)\n- `app push ` - push a local app \n- `app dev [app_folder:string]` - Start a development server for building apps with live reload and hot module replacement\n - `--port ` - Port to run the dev server on (will find next available port if occupied)\n - `--host ` - Host to bind the dev server to\n - `--entry ` - Entry point file (default: index.ts for Svelte/Vue, index.tsx otherwise)\n - `--no-open` - Don't automatically open the browser\n- `app lint [app_folder:string]` - Lint a raw app folder to validate structure and buildability\n - `--fix` - Attempt to fix common issues (not implemented yet)\n- `app new` - create a new raw app from a template\n- `app generate-agents [app_folder:string]` - regenerate AGENTS.md and DATATABLES.md from remote workspace\n- `app generate-locks [app_folder:string]` - re-generate the lockfiles for app runnables inline scripts that have changed\n - `--yes` - Skip confirmation prompt\n - `--dry-run` - Perform a dry run without making changes\n - `--default-ts ` - Default TypeScript runtime (bun or deno)\n\n### dependencies\n\nworkspace dependencies related commands\n\n**Alias:** `deps`\n\n**Subcommands:**\n\n- `dependencies push ` - Push workspace dependencies from a local file\n\n### dev\n\nLaunch a dev server that will spawn a webserver with HMR\n\n**Options:**\n- `--includes ` - Filter paths givena glob pattern or path\n\n### docs\n\nSearch Windmill documentation. Requires Enterprise Edition.\n\n**Arguments:** ``\n\n**Options:**\n- `--json` - Output results as JSON.\n\n### flow\n\nflow related commands\n\n**Options:**\n- `--show-archived` - Enable archived flows in output\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `flow list` - list all flows\n - `--show-archived` - Enable archived flows in output\n - `--json` - Output as JSON (for piping to jq)\n- `flow get ` - get a flow's details\n - `--json` - Output as JSON (for piping to jq)\n- `flow push ` - push a local flow spec. This overrides any remote versions.\n- `flow run ` - run a flow by path.\n - `-d --data ` - Inputs specified as a JSON string or a file using @ or stdin using @-.\n - `-s --silent` - Do not ouput anything other then the final output. Useful for scripting.\n- `flow preview ` - preview a local flow without deploying it. Runs the flow definition from local files and uses local PathScripts by default.\n - `-d --data ` - Inputs specified as a JSON string or a file using @ or stdin using @-.\n - `-s --silent` - Do not output anything other then the final output. Useful for scripting.\n - `--remote` - Use deployed workspace scripts for PathScript steps instead of local files.\n- `flow generate-locks [flow:file]` - re-generate the lock files of all inline scripts of all updated flows\n - `--yes` - Skip confirmation prompt\n - `--dry-run` - Perform a dry run without making changes\n - `-i --includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string)\n - `-e --excludes ` - Comma separated patterns to specify which file to NOT take into account.\n- `flow new ` - create a new empty flow\n - `--summary ` - flow summary\n - `--description ` - flow description\n- `flow bootstrap ` - create a new empty flow (alias for new\n - `--summary ` - flow summary\n - `--description ` - flow description\n\n### folder\n\nfolder related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `folder list` - list all folders\n - `--json` - Output as JSON (for piping to jq)\n- `folder get ` - get a folder's details\n - `--json` - Output as JSON (for piping to jq)\n- `folder new ` - create a new folder locally\n - `--summary ` - folder summary\n- `folder push ` - push a local folder to the remote by name. This overrides any remote versions.\n- `folder add-missing` - create default folder.meta.yaml for all subdirectories of f/ that are missing one\n - `-y, --yes` - skip confirmation prompt\n\n### generate-metadata\n\nGenerate metadata (locks, schemas) for all scripts, flows, and apps\n\n**Arguments:** `[folder:string]`\n\n**Options:**\n- `--yes` - Skip confirmation prompt\n- `--dry-run` - Show what would be updated without making changes\n- `--lock-only` - Re-generate only the lock files\n- `--schema-only` - Re-generate only script schemas (skips flows and apps)\n- `--skip-scripts` - Skip processing scripts\n- `--skip-flows` - Skip processing flows\n- `--skip-apps` - Skip processing apps\n- `--strict-folder-boundaries` - Only update items inside the specified folder (requires folder argument)\n- `-i --includes ` - Comma separated patterns to specify which files to include\n- `-e --excludes ` - Comma separated patterns to specify which files to exclude\n\n### gitsync-settings\n\nManage git-sync settings between local wmill.yaml and Windmill backend\n\n**Subcommands:**\n\n- `gitsync-settings pull` - Pull git-sync settings from Windmill backend to local wmill.yaml\n - `--repository ` - Specify repository path (e.g., u/user/repo)\n - `--default` - Write settings to top-level defaults instead of overrides\n - `--replace` - Replace existing settings (non-interactive mode)\n - `--override` - Add branch-specific override (non-interactive mode)\n - `--diff` - Show differences without applying changes\n - `--json-output` - Output in JSON format\n - `--with-backend-settings ` - Use provided JSON settings instead of querying backend (for testing)\n - `--yes` - Skip interactive prompts and use default behavior\n - `--promotion ` - Use promotionOverrides from the specified branch instead of regular overrides\n- `gitsync-settings push` - Push git-sync settings from local wmill.yaml to Windmill backend\n - `--repository ` - Specify repository path (e.g., u/user/repo)\n - `--diff` - Show what would be pushed without applying changes\n - `--json-output` - Output in JSON format\n - `--with-backend-settings ` - Use provided JSON settings instead of querying backend (for testing)\n - `--yes` - Skip interactive prompts and use default behavior\n - `--promotion ` - Use promotionOverrides from the specified branch instead of regular overrides\n\n### hub\n\nHub related commands. EXPERIMENTAL. INTERNAL USE ONLY.\n\n**Subcommands:**\n\n- `hub pull` - pull any supported definitions. EXPERIMENTAL.\n\n### init\n\nBootstrap a windmill project with a wmill.yaml file\n\n**Options:**\n- `--use-default` - Use default settings without checking backend\n- `--use-backend` - Use backend git-sync settings if available\n- `--repository ` - Specify repository path (e.g., u/user/repo) when using backend settings\n- `--bind-profile` - Automatically bind active workspace profile to current Git branch\n- `--no-bind-profile` - Skip workspace profile binding prompt\n\n### instance\n\nsync local with a remote instance or the opposite (push or pull)\n\n**Subcommands:**\n\n- `instance add [instance_name:string] [remote:string] [token:string]` - Add a new instance\n- `instance remove ` - Remove an instance\n- `instance switch ` - Switch the current instance\n- `instance pull` - Pull instance settings, users, configs, instance groups and overwrite local\n - `--yes` - Pull without needing confirmation\n - `--dry-run` - Perform a dry run without making changes\n - `--skip-users` - Skip pulling users\n - `--skip-settings` - Skip pulling settings\n - `--skip-configs` - Skip pulling configs (worker groups and SMTP)\n - `--skip-groups` - Skip pulling instance groups\n - `--include-workspaces` - Also pull workspaces\n - `--folder-per-instance` - Create a folder per instance\n - `--instance ` - Name of the instance to pull from, override the active instance\n - `--prefix ` - Prefix of the local workspaces to pull, used to create the folders when using --include-workspaces\n - `--prefix-settings` - Store instance yamls inside prefixed folders when using --prefix and --folder-per-instance\n- `instance push` - Push instance settings, users, configs, group and overwrite remote\n - `--yes` - Push without needing confirmation\n - `--dry-run` - Perform a dry run without making changes\n - `--skip-users` - Skip pushing users\n - `--skip-settings` - Skip pushing settings\n - `--skip-configs` - Skip pushing configs (worker groups and SMTP)\n - `--skip-groups` - Skip pushing instance groups\n - `--include-workspaces` - Also push workspaces\n - `--folder-per-instance` - Create a folder per instance\n - `--instance ` - Name of the instance to push to, override the active instance\n - `--prefix ` - Prefix of the local workspaces folders to push\n - `--prefix-settings` - Store instance yamls inside prefixed folders when using --prefix and --folder-per-instance\n- `instance whoami` - Display information about the currently logged-in user\n- `instance get-config` - Dump the current instance config (global settings + worker configs) as YAML\n - `-o, --output-file ` - Write YAML to a file instead of stdout\n - `--instance ` - Name of the instance, override the active instance\n\n### jobs\n\nPull completed and queued jobs from workspace\n\n**Arguments:** `[workspace:string]`\n\n**Options:**\n- `-c, --completed-output ` - Completed jobs output file (default: completed_jobs.json)\n- `-q, --queued-output ` - Queued jobs output file (default: queued_jobs.json)\n- `--skip-worker-check` - Skip checking for active workers before export\n\n**Subcommands:**\n\n- `jobs pull`\n- `jobs push`\n\n### lint\n\nValidate Windmill flow, schedule, and trigger YAML files in a directory\n\n**Arguments:** `[directory:string]`\n\n**Options:**\n- `--json` - Output results in JSON format\n- `--fail-on-warn` - Exit with code 1 when warnings are emitted\n- `--locks-required` - Fail if scripts or flow inline scripts that need locks have no locks\n\n### queues\n\nList all queues with their metrics\n\n**Arguments:** `[workspace:string] the optional workspace to filter by (default to all workspaces)`\n\n**Options:**\n- `--instance [instance]` - Name of the instance to push to, override the active instance\n- `--base-url [baseUrl]` - If used with --token, will be used as the base url for the instance\n\n### resource\n\nresource related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `resource list` - list all resources\n - `--json` - Output as JSON (for piping to jq)\n- `resource get ` - get a resource's details\n - `--json` - Output as JSON (for piping to jq)\n- `resource new ` - create a new resource locally\n- `resource push ` - push a local resource spec. This overrides any remote versions.\n\n### resource-type\n\nresource type related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `resource-type list` - list all resource types\n - `--schema` - Show schema in the output\n - `--json` - Output as JSON (for piping to jq)\n- `resource-type get ` - get a resource type's details\n - `--json` - Output as JSON (for piping to jq)\n- `resource-type new ` - create a new resource type locally\n- `resource-type push ` - push a local resource spec. This overrides any remote versions.\n- `resource-type generate-namespace` - Create a TypeScript definition file with the RT namespace generated from the resource types\n\n### schedule\n\nschedule related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `schedule list` - list all schedules\n - `--json` - Output as JSON (for piping to jq)\n- `schedule get ` - get a schedule's details\n - `--json` - Output as JSON (for piping to jq)\n- `schedule new ` - create a new schedule locally\n- `schedule push ` - push a local schedule spec. This overrides any remote versions.\n\n### script\n\nscript related commands\n\n**Options:**\n- `--show-archived` - Enable archived scripts in output\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `script list` - list all scripts\n - `--show-archived` - Enable archived scripts in output\n - `--json` - Output as JSON (for piping to jq)\n- `script push ` - push a local script spec. This overrides any remote versions. Use the script file (.ts, .js, .py, .sh\n- `script get ` - get a script's details\n - `--json` - Output as JSON (for piping to jq)\n- `script show ` - show a script's content (alias for get\n- `script run ` - run a script by path\n - `-d --data ` - Inputs specified as a JSON string or a file using @ or stdin using @-.\n - `-s --silent` - Do not output anything other then the final output. Useful for scripting.\n- `script preview ` - preview a local script without deploying it. Supports both regular and codebase scripts.\n - `-d --data ` - Inputs specified as a JSON string or a file using @ or stdin using @-.\n - `-s --silent` - Do not output anything other than the final output. Useful for scripting.\n- `script new ` - create a new script\n - `--summary ` - script summary\n - `--description ` - script description\n- `script bootstrap ` - create a new script (alias for new\n - `--summary ` - script summary\n - `--description ` - script description\n- `script generate-metadata [script:file]` - re-generate the metadata file updating the lock and the script schema (for flows, use `wmill flow generate-locks`\n - `--yes` - Skip confirmation prompt\n - `--dry-run` - Perform a dry run without making changes\n - `--lock-only` - re-generate only the lock\n - `--schema-only` - re-generate only script schema\n - `-i --includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string)\n - `-e --excludes ` - Comma separated patterns to specify which file to NOT take into account.\n\n### sync\n\nsync local with a remote workspaces or the opposite (push or pull)\n\n**Subcommands:**\n\n- `sync pull` - Pull any remote changes and apply them locally.\n - `--yes` - Pull without needing confirmation\n - `--dry-run` - Show changes that would be pulled without actually pushing\n - `--plain-secrets` - Pull secrets as plain text\n - `--json` - Use JSON instead of YAML\n - `--skip-variables` - Skip syncing variables (including secrets)\n - `--skip-secrets` - Skip syncing only secrets variables\n - `--skip-resources` - Skip syncing resources\n - `--skip-resource-types` - Skip syncing resource types\n - `--skip-scripts` - Skip syncing scripts\n - `--skip-flows` - Skip syncing flows\n - `--skip-apps` - Skip syncing apps\n - `--skip-folders` - Skip syncing folders\n - `--skip-workspace-dependencies` - Skip syncing workspace dependencies\n - `--skip-scripts-metadata` - Skip syncing scripts metadata, focus solely on logic\n - `--include-schedules` - Include syncing schedules\n - `--include-triggers` - Include syncing triggers\n - `--include-users` - Include syncing users\n - `--include-groups` - Include syncing groups\n - `--include-settings` - Include syncing workspace settings\n - `--include-key` - Include workspace encryption key\n - `--skip-branch-validation` - Skip git branch validation and prompts\n - `--json-output` - Output results in JSON format\n - `-i --includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string). Overrides wmill.yaml includes\n - `-e --excludes ` - Comma separated patterns to specify which file to NOT take into account. Overrides wmill.yaml excludes\n - `--extra-includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string). Useful to still take wmill.yaml into account and act as a second pattern to satisfy\n - `--repository ` - Specify repository path (e.g., u/user/repo) when multiple repositories exist\n - `--promotion ` - Use promotionOverrides from the specified branch instead of regular overrides\n - `--branch, --env ` - Override the current git branch/environment (works even outside a git repository)\n- `sync push` - Push any local changes and apply them remotely.\n - `--yes` - Push without needing confirmation\n - `--dry-run` - Show changes that would be pushed without actually pushing\n - `--plain-secrets` - Push secrets as plain text\n - `--json` - Use JSON instead of YAML\n - `--skip-variables` - Skip syncing variables (including secrets)\n - `--skip-secrets` - Skip syncing only secrets variables\n - `--skip-resources` - Skip syncing resources\n - `--skip-resource-types` - Skip syncing resource types\n - `--skip-scripts` - Skip syncing scripts\n - `--skip-flows` - Skip syncing flows\n - `--skip-apps` - Skip syncing apps\n - `--skip-folders` - Skip syncing folders\n - `--skip-workspace-dependencies` - Skip syncing workspace dependencies\n - `--skip-scripts-metadata` - Skip syncing scripts metadata, focus solely on logic\n - `--include-schedules` - Include syncing schedules\n - `--include-triggers` - Include syncing triggers\n - `--include-users` - Include syncing users\n - `--include-groups` - Include syncing groups\n - `--include-settings` - Include syncing workspace settings\n - `--include-key` - Include workspace encryption key\n - `--skip-branch-validation` - Skip git branch validation and prompts\n - `--json-output` - Output results in JSON format\n - `-i --includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string)\n - `-e --excludes ` - Comma separated patterns to specify which file to NOT take into account.\n - `--extra-includes ` - Comma separated patterns to specify which file to take into account (among files that are compatible with windmill). Patterns can include * (any string until '/') and ** (any string). Useful to still take wmill.yaml into account and act as a second pattern to satisfy\n - `--message ` - Include a message that will be added to all scripts/flows/apps updated during this push\n - `--parallel ` - Number of changes to process in parallel\n - `--repository ` - Specify repository path (e.g., u/user/repo) when multiple repositories exist\n - `--branch, --env ` - Override the current git branch/environment (works even outside a git repository)\n - `--lint` - Run lint validation before pushing\n - `--locks-required` - Fail if scripts or flow inline scripts that need locks have no locks\n\n### trigger\n\ntrigger related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `trigger list` - list all triggers\n - `--json` - Output as JSON (for piping to jq)\n- `trigger get ` - get a trigger's details\n - `--json` - Output as JSON (for piping to jq)\n - `--kind ` - Trigger kind (http, websocket, kafka, nats, postgres, mqtt, sqs, gcp, email). Recommended for faster lookup\n- `trigger new ` - create a new trigger locally\n - `--kind ` - Trigger kind (required: http, websocket, kafka, nats, postgres, mqtt, sqs, gcp, email)\n- `trigger push ` - push a local trigger spec. This overrides any remote versions.\n\n### user\n\nuser related commands\n\n**Subcommands:**\n\n- `user add [password:string]` - Create a user\n - `--superadmin` - Specify to make the new user superadmin.\n - `--company ` - Specify to set the company of the new user.\n - `--name ` - Specify to set the name of the new user.\n- `user remove ` - Delete a user\n- `user create-token`\n - `--email ` - Specify credentials to use for authentication. This will not be stored. It will only be used to exchange for a token with the API server, which will not be stored either.\n - `--password ` - Specify credentials to use for authentication. This will not be stored. It will only be used to exchange for a token with the API server, which will not be stored either.\n\n### variable\n\nvariable related commands\n\n**Options:**\n- `--json` - Output as JSON (for piping to jq)\n\n**Subcommands:**\n\n- `variable list` - list all variables\n - `--json` - Output as JSON (for piping to jq)\n- `variable get ` - get a variable's details\n - `--json` - Output as JSON (for piping to jq)\n- `variable new ` - create a new variable locally\n- `variable push ` - Push a local variable spec. This overrides any remote versions.\n - `--plain-secrets` - Push secrets as plain text\n- `variable add ` - Create a new variable on the remote. This will update the variable if it already exists.\n - `--plain-secrets` - Push secrets as plain text\n - `--public` - Legacy option, use --plain-secrets instead\n\n### version\n\nShow version information\n\n### worker-groups\n\ndisplay worker groups, pull and push worker groups configs\n\n**Subcommands:**\n\n- `worker-groups pull` - Pull worker groups (similar to `wmill instance pull --skip-users --skip-settings --skip-groups`)\n - `--instance` - Name of the instance to push to, override the active instance\n - `--base-url` - Base url to be passed to the instance settings instead of the local one\n - `--yes` - Pull without needing confirmation\n- `worker-groups push` - Push instance settings, users, configs, group and overwrite remote\n - `--instance [instance]` - Name of the instance to push to, override the active instance\n - `--base-url [baseUrl]` - If used with --token, will be used as the base url for the instance\n - `--yes` - Push without needing confirmation\n\n### workers\n\nList all workers grouped by worker groups\n\n**Options:**\n- `--instance [instance]` - Name of the instance to push to, override the active instance\n- `--base-url [baseUrl]` - If used with --token, will be used as the base url for the instance\n\n### workspace\n\nworkspace related commands\n\n**Alias:** `profile`\n\n**Subcommands:**\n\n- `workspace switch ` - Switch to another workspace\n- `workspace add [workspace_name:string] [workspace_id:string] [remote:string]` - Add a workspace\n - `-c --create` - Create the workspace if it does not exist\n - `--create-workspace-name ` - Specify the workspace name. Ignored if --create is not specified or the workspace already exists. Will default to the workspace id.\n - `--create-username ` - Specify your own username in the newly created workspace. Ignored if --create is not specified, the workspace already exists or automatic username creation is enabled on the instance.\n- `workspace remove ` - Remove a workspace\n- `workspace whoami` - Show the currently active user\n- `workspace list` - List local workspace profiles\n- `workspace list-remote` - List workspaces on the remote server that you have access to\n- `workspace bind` - Bind the current Git branch to the active workspace\n - `--branch, --env ` - Specify branch/environment (defaults to current)\n- `workspace unbind` - Remove workspace binding from the current Git branch\n - `--branch, --env ` - Specify branch/environment (defaults to current)\n- `workspace fork [workspace_name:string] [workspace_id:string]` - Create a forked workspace\n - `--create-workspace-name ` - Specify the workspace name. Ignored if --create is not specified or the workspace already exists. Will default to the workspace id.\n- `workspace delete-fork ` - Delete a forked workspace and git branch\n - `-y --yes` - Skip confirmation prompt\n\n"; export declare const LANG_BASH = "# Bash\n\n## Structure\n\nDo not include `#!/bin/bash`. Arguments are obtained as positional parameters:\n\n```bash\n# Get arguments\nvar1=\"$1\"\nvar2=\"$2\"\n\necho \"Processing $var1 and $var2\"\n\n# Return JSON by echoing to stdout\necho \"{\\\"result\\\": \\\"$var1\\\", \\\"count\\\": $var2}\"\n```\n\n**Important:**\n- Do not include shebang (`#!/bin/bash`)\n- Arguments are always strings\n- Access with `$1`, `$2`, etc.\n\n## Output\n\nThe script output is captured as the result. For structured data, output valid JSON:\n\n```bash\nname=\"$1\"\ncount=\"$2\"\n\n# Output JSON result\ncat << EOF\n{\n \"name\": \"$name\",\n \"count\": $count,\n \"timestamp\": \"$(date -Iseconds)\"\n}\nEOF\n```\n\n## Environment Variables\n\nEnvironment variables set in Windmill are available:\n\n```bash\n# Access environment variable\necho \"Workspace: $WM_WORKSPACE\"\necho \"Job ID: $WM_JOB_ID\"\n```\n"; export declare const LANG_BIGQUERY = "# BigQuery\n\nArguments use `@name` syntax.\n\nName the parameters by adding comments before the statement:\n\n```sql\n-- @name1 (string)\n-- @name2 (int64) = 0\nSELECT * FROM users WHERE name = @name1 AND age > @name2;\n```\n"; export declare const LANG_BUN = "# TypeScript (Bun)\n\nBun runtime with full npm ecosystem and fastest execution.\n\n## Structure\n\nExport a single **async** function called `main`:\n\n```typescript\nexport async function main(param1: string, param2: number) {\n // Your code here\n return { result: param1, count: param2 };\n}\n```\n\nDo not call the main function. Libraries are installed automatically.\n\n## Resource Types\n\nOn Windmill, credentials and configuration are stored in resources and passed as parameters to main.\n\nUse the `RT` namespace for resource types:\n\n```typescript\nexport async function main(stripe: RT.Stripe) {\n // stripe contains API key and config from the resource\n}\n```\n\nOnly use resource types if you need them to satisfy the instructions. Always use the RT namespace.\n\nBefore using a resource type, check the `rt.d.ts` file in the project root to see all available resource types and their fields. This file is generated by `wmill resource-type generate-namespace`.\n\n## Imports\n\n```typescript\nimport Stripe from \"stripe\";\nimport { someFunction } from \"some-package\";\n```\n\n## Windmill Client\n\nImport the windmill client for platform interactions:\n\n```typescript\nimport * as wmill from \"windmill-client\";\n```\n\nSee the SDK documentation for available methods.\n\n## Preprocessor Scripts\n\nFor preprocessor scripts, the function should be named `preprocessor` and receives an `event` parameter:\n\n```typescript\ntype Event = {\n kind:\n | \"webhook\"\n | \"http\"\n | \"websocket\"\n | \"kafka\"\n | \"email\"\n | \"nats\"\n | \"postgres\"\n | \"sqs\"\n | \"mqtt\"\n | \"gcp\";\n body: any;\n headers: Record;\n query: Record;\n};\n\nexport async function preprocessor(event: Event) {\n return {\n param1: event.body.field1,\n param2: event.query.id,\n };\n}\n```\n\n## S3 Object Operations\n\nWindmill provides built-in support for S3-compatible storage operations.\n\n### S3Object Type\n\nThe S3Object type represents a file in S3 storage:\n\n```typescript\ntype S3Object = {\n s3: string; // Path within the bucket\n};\n```\n\n## TypeScript Operations\n\n```typescript\nimport * as wmill from \"windmill-client\";\n\n// Load file content from S3\nconst content: Uint8Array = await wmill.loadS3File(s3object);\n\n// Load file as stream\nconst blob: Blob = await wmill.loadS3FileStream(s3object);\n\n// Write file to S3\nconst result: S3Object = await wmill.writeS3File(\n s3object, // Target path (or undefined to auto-generate)\n fileContent, // string or Blob\n s3ResourcePath // Optional: specific S3 resource to use\n);\n```\n"; diff --git a/system_prompts/auto-generated/prompts.ts b/system_prompts/auto-generated/prompts.ts index 6eb870e62b..dc47b66eca 100644 --- a/system_prompts/auto-generated/prompts.ts +++ b/system_prompts/auto-generated/prompts.ts @@ -1523,7 +1523,7 @@ class SqlQuery: export const OPENFLOW_SCHEMA = `## OpenFlow Schema -{"OpenFlow":{"type":"object","description":"Top-level flow definition containing metadata, configuration, and the flow structure","properties":{"summary":{"type":"string","description":"Short description of what this flow does"},"description":{"type":"string","description":"Detailed documentation for this flow"},"value":{"$ref":"#/components/schemas/FlowValue"},"schema":{"type":"object","description":"JSON Schema for flow inputs. Use this to define input parameters, their types, defaults, and validation. For resource inputs, set type to 'object' and format to 'resource-' (e.g., 'resource-stripe')"},"on_behalf_of_email":{"type":"string","description":"The flow will be run with the permissions of the user with this email."}},"required":["summary","value"]},"FlowValue":{"type":"object","description":"The flow structure containing modules and optional preprocessor/failure handlers","properties":{"modules":{"type":"array","description":"Array of steps that execute in sequence. Each step can be a script, subflow, loop, or branch","items":{"$ref":"#/components/schemas/FlowModule"}},"failure_module":{"description":"Special module that executes when the flow fails. Receives error object with message, name, stack, and step_id. Must have id 'failure'. Only supports script/rawscript types","$ref":"#/components/schemas/FlowModule"},"preprocessor_module":{"description":"Special module that runs before the first step on external triggers. Must have id 'preprocessor'. Only supports script/rawscript types. Cannot reference other step results","$ref":"#/components/schemas/FlowModule"},"same_worker":{"type":"boolean","description":"If true, all steps run on the same worker for better performance"},"concurrent_limit":{"type":"number","description":"Maximum number of concurrent executions of this flow"},"concurrency_key":{"type":"string","description":"Expression to group concurrent executions (e.g., by user ID)"},"concurrency_time_window_s":{"type":"number","description":"Time window in seconds for concurrent_limit"},"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce flow executions"},"debounce_key":{"type":"string","description":"Expression to group debounced executions"},"debounce_args_to_accumulate":{"type":"array","description":"Arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds that a job can be debounced"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of times a job can be debounced"},"skip_expr":{"type":"string","description":"JavaScript expression to conditionally skip the entire flow"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for flow results"},"cache_ignore_s3_path":{"type":"boolean"},"flow_env":{"type":"object","description":"Environment variables available to all steps. Values can be strings, JSON values, or special references: '$var:path' (workspace variable) or '$res:path' (resource).","additionalProperties":{}},"priority":{"type":"number","description":"Execution priority (higher numbers run first)"},"early_return":{"type":"string","description":"JavaScript expression to return early from the flow"},"chat_input_enabled":{"type":"boolean","description":"Whether this flow accepts chat-style input"},"notes":{"type":"array","description":"Sticky notes attached to the flow","items":{"$ref":"#/components/schemas/FlowNote"}},"groups":{"type":"array","description":"Semantic groups of modules for organizational purposes","items":{"$ref":"#/components/schemas/FlowGroup"}}},"required":["modules"]},"Retry":{"type":"object","description":"Retry configuration for failed module executions","properties":{"constant":{"type":"object","description":"Retry with constant delay between attempts","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"seconds":{"type":"integer","description":"Seconds to wait between retries"}}},"exponential":{"type":"object","description":"Retry with exponential backoff (delay doubles each time)","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"multiplier":{"type":"integer","description":"Multiplier for exponential backoff"},"seconds":{"type":"integer","minimum":1,"description":"Initial delay in seconds"},"random_factor":{"type":"integer","minimum":0,"maximum":100,"description":"Random jitter percentage (0-100) to avoid thundering herd"}}},"retry_if":{"$ref":"#/components/schemas/RetryIf"}}},"FlowNote":{"type":"object","description":"A sticky note attached to a flow for documentation and annotation","properties":{"id":{"type":"string","description":"Unique identifier for the note"},"text":{"type":"string","description":"Content of the note"},"position":{"type":"object","description":"Position of the note in the flow editor","properties":{"x":{"type":"number","description":"X coordinate"},"y":{"type":"number","description":"Y coordinate"}},"required":["x","y"]},"size":{"type":"object","description":"Size of the note in the flow editor","properties":{"width":{"type":"number","description":"Width in pixels"},"height":{"type":"number","description":"Height in pixels"}},"required":["width","height"]},"color":{"type":"string","description":"Color of the note (e.g., \\"yellow\\", \\"#ffff00\\")"},"type":{"type":"string","enum":["free","group"],"description":"Type of note - 'free' for standalone notes, 'group' for notes that group other nodes"},"locked":{"type":"boolean","default":false,"description":"Whether the note is locked and cannot be edited or moved"},"contained_node_ids":{"type":"array","items":{"type":"string"},"description":"For group notes, the IDs of nodes contained within this group"}},"required":["id","text","color","type"]},"FlowGroup":{"type":"object","description":"A semantic group of flow modules for organizational purposes. Does not affect execution \\u2014 modules remain in their original position in the flow. Groups provide naming and collapsibility in the editor. Members are computed dynamically from all nodes on paths between start_id and end_id.","properties":{"summary":{"type":"string","description":"Display name for this group"},"note":{"type":"string","description":"Markdown note shown below the group header"},"autocollapse":{"type":"boolean","default":false,"description":"If true, this group is collapsed by default in the flow editor. UI hint only."},"start_id":{"type":"string","description":"ID of the first flow module in this group (topological entry point)"},"end_id":{"type":"string","description":"ID of the last flow module in this group (topological exit point)"},"color":{"type":"string","description":"Color for the group in the flow editor"}},"required":["start_id","end_id"]},"RetryIf":{"type":"object","description":"Conditional retry based on error or result","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables"}},"required":["expr"]},"StopAfterIf":{"type":"object","description":"Early termination condition for a module","properties":{"skip_if_stopped":{"type":"boolean","description":"If true, following steps are skipped when this condition triggers"},"expr":{"type":"string","description":"JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"},"error_message":{"type":"string","nullable":true,"description":"Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised."}},"required":["expr"]},"FlowModule":{"type":"object","description":"A single step in a flow. Can be a script, subflow, loop, or branch","properties":{"id":{"type":"string","description":"Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"},"value":{"$ref":"#/components/schemas/FlowModuleValue"},"stop_after_if":{"description":"Early termination condition evaluated after this step completes","$ref":"#/components/schemas/StopAfterIf"},"stop_after_all_iters_if":{"description":"For loops only - early termination condition evaluated after all iterations complete","$ref":"#/components/schemas/StopAfterIf"},"skip_if":{"type":"object","description":"Conditionally skip this step based on previous results or flow inputs","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'"}},"required":["expr"]},"sleep":{"description":"Delay before executing this step (in seconds or as expression)","$ref":"#/components/schemas/InputTransform"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for this step's results"},"cache_ignore_s3_path":{"type":"boolean"},"timeout":{"description":"Maximum execution time in seconds (static value or expression)","$ref":"#/components/schemas/InputTransform"},"delete_after_use":{"type":"boolean","description":"If true, this step's result is deleted after use to save memory"},"summary":{"type":"string","description":"Short description of what this step does"},"mock":{"type":"object","description":"Mock configuration for testing without executing the actual step","properties":{"enabled":{"type":"boolean","description":"If true, return mock value instead of executing"},"return_value":{"description":"Value to return when mocked"}}},"suspend":{"type":"object","description":"Configuration for approval/resume steps that wait for user input","properties":{"required_events":{"type":"integer","description":"Number of approvals required before continuing"},"timeout":{"type":"integer","description":"Timeout in seconds before auto-continuing or canceling"},"resume_form":{"type":"object","description":"Form schema for collecting input when resuming","properties":{"schema":{"type":"object","description":"JSON Schema for the resume form"}}},"user_auth_required":{"type":"boolean","description":"If true, only authenticated users can approve"},"user_groups_required":{"description":"Expression or list of groups that can approve","$ref":"#/components/schemas/InputTransform"},"self_approval_disabled":{"type":"boolean","description":"If true, the user who started the flow cannot approve"},"hide_cancel":{"type":"boolean","description":"If true, hide the cancel button on the approval form"},"continue_on_disapprove_timeout":{"type":"boolean","description":"If true, continue flow on timeout instead of canceling"}}},"priority":{"type":"number","description":"Execution priority for this step (higher numbers run first)"},"continue_on_error":{"type":"boolean","description":"If true, flow continues even if this step fails"},"retry":{"description":"Retry configuration if this step fails","$ref":"#/components/schemas/Retry"},"debouncing":{"description":"Debounce configuration for this step (EE only)","type":"object","properties":{"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce this step's executions across flow runs"},"debounce_key":{"type":"string","description":"Expression to group debounced executions. Supports $workspace and $args[name]. Default: $workspace/flow/-"},"debounce_args_to_accumulate":{"type":"array","description":"Array-type arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds before forced execution"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of debounces before forced execution"}}}},"required":["value","id"]},"InputTransform":{"description":"Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs","oneOf":[{"$ref":"#/components/schemas/StaticTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"StaticTransform":{"type":"object","description":"Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'","properties":{"value":{"description":"The static value. For resources, use format '$res:path/to/resource'"},"type":{"type":"string","enum":["static"]}},"required":["type"]},"JavascriptTransform":{"type":"object","description":"JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value","properties":{"expr":{"type":"string","description":"JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"},"type":{"type":"string","enum":["javascript"]}},"required":["expr","type"]},"AiTransform":{"type":"object","description":"Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.","properties":{"type":{"type":"string","enum":["ai"]}},"required":["type"]},"AIProviderKind":{"type":"string","description":"Supported AI provider types","enum":["openai","azure_openai","anthropic","mistral","deepseek","googleai","groq","openrouter","togetherai","customai","aws_bedrock"]},"ProviderConfig":{"type":"object","description":"Complete AI provider configuration with resource reference and model selection","properties":{"kind":{"$ref":"#/components/schemas/AIProviderKind"},"resource":{"type":"string","description":"Resource reference in format '$res:{resource_path}' pointing to provider credentials"},"model":{"type":"string","description":"Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')"}},"required":["kind","resource","model"]},"StaticProviderTransform":{"type":"object","description":"Static provider configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/ProviderConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"ProviderTransform":{"description":"Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticProviderTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticProviderTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"MemoryOff":{"type":"object","description":"No conversation memory/context","properties":{"kind":{"type":"string","enum":["off"]}},"required":["kind"]},"MemoryAuto":{"type":"object","description":"Automatic context management","properties":{"kind":{"type":"string","enum":["auto"]},"context_length":{"type":"integer","description":"Maximum number of messages to retain in context"},"memory_id":{"type":"string","description":"Identifier for persistent memory across agent invocations"}},"required":["kind"]},"MemoryMessage":{"type":"object","description":"A single message in conversation history","properties":{"role":{"type":"string","enum":["user","assistant","system"]},"content":{"type":"string"}},"required":["role","content"]},"MemoryManual":{"type":"object","description":"Explicit message history","properties":{"kind":{"type":"string","enum":["manual"]},"messages":{"type":"array","items":{"$ref":"#/components/schemas/MemoryMessage"}}},"required":["kind","messages"]},"MemoryConfig":{"description":"Conversation memory configuration","oneOf":[{"$ref":"#/components/schemas/MemoryOff"},{"$ref":"#/components/schemas/MemoryAuto"},{"$ref":"#/components/schemas/MemoryManual"}],"discriminator":{"propertyName":"kind","mapping":{"off":"#/components/schemas/MemoryOff","auto":"#/components/schemas/MemoryAuto","manual":"#/components/schemas/MemoryManual"}}},"StaticMemoryTransform":{"type":"object","description":"Static memory configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/MemoryConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"MemoryTransform":{"description":"Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticMemoryTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticMemoryTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"FlowModuleValue":{"description":"The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type","oneOf":[{"$ref":"#/components/schemas/RawScript"},{"$ref":"#/components/schemas/PathScript"},{"$ref":"#/components/schemas/PathFlow"},{"$ref":"#/components/schemas/ForloopFlow"},{"$ref":"#/components/schemas/WhileloopFlow"},{"$ref":"#/components/schemas/BranchOne"},{"$ref":"#/components/schemas/BranchAll"},{"$ref":"#/components/schemas/Identity"},{"$ref":"#/components/schemas/AiAgent"}],"discriminator":{"propertyName":"type","mapping":{"rawscript":"#/components/schemas/RawScript","script":"#/components/schemas/PathScript","flow":"#/components/schemas/PathFlow","forloopflow":"#/components/schemas/ForloopFlow","whileloopflow":"#/components/schemas/WhileloopFlow","branchone":"#/components/schemas/BranchOne","branchall":"#/components/schemas/BranchAll","identity":"#/components/schemas/Identity","aiagent":"#/components/schemas/AiAgent"}}},"RawScript":{"type":"object","description":"Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"content":{"type":"string","description":"The script source code. Should export a 'main' function"},"language":{"type":"string","description":"Programming language for this script","enum":["deno","bun","python3","go","bash","powershell","postgresql","mysql","bigquery","snowflake","mssql","oracledb","graphql","nativets","php","rust","ansible","csharp","nu","java","ruby","duckdb"]},"path":{"type":"string","description":"Optional path for saving this script"},"lock":{"type":"string","description":"Lock file content for dependencies"},"type":{"type":"string","enum":["rawscript"]},"tag":{"type":"string","description":"Worker group tag for execution routing"},"concurrent_limit":{"type":"number","description":"Maximum concurrent executions of this script"},"concurrency_time_window_s":{"type":"number","description":"Time window for concurrent_limit"},"custom_concurrency_key":{"type":"string","description":"Custom key for grouping concurrent executions"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"},"assets":{"type":"array","description":"External resources this script accesses (S3 objects, resources, etc.)","items":{"type":"object","required":["path","kind"],"properties":{"path":{"type":"string","description":"Path to the asset"},"kind":{"type":"string","description":"Type of asset","enum":["s3object","resource","ducklake","datatable","volume"]},"access_type":{"type":"string","nullable":true,"description":"Access level for this asset","enum":["r","w","rw"]},"alt_access_type":{"type":"string","nullable":true,"description":"Alternative access level","enum":["r","w","rw"]}}}}},"required":["type","content","language","input_transforms"]},"PathScript":{"type":"object","description":"Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the script in the workspace (e.g., 'f/scripts/send_email')"},"hash":{"type":"string","description":"Optional specific version hash of the script to use"},"type":{"type":"string","enum":["script"]},"tag_override":{"type":"string","description":"Override the script's default worker group tag"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"}},"required":["type","path","input_transforms"]},"PathFlow":{"type":"object","description":"Reference to an existing flow by path. Use this to call another flow as a subflow","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the flow in the workspace (e.g., 'f/flows/process_user')"},"type":{"type":"string","enum":["flow"]}},"required":["type","path","input_transforms"]},"ForloopFlow":{"type":"object","description":"Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations","properties":{"modules":{"type":"array","description":"Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'","items":{"$ref":"#/components/schemas/FlowModule"}},"iterator":{"description":"JavaScript expression that returns an array to iterate over. Can reference 'results.step_id' or 'flow_input'","$ref":"#/components/schemas/InputTransform"},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["forloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true. Limits resource usage. Can be static number or expression","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","iterator","skip_failures","type"]},"WhileloopFlow":{"type":"object","description":"Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination","properties":{"modules":{"type":"array","description":"Steps to execute in each iteration. Use stop_after_if to control when the loop ends","items":{"$ref":"#/components/schemas/FlowModule"}},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["whileloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (use with caution in while loops)"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","skip_failures","type"]},"BranchOne":{"type":"object","description":"Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes","properties":{"branches":{"type":"array","description":"Array of branches to evaluate in order. The first branch with expr evaluating to true executes","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch condition"},"expr":{"type":"string","description":"JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins"},"modules":{"type":"array","description":"Steps to execute if this branch's expr is true","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules","expr"]}},"default":{"type":"array","description":"Steps to execute if no branch expressions match","items":{"$ref":"#/components/schemas/FlowModule"}},"type":{"type":"string","enum":["branchone"]}},"required":["branches","default","type"]},"BranchAll":{"type":"object","description":"Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently","properties":{"branches":{"type":"array","description":"Array of branches that all execute (either in parallel or sequentially)","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch's purpose"},"skip_failure":{"type":"boolean","description":"If true, failure in this branch doesn't fail the entire flow"},"modules":{"type":"array","description":"Steps to execute in this branch","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules"]}},"type":{"type":"string","enum":["branchall"]},"parallel":{"type":"boolean","description":"If true, all branches execute concurrently. If false, they execute sequentially"}},"required":["branches","type"]},"AgentTool":{"type":"object","description":"A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool","properties":{"id":{"type":"string","description":"Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"},"summary":{"type":"string","description":"Short description of what this tool does (shown to the AI)"},"value":{"$ref":"#/components/schemas/ToolValue"}},"required":["id","value"]},"ToolValue":{"description":"The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference","oneOf":[{"$ref":"#/components/schemas/FlowModuleTool"},{"$ref":"#/components/schemas/McpToolValue"},{"$ref":"#/components/schemas/WebsearchToolValue"}],"discriminator":{"propertyName":"tool_type","mapping":{"flowmodule":"#/components/schemas/FlowModuleTool","mcp":"#/components/schemas/McpToolValue","websearch":"#/components/schemas/WebsearchToolValue"}}},"FlowModuleTool":{"description":"A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module","allOf":[{"type":"object","properties":{"tool_type":{"type":"string","enum":["flowmodule"]}},"required":["tool_type"]},{"$ref":"#/components/schemas/FlowModuleValue"}]},"WebsearchToolValue":{"type":"object","description":"A tool implemented as a websearch tool. The AI can call this like any other websearch tool","properties":{"tool_type":{"type":"string","enum":["websearch"]}},"required":["tool_type"]},"McpToolValue":{"type":"object","description":"Reference to an external MCP (Model Context Protocol) tool. 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Controls randomness/creativity of responses.\\nRange: 0.0 to 2.0 (provider-dependent)\\n- 0.0 = deterministic, focused responses\\n- 0.7 = balanced (common default)\\n- 1.0+ = more creative/random\\n"}},"required":["provider","user_message","output_type"]},"tools":{"type":"array","description":"Array of tools the agent can use. The agent decides which tools to call based on the task","items":{"$ref":"#/components/schemas/AgentTool"}},"type":{"type":"string","enum":["aiagent"]},"parallel":{"type":"boolean","description":"If true, the agent can execute multiple tool calls in parallel"}},"required":["tools","type","input_transforms"]},"Identity":{"type":"object","description":"Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder","properties":{"type":{"type":"string","enum":["identity"]},"flow":{"type":"boolean","description":"If true, marks this as a flow identity (special handling)"}},"required":["type"]},"FlowStatus":{"type":"object","properties":{"step":{"type":"integer"},"modules":{"type":"array","items":{"$ref":"#/components/schemas/FlowStatusModule"}},"user_states":{"additionalProperties":true},"preprocessor_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"}]},"failure_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"},{"type":"object","properties":{"parent_module":{"type":"string"}}}]},"retry":{"type":"object","properties":{"fail_count":{"type":"integer"},"failed_jobs":{"type":"array","items":{"type":"string","format":"uuid"}}}}},"required":["step","modules","failure_module"]},"FlowStatusModule":{"type":"object","properties":{"type":{"type":"string","enum":["WaitingForPriorSteps","WaitingForEvents","WaitingForExecutor","InProgress","Success","Failure"]},"id":{"type":"string"},"job":{"type":"string","format":"uuid"},"count":{"type":"integer"},"progress":{"type":"integer"},"iterator":{"type":"object","properties":{"index":{"type":"integer"},"itered":{"type":"array","items":{}},"itered_len":{"type":"integer"},"args":{}}},"flow_jobs":{"type":"array","items":{"type":"string"}},"flow_jobs_success":{"type":"array","items":{"type":"boolean"}},"flow_jobs_duration":{"type":"object","properties":{"started_at":{"type":"array","items":{"type":"string"}},"duration_ms":{"type":"array","items":{"type":"integer"}}}},"branch_chosen":{"type":"object","properties":{"type":{"type":"string","enum":["branch","default"]},"branch":{"type":"integer"}},"required":["type"]},"branchall":{"type":"object","properties":{"branch":{"type":"integer"},"len":{"type":"integer"}},"required":["branch","len"]},"approvers":{"type":"array","items":{"type":"object","properties":{"resume_id":{"type":"integer"},"approver":{"type":"string"}},"required":["resume_id","approver"]}},"failed_retries":{"type":"array","items":{"type":"string","format":"uuid"}},"skipped":{"type":"boolean"},"agent_actions":{"type":"array","items":{"type":"object","oneOf":[{"type":"object","properties":{"job_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"type":{"type":"string","enum":["tool_call"]},"module_id":{"type":"string"}},"required":["job_id","function_name","type","module_id"]},{"type":"object","properties":{"call_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"resource_path":{"type":"string"},"type":{"type":"string","enum":["mcp_tool_call"]},"arguments":{"type":"object"}},"required":["call_id","function_name","resource_path","type"]},{"type":"object","properties":{"type":{"type":"string","enum":["web_search"]}},"required":["type"]},{"type":"object","properties":{"type":{"type":"string","enum":["message"]}},"required":["content","type"]}]}},"agent_actions_success":{"type":"array","items":{"type":"boolean"}}},"required":["type"]}}`; +{"OpenFlow":{"type":"object","description":"Top-level flow definition containing metadata, configuration, and the flow structure","properties":{"summary":{"type":"string","description":"Short description of what this flow does"},"description":{"type":"string","description":"Detailed documentation for this flow"},"value":{"$ref":"#/components/schemas/FlowValue"},"schema":{"type":"object","description":"JSON Schema for flow inputs. Use this to define input parameters, their types, defaults, and validation. For resource inputs, set type to 'object' and format to 'resource-' (e.g., 'resource-stripe')"},"on_behalf_of_email":{"type":"string","description":"The flow will be run with the permissions of the user with this email."}},"required":["summary","value"]},"FlowValue":{"type":"object","description":"The flow structure containing modules and optional preprocessor/failure handlers","properties":{"modules":{"type":"array","description":"Array of steps that execute in sequence. Each step can be a script, subflow, loop, or branch","items":{"$ref":"#/components/schemas/FlowModule"}},"failure_module":{"description":"Special module that executes when the flow fails. Receives error object with message, name, stack, and step_id. Must have id 'failure'. 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Values can be strings, JSON values, or special references: '$var:path' (workspace variable) or '$res:path' (resource).","additionalProperties":{}},"priority":{"type":"number","description":"Execution priority (higher numbers run first)"},"early_return":{"type":"string","description":"JavaScript expression to return early from the flow"},"chat_input_enabled":{"type":"boolean","description":"Whether this flow accepts chat-style input"},"notes":{"type":"array","description":"Sticky notes attached to the flow","items":{"$ref":"#/components/schemas/FlowNote"}},"groups":{"type":"array","description":"Semantic groups of modules for organizational purposes","items":{"$ref":"#/components/schemas/FlowGroup"}}},"required":["modules"]},"Retry":{"type":"object","description":"Retry configuration for failed module executions","properties":{"constant":{"type":"object","description":"Retry with constant delay between attempts","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"seconds":{"type":"integer","description":"Seconds to wait between retries"}}},"exponential":{"type":"object","description":"Retry with exponential backoff (delay doubles each time)","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"multiplier":{"type":"integer","description":"Multiplier for exponential backoff"},"seconds":{"type":"integer","minimum":1,"description":"Initial delay in seconds"},"random_factor":{"type":"integer","minimum":0,"maximum":100,"description":"Random jitter percentage (0-100) to avoid thundering herd"}}},"retry_if":{"$ref":"#/components/schemas/RetryIf"}}},"FlowNote":{"type":"object","description":"A sticky note attached to a flow for documentation and annotation","properties":{"id":{"type":"string","description":"Unique identifier for the note"},"text":{"type":"string","description":"Content of the note"},"position":{"type":"object","description":"Position of the note in the flow editor","properties":{"x":{"type":"number","description":"X coordinate"},"y":{"type":"number","description":"Y coordinate"}},"required":["x","y"]},"size":{"type":"object","description":"Size of the note in the flow editor","properties":{"width":{"type":"number","description":"Width in pixels"},"height":{"type":"number","description":"Height in pixels"}},"required":["width","height"]},"color":{"type":"string","description":"Color of the note (e.g., \\"yellow\\", \\"#ffff00\\")"},"type":{"type":"string","enum":["free","group"],"description":"Type of note - 'free' for standalone notes, 'group' for notes that group other nodes"},"locked":{"type":"boolean","default":false,"description":"Whether the note is locked and cannot be edited or moved"},"contained_node_ids":{"type":"array","items":{"type":"string"},"description":"For group notes, the IDs of nodes contained within this group"}},"required":["id","text","color","type"]},"FlowGroup":{"type":"object","description":"A semantic group of flow modules for organizational purposes. Does not affect execution \\u2014 modules remain in their original position in the flow. Groups provide naming and collapsibility in the editor. Members are computed dynamically from all nodes on paths between start_id and end_id.","properties":{"summary":{"type":"string","description":"Display name for this group"},"note":{"type":"string","description":"Markdown note shown below the group header"},"autocollapse":{"type":"boolean","default":false,"description":"If true, this group is collapsed by default in the flow editor. UI hint only."},"start_id":{"type":"string","description":"ID of the first flow module in this group (topological entry point)"},"end_id":{"type":"string","description":"ID of the last flow module in this group (topological exit point)"},"color":{"type":"string","description":"Color for the group in the flow editor"}},"required":["start_id","end_id"]},"RetryIf":{"type":"object","description":"Conditional retry based on error or result","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables"}},"required":["expr"]},"StopAfterIf":{"type":"object","description":"Early termination condition for a module","properties":{"skip_if_stopped":{"type":"boolean","description":"If true, following steps are skipped when this condition triggers"},"expr":{"type":"string","description":"JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. 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Should export a 'main' function"},"language":{"type":"string","description":"Programming language for this script","enum":["deno","bun","python3","go","bash","powershell","postgresql","mysql","bigquery","snowflake","mssql","oracledb","graphql","nativets","php","rust","ansible","csharp","nu","java","ruby","duckdb"]},"path":{"type":"string","description":"Optional path for saving this script"},"lock":{"type":"string","description":"Lock file content for dependencies"},"type":{"type":"string","enum":["rawscript"]},"tag":{"type":"string","description":"Worker group tag for execution routing"},"concurrent_limit":{"type":"number","description":"Maximum concurrent executions of this script"},"concurrency_time_window_s":{"type":"number","description":"Time window for concurrent_limit"},"custom_concurrency_key":{"type":"string","description":"Custom key for grouping concurrent executions"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"},"assets":{"type":"array","description":"External resources this script accesses (S3 objects, resources, etc.)","items":{"type":"object","required":["path","kind"],"properties":{"path":{"type":"string","description":"Path to the asset"},"kind":{"type":"string","description":"Type of asset","enum":["s3object","resource","ducklake","datatable","volume"]},"access_type":{"type":"string","nullable":true,"description":"Access level for this asset","enum":["r","w","rw"]},"alt_access_type":{"type":"string","nullable":true,"description":"Alternative access level","enum":["r","w","rw"]}}}}},"required":["type","content","language","input_transforms"]},"PathScript":{"type":"object","description":"Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the script in the workspace (e.g., 'f/scripts/send_email')"},"hash":{"type":"string","description":"Optional specific version hash of the script to use"},"type":{"type":"string","enum":["script"]},"tag_override":{"type":"string","description":"Override the script's default worker group tag"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"}},"required":["type","path","input_transforms"]},"PathFlow":{"type":"object","description":"Reference to an existing flow by path. Use this to call another flow as a subflow","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the flow in the workspace (e.g., 'f/flows/process_user')"},"type":{"type":"string","enum":["flow"]}},"required":["type","path","input_transforms"]},"ForloopFlow":{"type":"object","description":"Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations","properties":{"modules":{"type":"array","description":"Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'","items":{"$ref":"#/components/schemas/FlowModule"}},"iterator":{"description":"JavaScript expression that returns an array to iterate over. Can reference 'results.step_id' or 'flow_input'","$ref":"#/components/schemas/InputTransform"},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["forloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true. Limits resource usage. Can be static number or expression","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","iterator","skip_failures","type"]},"WhileloopFlow":{"type":"object","description":"Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination","properties":{"modules":{"type":"array","description":"Steps to execute in each iteration. Use stop_after_if to control when the loop ends","items":{"$ref":"#/components/schemas/FlowModule"}},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["whileloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (use with caution in while loops)"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","skip_failures","type"]},"BranchOne":{"type":"object","description":"Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes","properties":{"branches":{"type":"array","description":"Array of branches to evaluate in order. The first branch with expr evaluating to true executes","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch condition"},"expr":{"type":"string","description":"JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins"},"modules":{"type":"array","description":"Steps to execute if this branch's expr is true","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules","expr"]}},"default":{"type":"array","description":"Steps to execute if no branch expressions match","items":{"$ref":"#/components/schemas/FlowModule"}},"type":{"type":"string","enum":["branchone"]}},"required":["branches","default","type"]},"BranchAll":{"type":"object","description":"Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently","properties":{"branches":{"type":"array","description":"Array of branches that all execute (either in parallel or sequentially)","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch's purpose"},"skip_failure":{"type":"boolean","description":"If true, failure in this branch doesn't fail the entire flow"},"modules":{"type":"array","description":"Steps to execute in this branch","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules"]}},"type":{"type":"string","enum":["branchall"]},"parallel":{"type":"boolean","description":"If true, all branches execute concurrently. If false, they execute sequentially"}},"required":["branches","type"]},"AgentTool":{"type":"object","description":"A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool","properties":{"id":{"type":"string","description":"Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"},"summary":{"type":"string","description":"Short description of what this tool does (shown to the AI)"},"value":{"$ref":"#/components/schemas/ToolValue"}},"required":["id","value"]},"ToolValue":{"description":"The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference","oneOf":[{"$ref":"#/components/schemas/FlowModuleTool"},{"$ref":"#/components/schemas/McpToolValue"},{"$ref":"#/components/schemas/WebsearchToolValue"}],"discriminator":{"propertyName":"tool_type","mapping":{"flowmodule":"#/components/schemas/FlowModuleTool","mcp":"#/components/schemas/McpToolValue","websearch":"#/components/schemas/WebsearchToolValue"}}},"FlowModuleTool":{"description":"A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module","allOf":[{"type":"object","properties":{"tool_type":{"type":"string","enum":["flowmodule"]}},"required":["tool_type"]},{"$ref":"#/components/schemas/FlowModuleValue"}]},"WebsearchToolValue":{"type":"object","description":"A tool implemented as a websearch tool. The AI can call this like any other websearch tool","properties":{"tool_type":{"type":"string","enum":["websearch"]}},"required":["tool_type"]},"McpToolValue":{"type":"object","description":"Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers","properties":{"tool_type":{"type":"string","enum":["mcp"]},"resource_path":{"type":"string","description":"Path to the MCP resource/server configuration"},"include_tools":{"type":"array","description":"Whitelist of specific tools to include from this MCP server","items":{"type":"string"}},"exclude_tools":{"type":"array","description":"Blacklist of tools to exclude from this MCP server","items":{"type":"string"}}},"required":["tool_type","resource_path"]},"AiAgent":{"type":"object","description":"AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task","properties":{"input_transforms":{"type":"object","description":"Input parameters for the AI agent mapped to their values","properties":{"provider":{"$ref":"#/components/schemas/ProviderTransform"},"output_type":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Output format type.\\nValid values: 'text' (default) - plain text response, 'image' - image generation\\n"},"user_message":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax."},"system_prompt":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"System instructions that guide the AI's behavior, persona, and response style. Optional."},"streaming":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Boolean. If true, stream the AI response incrementally.\\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\\n"},"memory":{"$ref":"#/components/schemas/MemoryTransform"},"output_schema":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\\n"},"user_attachments":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Array of file references (images or PDFs) for the AI agent.\\nFormat: Array<{ bucket: string, key: string }> - S3 object references\\nExample: [{ bucket: 'my-bucket', key: 'documents/report.pdf' }]\\n"},"max_completion_tokens":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Integer. Maximum number of tokens the AI will generate in its response.\\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\\n"},"temperature":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Float. Controls randomness/creativity of responses.\\nRange: 0.0 to 2.0 (provider-dependent)\\n- 0.0 = deterministic, focused responses\\n- 0.7 = balanced (common default)\\n- 1.0+ = more creative/random\\n"}},"required":["provider","user_message","output_type"]},"tools":{"type":"array","description":"Array of tools the agent can use. The agent decides which tools to call based on the task","items":{"$ref":"#/components/schemas/AgentTool"}},"type":{"type":"string","enum":["aiagent"]},"parallel":{"type":"boolean","description":"If true, the agent can execute multiple tool calls in parallel"}},"required":["tools","type","input_transforms"]},"Identity":{"type":"object","description":"Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder","properties":{"type":{"type":"string","enum":["identity"]},"flow":{"type":"boolean","description":"If true, marks this as a flow identity (special handling)"}},"required":["type"]},"FlowStatus":{"type":"object","properties":{"step":{"type":"integer"},"modules":{"type":"array","items":{"$ref":"#/components/schemas/FlowStatusModule"}},"user_states":{"additionalProperties":true},"preprocessor_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"}]},"failure_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"},{"type":"object","properties":{"parent_module":{"type":"string"}}}]},"retry":{"type":"object","properties":{"fail_count":{"type":"integer"},"failed_jobs":{"type":"array","items":{"type":"string","format":"uuid"}}}}},"required":["step","modules","failure_module"]},"FlowStatusModule":{"type":"object","properties":{"type":{"type":"string","enum":["WaitingForPriorSteps","WaitingForEvents","WaitingForExecutor","InProgress","Success","Failure"]},"id":{"type":"string"},"job":{"type":"string","format":"uuid"},"count":{"type":"integer"},"progress":{"type":"integer"},"iterator":{"type":"object","properties":{"index":{"type":"integer"},"itered":{"type":"array","items":{}},"itered_len":{"type":"integer"},"args":{}}},"flow_jobs":{"type":"array","items":{"type":"string"}},"flow_jobs_success":{"type":"array","items":{"type":"boolean"}},"flow_jobs_duration":{"type":"object","properties":{"started_at":{"type":"array","items":{"type":"string"}},"duration_ms":{"type":"array","items":{"type":"integer"}}}},"branch_chosen":{"type":"object","properties":{"type":{"type":"string","enum":["branch","default"]},"branch":{"type":"integer"}},"required":["type"]},"branchall":{"type":"object","properties":{"branch":{"type":"integer"},"len":{"type":"integer"}},"required":["branch","len"]},"approvers":{"type":"array","items":{"type":"object","properties":{"resume_id":{"type":"integer"},"approver":{"type":"string"}},"required":["resume_id","approver"]}},"failed_retries":{"type":"array","items":{"type":"string","format":"uuid"}},"skipped":{"type":"boolean"},"agent_actions":{"type":"array","items":{"type":"object","oneOf":[{"type":"object","properties":{"job_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"type":{"type":"string","enum":["tool_call"]},"module_id":{"type":"string"}},"required":["job_id","function_name","type","module_id"]},{"type":"object","properties":{"call_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"resource_path":{"type":"string"},"type":{"type":"string","enum":["mcp_tool_call"]},"arguments":{"type":"object"}},"required":["call_id","function_name","resource_path","type"]},{"type":"object","properties":{"type":{"type":"string","enum":["web_search"]}},"required":["type"]},{"type":"object","properties":{"type":{"type":"string","enum":["message"]}},"required":["content","type"]}]}},"agent_actions_success":{"type":"array","items":{"type":"boolean"}}},"required":["type"]}}`; export const CLI_COMMANDS = `# Windmill CLI Commands diff --git a/system_prompts/auto-generated/skills/write-flow/SKILL.md b/system_prompts/auto-generated/skills/write-flow/SKILL.md index 17a94194d8..6f7dec8234 100644 --- a/system_prompts/auto-generated/skills/write-flow/SKILL.md +++ b/system_prompts/auto-generated/skills/write-flow/SKILL.md @@ -125,4 +125,4 @@ Reference a specific resource using `$res:` prefix: ## OpenFlow Schema -{"OpenFlow":{"type":"object","description":"Top-level flow definition containing metadata, configuration, and the flow structure","properties":{"summary":{"type":"string","description":"Short description of what this flow does"},"description":{"type":"string","description":"Detailed documentation for this flow"},"value":{"$ref":"#/components/schemas/FlowValue"},"schema":{"type":"object","description":"JSON Schema for flow inputs. Use this to define input parameters, their types, defaults, and validation. For resource inputs, set type to 'object' and format to 'resource-' (e.g., 'resource-stripe')"},"on_behalf_of_email":{"type":"string","description":"The flow will be run with the permissions of the user with this email."}},"required":["summary","value"]},"FlowValue":{"type":"object","description":"The flow structure containing modules and optional preprocessor/failure handlers","properties":{"modules":{"type":"array","description":"Array of steps that execute in sequence. Each step can be a script, subflow, loop, or branch","items":{"$ref":"#/components/schemas/FlowModule"}},"failure_module":{"description":"Special module that executes when the flow fails. Receives error object with message, name, stack, and step_id. Must have id 'failure'. Only supports script/rawscript types","$ref":"#/components/schemas/FlowModule"},"preprocessor_module":{"description":"Special module that runs before the first step on external triggers. Must have id 'preprocessor'. Only supports script/rawscript types. Cannot reference other step results","$ref":"#/components/schemas/FlowModule"},"same_worker":{"type":"boolean","description":"If true, all steps run on the same worker for better performance"},"concurrent_limit":{"type":"number","description":"Maximum number of concurrent executions of this flow"},"concurrency_key":{"type":"string","description":"Expression to group concurrent executions (e.g., by user ID)"},"concurrency_time_window_s":{"type":"number","description":"Time window in seconds for concurrent_limit"},"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce flow executions"},"debounce_key":{"type":"string","description":"Expression to group debounced executions"},"debounce_args_to_accumulate":{"type":"array","description":"Arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds that a job can be debounced"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of times a job can be debounced"},"skip_expr":{"type":"string","description":"JavaScript expression to conditionally skip the entire flow"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for flow results"},"cache_ignore_s3_path":{"type":"boolean"},"flow_env":{"type":"object","description":"Environment variables available to all steps. Values can be strings, JSON values, or special references: '$var:path' (workspace variable) or '$res:path' (resource).","additionalProperties":{}},"priority":{"type":"number","description":"Execution priority (higher numbers run first)"},"early_return":{"type":"string","description":"JavaScript expression to return early from the flow"},"chat_input_enabled":{"type":"boolean","description":"Whether this flow accepts chat-style input"},"notes":{"type":"array","description":"Sticky notes attached to the flow","items":{"$ref":"#/components/schemas/FlowNote"}},"groups":{"type":"array","description":"Semantic groups of modules for organizational purposes","items":{"$ref":"#/components/schemas/FlowGroup"}}},"required":["modules"]},"Retry":{"type":"object","description":"Retry configuration for failed module executions","properties":{"constant":{"type":"object","description":"Retry with constant delay between attempts","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"seconds":{"type":"integer","description":"Seconds to wait between retries"}}},"exponential":{"type":"object","description":"Retry with exponential backoff (delay doubles each time)","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"multiplier":{"type":"integer","description":"Multiplier for exponential backoff"},"seconds":{"type":"integer","minimum":1,"description":"Initial delay in seconds"},"random_factor":{"type":"integer","minimum":0,"maximum":100,"description":"Random jitter percentage (0-100) to avoid thundering herd"}}},"retry_if":{"$ref":"#/components/schemas/RetryIf"}}},"FlowNote":{"type":"object","description":"A sticky note attached to a flow for documentation and annotation","properties":{"id":{"type":"string","description":"Unique identifier for the note"},"text":{"type":"string","description":"Content of the note"},"position":{"type":"object","description":"Position of the note in the flow editor","properties":{"x":{"type":"number","description":"X coordinate"},"y":{"type":"number","description":"Y coordinate"}},"required":["x","y"]},"size":{"type":"object","description":"Size of the note in the flow editor","properties":{"width":{"type":"number","description":"Width in pixels"},"height":{"type":"number","description":"Height in pixels"}},"required":["width","height"]},"color":{"type":"string","description":"Color of the note (e.g., \"yellow\", \"#ffff00\")"},"type":{"type":"string","enum":["free","group"],"description":"Type of note - 'free' for standalone notes, 'group' for notes that group other nodes"},"locked":{"type":"boolean","default":false,"description":"Whether the note is locked and cannot be edited or moved"},"contained_node_ids":{"type":"array","items":{"type":"string"},"description":"For group notes, the IDs of nodes contained within this group"}},"required":["id","text","color","type"]},"FlowGroup":{"type":"object","description":"A semantic group of flow modules for organizational purposes. Does not affect execution \u2014 modules remain in their original position in the flow. Groups provide naming and collapsibility in the editor. Members are computed dynamically from all nodes on paths between start_id and end_id.","properties":{"summary":{"type":"string","description":"Display name for this group"},"note":{"type":"string","description":"Markdown note shown below the group header"},"autocollapse":{"type":"boolean","default":false,"description":"If true, this group is collapsed by default in the flow editor. UI hint only."},"start_id":{"type":"string","description":"ID of the first flow module in this group (topological entry point)"},"end_id":{"type":"string","description":"ID of the last flow module in this group (topological exit point)"},"color":{"type":"string","description":"Color for the group in the flow editor"}},"required":["start_id","end_id"]},"RetryIf":{"type":"object","description":"Conditional retry based on error or result","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables"}},"required":["expr"]},"StopAfterIf":{"type":"object","description":"Early termination condition for a module","properties":{"skip_if_stopped":{"type":"boolean","description":"If true, following steps are skipped when this condition triggers"},"expr":{"type":"string","description":"JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"},"error_message":{"type":"string","nullable":true,"description":"Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised."}},"required":["expr"]},"FlowModule":{"type":"object","description":"A single step in a flow. Can be a script, subflow, loop, or branch","properties":{"id":{"type":"string","description":"Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"},"value":{"$ref":"#/components/schemas/FlowModuleValue"},"stop_after_if":{"description":"Early termination condition evaluated after this step completes","$ref":"#/components/schemas/StopAfterIf"},"stop_after_all_iters_if":{"description":"For loops only - early termination condition evaluated after all iterations complete","$ref":"#/components/schemas/StopAfterIf"},"skip_if":{"type":"object","description":"Conditionally skip this step based on previous results or flow inputs","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'"}},"required":["expr"]},"sleep":{"description":"Delay before executing this step (in seconds or as expression)","$ref":"#/components/schemas/InputTransform"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for this step's results"},"cache_ignore_s3_path":{"type":"boolean"},"timeout":{"description":"Maximum execution time in seconds (static value or expression)","$ref":"#/components/schemas/InputTransform"},"delete_after_use":{"type":"boolean","description":"If true, this step's result is deleted after use to save memory"},"summary":{"type":"string","description":"Short description of what this step does"},"mock":{"type":"object","description":"Mock configuration for testing without executing the actual step","properties":{"enabled":{"type":"boolean","description":"If true, return mock value instead of executing"},"return_value":{"description":"Value to return when mocked"}}},"suspend":{"type":"object","description":"Configuration for approval/resume steps that wait for user input","properties":{"required_events":{"type":"integer","description":"Number of approvals required before continuing"},"timeout":{"type":"integer","description":"Timeout in seconds before auto-continuing or canceling"},"resume_form":{"type":"object","description":"Form schema for collecting input when resuming","properties":{"schema":{"type":"object","description":"JSON Schema for the resume form"}}},"user_auth_required":{"type":"boolean","description":"If true, only authenticated users can approve"},"user_groups_required":{"description":"Expression or list of groups that can approve","$ref":"#/components/schemas/InputTransform"},"self_approval_disabled":{"type":"boolean","description":"If true, the user who started the flow cannot approve"},"hide_cancel":{"type":"boolean","description":"If true, hide the cancel button on the approval form"},"continue_on_disapprove_timeout":{"type":"boolean","description":"If true, continue flow on timeout instead of canceling"}}},"priority":{"type":"number","description":"Execution priority for this step (higher numbers run first)"},"continue_on_error":{"type":"boolean","description":"If true, flow continues even if this step fails"},"retry":{"description":"Retry configuration if this step fails","$ref":"#/components/schemas/Retry"},"debouncing":{"description":"Debounce configuration for this step (EE only)","type":"object","properties":{"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce this step's executions across flow runs"},"debounce_key":{"type":"string","description":"Expression to group debounced executions. Supports $workspace and $args[name]. Default: $workspace/flow/-"},"debounce_args_to_accumulate":{"type":"array","description":"Array-type arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds before forced execution"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of debounces before forced execution"}}}},"required":["value","id"]},"InputTransform":{"description":"Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs","oneOf":[{"$ref":"#/components/schemas/StaticTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"StaticTransform":{"type":"object","description":"Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'","properties":{"value":{"description":"The static value. For resources, use format '$res:path/to/resource'"},"type":{"type":"string","enum":["static"]}},"required":["type"]},"JavascriptTransform":{"type":"object","description":"JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value","properties":{"expr":{"type":"string","description":"JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"},"type":{"type":"string","enum":["javascript"]}},"required":["expr","type"]},"AiTransform":{"type":"object","description":"Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.","properties":{"type":{"type":"string","enum":["ai"]}},"required":["type"]},"AIProviderKind":{"type":"string","description":"Supported AI provider types","enum":["openai","azure_openai","anthropic","mistral","deepseek","googleai","groq","openrouter","togetherai","customai","aws_bedrock"]},"ProviderConfig":{"type":"object","description":"Complete AI provider configuration with resource reference and model selection","properties":{"kind":{"$ref":"#/components/schemas/AIProviderKind"},"resource":{"type":"string","description":"Resource reference in format '$res:{resource_path}' pointing to provider credentials"},"model":{"type":"string","description":"Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')"}},"required":["kind","resource","model"]},"StaticProviderTransform":{"type":"object","description":"Static provider configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/ProviderConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"ProviderTransform":{"description":"Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticProviderTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticProviderTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"MemoryOff":{"type":"object","description":"No conversation memory/context","properties":{"kind":{"type":"string","enum":["off"]}},"required":["kind"]},"MemoryAuto":{"type":"object","description":"Automatic context management","properties":{"kind":{"type":"string","enum":["auto"]},"context_length":{"type":"integer","description":"Maximum number of messages to retain in context"},"memory_id":{"type":"string","description":"Identifier for persistent memory across agent invocations"}},"required":["kind"]},"MemoryMessage":{"type":"object","description":"A single message in conversation history","properties":{"role":{"type":"string","enum":["user","assistant","system"]},"content":{"type":"string"}},"required":["role","content"]},"MemoryManual":{"type":"object","description":"Explicit message history","properties":{"kind":{"type":"string","enum":["manual"]},"messages":{"type":"array","items":{"$ref":"#/components/schemas/MemoryMessage"}}},"required":["kind","messages"]},"MemoryConfig":{"description":"Conversation memory configuration","oneOf":[{"$ref":"#/components/schemas/MemoryOff"},{"$ref":"#/components/schemas/MemoryAuto"},{"$ref":"#/components/schemas/MemoryManual"}],"discriminator":{"propertyName":"kind","mapping":{"off":"#/components/schemas/MemoryOff","auto":"#/components/schemas/MemoryAuto","manual":"#/components/schemas/MemoryManual"}}},"StaticMemoryTransform":{"type":"object","description":"Static memory configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/MemoryConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"MemoryTransform":{"description":"Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticMemoryTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticMemoryTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"FlowModuleValue":{"description":"The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type","oneOf":[{"$ref":"#/components/schemas/RawScript"},{"$ref":"#/components/schemas/PathScript"},{"$ref":"#/components/schemas/PathFlow"},{"$ref":"#/components/schemas/ForloopFlow"},{"$ref":"#/components/schemas/WhileloopFlow"},{"$ref":"#/components/schemas/BranchOne"},{"$ref":"#/components/schemas/BranchAll"},{"$ref":"#/components/schemas/Identity"},{"$ref":"#/components/schemas/AiAgent"}],"discriminator":{"propertyName":"type","mapping":{"rawscript":"#/components/schemas/RawScript","script":"#/components/schemas/PathScript","flow":"#/components/schemas/PathFlow","forloopflow":"#/components/schemas/ForloopFlow","whileloopflow":"#/components/schemas/WhileloopFlow","branchone":"#/components/schemas/BranchOne","branchall":"#/components/schemas/BranchAll","identity":"#/components/schemas/Identity","aiagent":"#/components/schemas/AiAgent"}}},"RawScript":{"type":"object","description":"Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"content":{"type":"string","description":"The script source code. Should export a 'main' function"},"language":{"type":"string","description":"Programming language for this script","enum":["deno","bun","python3","go","bash","powershell","postgresql","mysql","bigquery","snowflake","mssql","oracledb","graphql","nativets","php","rust","ansible","csharp","nu","java","ruby","duckdb"]},"path":{"type":"string","description":"Optional path for saving this script"},"lock":{"type":"string","description":"Lock file content for dependencies"},"type":{"type":"string","enum":["rawscript"]},"tag":{"type":"string","description":"Worker group tag for execution routing"},"concurrent_limit":{"type":"number","description":"Maximum concurrent executions of this script"},"concurrency_time_window_s":{"type":"number","description":"Time window for concurrent_limit"},"custom_concurrency_key":{"type":"string","description":"Custom key for grouping concurrent executions"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"},"assets":{"type":"array","description":"External resources this script accesses (S3 objects, resources, etc.)","items":{"type":"object","required":["path","kind"],"properties":{"path":{"type":"string","description":"Path to the asset"},"kind":{"type":"string","description":"Type of asset","enum":["s3object","resource","ducklake","datatable","volume"]},"access_type":{"type":"string","nullable":true,"description":"Access level for this asset","enum":["r","w","rw"]},"alt_access_type":{"type":"string","nullable":true,"description":"Alternative access level","enum":["r","w","rw"]}}}}},"required":["type","content","language","input_transforms"]},"PathScript":{"type":"object","description":"Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the script in the workspace (e.g., 'f/scripts/send_email')"},"hash":{"type":"string","description":"Optional specific version hash of the script to use"},"type":{"type":"string","enum":["script"]},"tag_override":{"type":"string","description":"Override the script's default worker group tag"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"}},"required":["type","path","input_transforms"]},"PathFlow":{"type":"object","description":"Reference to an existing flow by path. Use this to call another flow as a subflow","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the flow in the workspace (e.g., 'f/flows/process_user')"},"type":{"type":"string","enum":["flow"]}},"required":["type","path","input_transforms"]},"ForloopFlow":{"type":"object","description":"Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations","properties":{"modules":{"type":"array","description":"Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'","items":{"$ref":"#/components/schemas/FlowModule"}},"iterator":{"description":"JavaScript expression that returns an array to iterate over. Can reference 'results.step_id' or 'flow_input'","$ref":"#/components/schemas/InputTransform"},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["forloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true. Limits resource usage. Can be static number or expression","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","iterator","skip_failures","type"]},"WhileloopFlow":{"type":"object","description":"Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination","properties":{"modules":{"type":"array","description":"Steps to execute in each iteration. Use stop_after_if to control when the loop ends","items":{"$ref":"#/components/schemas/FlowModule"}},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["whileloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (use with caution in while loops)"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","skip_failures","type"]},"BranchOne":{"type":"object","description":"Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes","properties":{"branches":{"type":"array","description":"Array of branches to evaluate in order. The first branch with expr evaluating to true executes","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch condition"},"expr":{"type":"string","description":"JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins"},"modules":{"type":"array","description":"Steps to execute if this branch's expr is true","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules","expr"]}},"default":{"type":"array","description":"Steps to execute if no branch expressions match","items":{"$ref":"#/components/schemas/FlowModule"}},"type":{"type":"string","enum":["branchone"]}},"required":["branches","default","type"]},"BranchAll":{"type":"object","description":"Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently","properties":{"branches":{"type":"array","description":"Array of branches that all execute (either in parallel or sequentially)","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch's purpose"},"skip_failure":{"type":"boolean","description":"If true, failure in this branch doesn't fail the entire flow"},"modules":{"type":"array","description":"Steps to execute in this branch","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules"]}},"type":{"type":"string","enum":["branchall"]},"parallel":{"type":"boolean","description":"If true, all branches execute concurrently. If false, they execute sequentially"}},"required":["branches","type"]},"AgentTool":{"type":"object","description":"A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool","properties":{"id":{"type":"string","description":"Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"},"summary":{"type":"string","description":"Short description of what this tool does (shown to the AI)"},"value":{"$ref":"#/components/schemas/ToolValue"}},"required":["id","value"]},"ToolValue":{"description":"The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference","oneOf":[{"$ref":"#/components/schemas/FlowModuleTool"},{"$ref":"#/components/schemas/McpToolValue"},{"$ref":"#/components/schemas/WebsearchToolValue"}],"discriminator":{"propertyName":"tool_type","mapping":{"flowmodule":"#/components/schemas/FlowModuleTool","mcp":"#/components/schemas/McpToolValue","websearch":"#/components/schemas/WebsearchToolValue"}}},"FlowModuleTool":{"description":"A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module","allOf":[{"type":"object","properties":{"tool_type":{"type":"string","enum":["flowmodule"]}},"required":["tool_type"]},{"$ref":"#/components/schemas/FlowModuleValue"}]},"WebsearchToolValue":{"type":"object","description":"A tool implemented as a websearch tool. The AI can call this like any other websearch tool","properties":{"tool_type":{"type":"string","enum":["websearch"]}},"required":["tool_type"]},"McpToolValue":{"type":"object","description":"Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers","properties":{"tool_type":{"type":"string","enum":["mcp"]},"resource_path":{"type":"string","description":"Path to the MCP resource/server configuration"},"include_tools":{"type":"array","description":"Whitelist of specific tools to include from this MCP server","items":{"type":"string"}},"exclude_tools":{"type":"array","description":"Blacklist of tools to exclude from this MCP server","items":{"type":"string"}}},"required":["tool_type","resource_path"]},"AiAgent":{"type":"object","description":"AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task","properties":{"input_transforms":{"type":"object","description":"Input parameters for the AI agent mapped to their values","properties":{"provider":{"$ref":"#/components/schemas/ProviderTransform"},"output_type":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Output format type.\nValid values: 'text' (default) - plain text response, 'image' - image generation\n"},"user_message":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax."},"system_prompt":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"System instructions that guide the AI's behavior, persona, and response style. Optional."},"streaming":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Boolean. If true, stream the AI response incrementally.\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\n"},"memory":{"$ref":"#/components/schemas/MemoryTransform"},"output_schema":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\n"},"user_images":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Array of image references for vision-capable models.\nFormat: Array<{ bucket: string, key: string }> - S3 object references\nExample: [{ bucket: 'my-bucket', key: 'images/photo.jpg' }]\n"},"max_completion_tokens":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Integer. Maximum number of tokens the AI will generate in its response.\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\n"},"temperature":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Float. Controls randomness/creativity of responses.\nRange: 0.0 to 2.0 (provider-dependent)\n- 0.0 = deterministic, focused responses\n- 0.7 = balanced (common default)\n- 1.0+ = more creative/random\n"}},"required":["provider","user_message","output_type"]},"tools":{"type":"array","description":"Array of tools the agent can use. The agent decides which tools to call based on the task","items":{"$ref":"#/components/schemas/AgentTool"}},"type":{"type":"string","enum":["aiagent"]},"parallel":{"type":"boolean","description":"If true, the agent can execute multiple tool calls in parallel"}},"required":["tools","type","input_transforms"]},"Identity":{"type":"object","description":"Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder","properties":{"type":{"type":"string","enum":["identity"]},"flow":{"type":"boolean","description":"If true, marks this as a flow identity (special handling)"}},"required":["type"]},"FlowStatus":{"type":"object","properties":{"step":{"type":"integer"},"modules":{"type":"array","items":{"$ref":"#/components/schemas/FlowStatusModule"}},"user_states":{"additionalProperties":true},"preprocessor_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"}]},"failure_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"},{"type":"object","properties":{"parent_module":{"type":"string"}}}]},"retry":{"type":"object","properties":{"fail_count":{"type":"integer"},"failed_jobs":{"type":"array","items":{"type":"string","format":"uuid"}}}}},"required":["step","modules","failure_module"]},"FlowStatusModule":{"type":"object","properties":{"type":{"type":"string","enum":["WaitingForPriorSteps","WaitingForEvents","WaitingForExecutor","InProgress","Success","Failure"]},"id":{"type":"string"},"job":{"type":"string","format":"uuid"},"count":{"type":"integer"},"progress":{"type":"integer"},"iterator":{"type":"object","properties":{"index":{"type":"integer"},"itered":{"type":"array","items":{}},"itered_len":{"type":"integer"},"args":{}}},"flow_jobs":{"type":"array","items":{"type":"string"}},"flow_jobs_success":{"type":"array","items":{"type":"boolean"}},"flow_jobs_duration":{"type":"object","properties":{"started_at":{"type":"array","items":{"type":"string"}},"duration_ms":{"type":"array","items":{"type":"integer"}}}},"branch_chosen":{"type":"object","properties":{"type":{"type":"string","enum":["branch","default"]},"branch":{"type":"integer"}},"required":["type"]},"branchall":{"type":"object","properties":{"branch":{"type":"integer"},"len":{"type":"integer"}},"required":["branch","len"]},"approvers":{"type":"array","items":{"type":"object","properties":{"resume_id":{"type":"integer"},"approver":{"type":"string"}},"required":["resume_id","approver"]}},"failed_retries":{"type":"array","items":{"type":"string","format":"uuid"}},"skipped":{"type":"boolean"},"agent_actions":{"type":"array","items":{"type":"object","oneOf":[{"type":"object","properties":{"job_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"type":{"type":"string","enum":["tool_call"]},"module_id":{"type":"string"}},"required":["job_id","function_name","type","module_id"]},{"type":"object","properties":{"call_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"resource_path":{"type":"string"},"type":{"type":"string","enum":["mcp_tool_call"]},"arguments":{"type":"object"}},"required":["call_id","function_name","resource_path","type"]},{"type":"object","properties":{"type":{"type":"string","enum":["web_search"]}},"required":["type"]},{"type":"object","properties":{"type":{"type":"string","enum":["message"]}},"required":["content","type"]}]}},"agent_actions_success":{"type":"array","items":{"type":"boolean"}}},"required":["type"]}} \ No newline at end of file +{"OpenFlow":{"type":"object","description":"Top-level flow definition containing metadata, configuration, and the flow structure","properties":{"summary":{"type":"string","description":"Short description of what this flow does"},"description":{"type":"string","description":"Detailed documentation for this flow"},"value":{"$ref":"#/components/schemas/FlowValue"},"schema":{"type":"object","description":"JSON Schema for flow inputs. Use this to define input parameters, their types, defaults, and validation. For resource inputs, set type to 'object' and format to 'resource-' (e.g., 'resource-stripe')"},"on_behalf_of_email":{"type":"string","description":"The flow will be run with the permissions of the user with this email."}},"required":["summary","value"]},"FlowValue":{"type":"object","description":"The flow structure containing modules and optional preprocessor/failure handlers","properties":{"modules":{"type":"array","description":"Array of steps that execute in sequence. Each step can be a script, subflow, loop, or branch","items":{"$ref":"#/components/schemas/FlowModule"}},"failure_module":{"description":"Special module that executes when the flow fails. Receives error object with message, name, stack, and step_id. Must have id 'failure'. Only supports script/rawscript types","$ref":"#/components/schemas/FlowModule"},"preprocessor_module":{"description":"Special module that runs before the first step on external triggers. Must have id 'preprocessor'. Only supports script/rawscript types. Cannot reference other step results","$ref":"#/components/schemas/FlowModule"},"same_worker":{"type":"boolean","description":"If true, all steps run on the same worker for better performance"},"concurrent_limit":{"type":"number","description":"Maximum number of concurrent executions of this flow"},"concurrency_key":{"type":"string","description":"Expression to group concurrent executions (e.g., by user ID)"},"concurrency_time_window_s":{"type":"number","description":"Time window in seconds for concurrent_limit"},"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce flow executions"},"debounce_key":{"type":"string","description":"Expression to group debounced executions"},"debounce_args_to_accumulate":{"type":"array","description":"Arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds that a job can be debounced"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of times a job can be debounced"},"skip_expr":{"type":"string","description":"JavaScript expression to conditionally skip the entire flow"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for flow results"},"cache_ignore_s3_path":{"type":"boolean"},"flow_env":{"type":"object","description":"Environment variables available to all steps. Values can be strings, JSON values, or special references: '$var:path' (workspace variable) or '$res:path' (resource).","additionalProperties":{}},"priority":{"type":"number","description":"Execution priority (higher numbers run first)"},"early_return":{"type":"string","description":"JavaScript expression to return early from the flow"},"chat_input_enabled":{"type":"boolean","description":"Whether this flow accepts chat-style input"},"notes":{"type":"array","description":"Sticky notes attached to the flow","items":{"$ref":"#/components/schemas/FlowNote"}},"groups":{"type":"array","description":"Semantic groups of modules for organizational purposes","items":{"$ref":"#/components/schemas/FlowGroup"}}},"required":["modules"]},"Retry":{"type":"object","description":"Retry configuration for failed module executions","properties":{"constant":{"type":"object","description":"Retry with constant delay between attempts","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"seconds":{"type":"integer","description":"Seconds to wait between retries"}}},"exponential":{"type":"object","description":"Retry with exponential backoff (delay doubles each time)","properties":{"attempts":{"type":"integer","description":"Number of retry attempts"},"multiplier":{"type":"integer","description":"Multiplier for exponential backoff"},"seconds":{"type":"integer","minimum":1,"description":"Initial delay in seconds"},"random_factor":{"type":"integer","minimum":0,"maximum":100,"description":"Random jitter percentage (0-100) to avoid thundering herd"}}},"retry_if":{"$ref":"#/components/schemas/RetryIf"}}},"FlowNote":{"type":"object","description":"A sticky note attached to a flow for documentation and annotation","properties":{"id":{"type":"string","description":"Unique identifier for the note"},"text":{"type":"string","description":"Content of the note"},"position":{"type":"object","description":"Position of the note in the flow editor","properties":{"x":{"type":"number","description":"X coordinate"},"y":{"type":"number","description":"Y coordinate"}},"required":["x","y"]},"size":{"type":"object","description":"Size of the note in the flow editor","properties":{"width":{"type":"number","description":"Width in pixels"},"height":{"type":"number","description":"Height in pixels"}},"required":["width","height"]},"color":{"type":"string","description":"Color of the note (e.g., \"yellow\", \"#ffff00\")"},"type":{"type":"string","enum":["free","group"],"description":"Type of note - 'free' for standalone notes, 'group' for notes that group other nodes"},"locked":{"type":"boolean","default":false,"description":"Whether the note is locked and cannot be edited or moved"},"contained_node_ids":{"type":"array","items":{"type":"string"},"description":"For group notes, the IDs of nodes contained within this group"}},"required":["id","text","color","type"]},"FlowGroup":{"type":"object","description":"A semantic group of flow modules for organizational purposes. Does not affect execution \u2014 modules remain in their original position in the flow. Groups provide naming and collapsibility in the editor. Members are computed dynamically from all nodes on paths between start_id and end_id.","properties":{"summary":{"type":"string","description":"Display name for this group"},"note":{"type":"string","description":"Markdown note shown below the group header"},"autocollapse":{"type":"boolean","default":false,"description":"If true, this group is collapsed by default in the flow editor. UI hint only."},"start_id":{"type":"string","description":"ID of the first flow module in this group (topological entry point)"},"end_id":{"type":"string","description":"ID of the last flow module in this group (topological exit point)"},"color":{"type":"string","description":"Color for the group in the flow editor"}},"required":["start_id","end_id"]},"RetryIf":{"type":"object","description":"Conditional retry based on error or result","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to retry. Has access to 'result' and 'error' variables"}},"required":["expr"]},"StopAfterIf":{"type":"object","description":"Early termination condition for a module","properties":{"skip_if_stopped":{"type":"boolean","description":"If true, following steps are skipped when this condition triggers"},"expr":{"type":"string","description":"JavaScript expression evaluated after the module runs. Can use 'result' (step's result) or 'flow_input'. Return true to stop"},"error_message":{"type":"string","nullable":true,"description":"Custom error message when stopping with an error. Mutually exclusive with skip_if_stopped. If set to a non-empty string, the flow stops with this error. If empty string, a default error message is used. If null or omitted, no error is raised."}},"required":["expr"]},"FlowModule":{"type":"object","description":"A single step in a flow. Can be a script, subflow, loop, or branch","properties":{"id":{"type":"string","description":"Unique identifier for this step. Used to reference results via 'results.step_id'. Must be a valid identifier (alphanumeric, underscore, hyphen)"},"value":{"$ref":"#/components/schemas/FlowModuleValue"},"stop_after_if":{"description":"Early termination condition evaluated after this step completes","$ref":"#/components/schemas/StopAfterIf"},"stop_after_all_iters_if":{"description":"For loops only - early termination condition evaluated after all iterations complete","$ref":"#/components/schemas/StopAfterIf"},"skip_if":{"type":"object","description":"Conditionally skip this step based on previous results or flow inputs","properties":{"expr":{"type":"string","description":"JavaScript expression that returns true to skip. Can use 'flow_input' or 'results.'"}},"required":["expr"]},"sleep":{"description":"Delay before executing this step (in seconds or as expression)","$ref":"#/components/schemas/InputTransform"},"cache_ttl":{"type":"number","description":"Cache duration in seconds for this step's results"},"cache_ignore_s3_path":{"type":"boolean"},"timeout":{"description":"Maximum execution time in seconds (static value or expression)","$ref":"#/components/schemas/InputTransform"},"delete_after_use":{"type":"boolean","description":"If true, this step's result is deleted after use to save memory"},"summary":{"type":"string","description":"Short description of what this step does"},"mock":{"type":"object","description":"Mock configuration for testing without executing the actual step","properties":{"enabled":{"type":"boolean","description":"If true, return mock value instead of executing"},"return_value":{"description":"Value to return when mocked"}}},"suspend":{"type":"object","description":"Configuration for approval/resume steps that wait for user input","properties":{"required_events":{"type":"integer","description":"Number of approvals required before continuing"},"timeout":{"type":"integer","description":"Timeout in seconds before auto-continuing or canceling"},"resume_form":{"type":"object","description":"Form schema for collecting input when resuming","properties":{"schema":{"type":"object","description":"JSON Schema for the resume form"}}},"user_auth_required":{"type":"boolean","description":"If true, only authenticated users can approve"},"user_groups_required":{"description":"Expression or list of groups that can approve","$ref":"#/components/schemas/InputTransform"},"self_approval_disabled":{"type":"boolean","description":"If true, the user who started the flow cannot approve"},"hide_cancel":{"type":"boolean","description":"If true, hide the cancel button on the approval form"},"continue_on_disapprove_timeout":{"type":"boolean","description":"If true, continue flow on timeout instead of canceling"}}},"priority":{"type":"number","description":"Execution priority for this step (higher numbers run first)"},"continue_on_error":{"type":"boolean","description":"If true, flow continues even if this step fails"},"retry":{"description":"Retry configuration if this step fails","$ref":"#/components/schemas/Retry"},"debouncing":{"description":"Debounce configuration for this step (EE only)","type":"object","properties":{"debounce_delay_s":{"type":"integer","description":"Delay in seconds to debounce this step's executions across flow runs"},"debounce_key":{"type":"string","description":"Expression to group debounced executions. Supports $workspace and $args[name]. Default: $workspace/flow/-"},"debounce_args_to_accumulate":{"type":"array","description":"Array-type arguments to accumulate across debounced executions","items":{"type":"string"}},"max_total_debouncing_time":{"type":"integer","description":"Maximum total time in seconds before forced execution"},"max_total_debounces_amount":{"type":"integer","description":"Maximum number of debounces before forced execution"}}}},"required":["value","id"]},"InputTransform":{"description":"Maps input parameters for a step. Can be a static value or a JavaScript expression that references previous results or flow inputs","oneOf":[{"$ref":"#/components/schemas/StaticTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"StaticTransform":{"type":"object","description":"Static value passed directly to the step. Use for hardcoded values or resource references like '$res:path/to/resource'","properties":{"value":{"description":"The static value. For resources, use format '$res:path/to/resource'"},"type":{"type":"string","enum":["static"]}},"required":["type"]},"JavascriptTransform":{"type":"object","description":"JavaScript expression evaluated at runtime. Can reference previous step results via 'results.step_id' or flow inputs via 'flow_input.property'. Inside loops, use 'flow_input.iter.value' for the current iteration value","properties":{"expr":{"type":"string","description":"JavaScript expression returning the value. Available variables - results (object with all previous step results), flow_input (flow inputs), flow_input.iter (in loops)"},"type":{"type":"string","enum":["javascript"]}},"required":["expr","type"]},"AiTransform":{"type":"object","description":"Value resolved by the AI runtime for this input. The AI engine decides how to satisfy the parameter.","properties":{"type":{"type":"string","enum":["ai"]}},"required":["type"]},"AIProviderKind":{"type":"string","description":"Supported AI provider types","enum":["openai","azure_openai","anthropic","mistral","deepseek","googleai","groq","openrouter","togetherai","customai","aws_bedrock"]},"ProviderConfig":{"type":"object","description":"Complete AI provider configuration with resource reference and model selection","properties":{"kind":{"$ref":"#/components/schemas/AIProviderKind"},"resource":{"type":"string","description":"Resource reference in format '$res:{resource_path}' pointing to provider credentials"},"model":{"type":"string","description":"Model identifier (e.g., 'gpt-4', 'claude-3-opus-20240229', 'gemini-pro')"}},"required":["kind","resource","model"]},"StaticProviderTransform":{"type":"object","description":"Static provider configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/ProviderConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"ProviderTransform":{"description":"Provider configuration - can be static (ProviderConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticProviderTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticProviderTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"MemoryOff":{"type":"object","description":"No conversation memory/context","properties":{"kind":{"type":"string","enum":["off"]}},"required":["kind"]},"MemoryAuto":{"type":"object","description":"Automatic context management","properties":{"kind":{"type":"string","enum":["auto"]},"context_length":{"type":"integer","description":"Maximum number of messages to retain in context"},"memory_id":{"type":"string","description":"Identifier for persistent memory across agent invocations"}},"required":["kind"]},"MemoryMessage":{"type":"object","description":"A single message in conversation history","properties":{"role":{"type":"string","enum":["user","assistant","system"]},"content":{"type":"string"}},"required":["role","content"]},"MemoryManual":{"type":"object","description":"Explicit message history","properties":{"kind":{"type":"string","enum":["manual"]},"messages":{"type":"array","items":{"$ref":"#/components/schemas/MemoryMessage"}}},"required":["kind","messages"]},"MemoryConfig":{"description":"Conversation memory configuration","oneOf":[{"$ref":"#/components/schemas/MemoryOff"},{"$ref":"#/components/schemas/MemoryAuto"},{"$ref":"#/components/schemas/MemoryManual"}],"discriminator":{"propertyName":"kind","mapping":{"off":"#/components/schemas/MemoryOff","auto":"#/components/schemas/MemoryAuto","manual":"#/components/schemas/MemoryManual"}}},"StaticMemoryTransform":{"type":"object","description":"Static memory configuration passed directly to the AI agent","properties":{"value":{"$ref":"#/components/schemas/MemoryConfig"},"type":{"type":"string","enum":["static"]}},"required":["type","value"]},"MemoryTransform":{"description":"Memory configuration - can be static (MemoryConfig), JavaScript expression, or AI-determined","oneOf":[{"$ref":"#/components/schemas/StaticMemoryTransform"},{"$ref":"#/components/schemas/JavascriptTransform"},{"$ref":"#/components/schemas/AiTransform"}],"discriminator":{"propertyName":"type","mapping":{"static":"#/components/schemas/StaticMemoryTransform","javascript":"#/components/schemas/JavascriptTransform","ai":"#/components/schemas/AiTransform"}}},"FlowModuleValue":{"description":"The actual implementation of a flow step. Can be a script (inline or referenced), subflow, loop, branch, or special module type","oneOf":[{"$ref":"#/components/schemas/RawScript"},{"$ref":"#/components/schemas/PathScript"},{"$ref":"#/components/schemas/PathFlow"},{"$ref":"#/components/schemas/ForloopFlow"},{"$ref":"#/components/schemas/WhileloopFlow"},{"$ref":"#/components/schemas/BranchOne"},{"$ref":"#/components/schemas/BranchAll"},{"$ref":"#/components/schemas/Identity"},{"$ref":"#/components/schemas/AiAgent"}],"discriminator":{"propertyName":"type","mapping":{"rawscript":"#/components/schemas/RawScript","script":"#/components/schemas/PathScript","flow":"#/components/schemas/PathFlow","forloopflow":"#/components/schemas/ForloopFlow","whileloopflow":"#/components/schemas/WhileloopFlow","branchone":"#/components/schemas/BranchOne","branchall":"#/components/schemas/BranchAll","identity":"#/components/schemas/Identity","aiagent":"#/components/schemas/AiAgent"}}},"RawScript":{"type":"object","description":"Inline script with code defined directly in the flow. Use 'bun' as default language if unspecified. The script receives arguments from input_transforms","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"content":{"type":"string","description":"The script source code. Should export a 'main' function"},"language":{"type":"string","description":"Programming language for this script","enum":["deno","bun","python3","go","bash","powershell","postgresql","mysql","bigquery","snowflake","mssql","oracledb","graphql","nativets","php","rust","ansible","csharp","nu","java","ruby","duckdb"]},"path":{"type":"string","description":"Optional path for saving this script"},"lock":{"type":"string","description":"Lock file content for dependencies"},"type":{"type":"string","enum":["rawscript"]},"tag":{"type":"string","description":"Worker group tag for execution routing"},"concurrent_limit":{"type":"number","description":"Maximum concurrent executions of this script"},"concurrency_time_window_s":{"type":"number","description":"Time window for concurrent_limit"},"custom_concurrency_key":{"type":"string","description":"Custom key for grouping concurrent executions"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"},"assets":{"type":"array","description":"External resources this script accesses (S3 objects, resources, etc.)","items":{"type":"object","required":["path","kind"],"properties":{"path":{"type":"string","description":"Path to the asset"},"kind":{"type":"string","description":"Type of asset","enum":["s3object","resource","ducklake","datatable","volume"]},"access_type":{"type":"string","nullable":true,"description":"Access level for this asset","enum":["r","w","rw"]},"alt_access_type":{"type":"string","nullable":true,"description":"Alternative access level","enum":["r","w","rw"]}}}}},"required":["type","content","language","input_transforms"]},"PathScript":{"type":"object","description":"Reference to an existing script by path. Use this when calling a previously saved script instead of writing inline code","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the script's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the script in the workspace (e.g., 'f/scripts/send_email')"},"hash":{"type":"string","description":"Optional specific version hash of the script to use"},"type":{"type":"string","enum":["script"]},"tag_override":{"type":"string","description":"Override the script's default worker group tag"},"is_trigger":{"type":"boolean","description":"If true, this script is a trigger that can start the flow"}},"required":["type","path","input_transforms"]},"PathFlow":{"type":"object","description":"Reference to an existing flow by path. Use this to call another flow as a subflow","properties":{"input_transforms":{"type":"object","description":"Map of parameter names to their values (static or JavaScript expressions). These become the subflow's input arguments","additionalProperties":{"$ref":"#/components/schemas/InputTransform"}},"path":{"type":"string","description":"Path to the flow in the workspace (e.g., 'f/flows/process_user')"},"type":{"type":"string","enum":["flow"]}},"required":["type","path","input_transforms"]},"ForloopFlow":{"type":"object","description":"Executes nested modules in a loop over an iterator. Inside the loop, use 'flow_input.iter.value' to access the current iteration value, and 'flow_input.iter.index' for the index. Supports parallel execution for better performance on I/O-bound operations","properties":{"modules":{"type":"array","description":"Steps to execute for each iteration. These can reference the iteration value via 'flow_input.iter.value'","items":{"$ref":"#/components/schemas/FlowModule"}},"iterator":{"description":"JavaScript expression that returns an array to iterate over. Can reference 'results.step_id' or 'flow_input'","$ref":"#/components/schemas/InputTransform"},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["forloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (faster for I/O-bound operations). Use with parallelism to control concurrency"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true. Limits resource usage. Can be static number or expression","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","iterator","skip_failures","type"]},"WhileloopFlow":{"type":"object","description":"Executes nested modules repeatedly while a condition is true. The loop checks the condition after each iteration. Use stop_after_if on modules to control loop termination","properties":{"modules":{"type":"array","description":"Steps to execute in each iteration. Use stop_after_if to control when the loop ends","items":{"$ref":"#/components/schemas/FlowModule"}},"skip_failures":{"type":"boolean","description":"If true, iteration failures don't stop the loop. Failed iterations return null"},"type":{"type":"string","enum":["whileloopflow"]},"parallel":{"type":"boolean","description":"If true, iterations run concurrently (use with caution in while loops)"},"parallelism":{"description":"Maximum number of concurrent iterations when parallel=true","$ref":"#/components/schemas/InputTransform"},"squash":{"type":"boolean"}},"required":["modules","skip_failures","type"]},"BranchOne":{"type":"object","description":"Conditional branching where only the first matching branch executes. Branches are evaluated in order, and the first one with a true expression runs. If no branches match, the default branch executes","properties":{"branches":{"type":"array","description":"Array of branches to evaluate in order. The first branch with expr evaluating to true executes","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch condition"},"expr":{"type":"string","description":"JavaScript expression that returns boolean. Can use 'results.step_id' or 'flow_input'. First true expr wins"},"modules":{"type":"array","description":"Steps to execute if this branch's expr is true","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules","expr"]}},"default":{"type":"array","description":"Steps to execute if no branch expressions match","items":{"$ref":"#/components/schemas/FlowModule"}},"type":{"type":"string","enum":["branchone"]}},"required":["branches","default","type"]},"BranchAll":{"type":"object","description":"Parallel branching where all branches execute simultaneously. Unlike BranchOne, all branches run regardless of conditions. Useful for executing independent tasks concurrently","properties":{"branches":{"type":"array","description":"Array of branches that all execute (either in parallel or sequentially)","items":{"type":"object","properties":{"summary":{"type":"string","description":"Short description of this branch's purpose"},"skip_failure":{"type":"boolean","description":"If true, failure in this branch doesn't fail the entire flow"},"modules":{"type":"array","description":"Steps to execute in this branch","items":{"$ref":"#/components/schemas/FlowModule"}}},"required":["modules"]}},"type":{"type":"string","enum":["branchall"]},"parallel":{"type":"boolean","description":"If true, all branches execute concurrently. If false, they execute sequentially"}},"required":["branches","type"]},"AgentTool":{"type":"object","description":"A tool available to an AI agent. Can be a flow module or an external MCP (Model Context Protocol) tool","properties":{"id":{"type":"string","description":"Unique identifier for this tool. Cannot contain spaces - use underscores instead (e.g., 'get_user_data' not 'get user data')"},"summary":{"type":"string","description":"Short description of what this tool does (shown to the AI)"},"value":{"$ref":"#/components/schemas/ToolValue"}},"required":["id","value"]},"ToolValue":{"description":"The implementation of a tool. Can be a flow module (script/flow) or an MCP tool reference","oneOf":[{"$ref":"#/components/schemas/FlowModuleTool"},{"$ref":"#/components/schemas/McpToolValue"},{"$ref":"#/components/schemas/WebsearchToolValue"}],"discriminator":{"propertyName":"tool_type","mapping":{"flowmodule":"#/components/schemas/FlowModuleTool","mcp":"#/components/schemas/McpToolValue","websearch":"#/components/schemas/WebsearchToolValue"}}},"FlowModuleTool":{"description":"A tool implemented as a flow module (script, flow, etc.). The AI can call this like any other flow module","allOf":[{"type":"object","properties":{"tool_type":{"type":"string","enum":["flowmodule"]}},"required":["tool_type"]},{"$ref":"#/components/schemas/FlowModuleValue"}]},"WebsearchToolValue":{"type":"object","description":"A tool implemented as a websearch tool. The AI can call this like any other websearch tool","properties":{"tool_type":{"type":"string","enum":["websearch"]}},"required":["tool_type"]},"McpToolValue":{"type":"object","description":"Reference to an external MCP (Model Context Protocol) tool. The AI can call tools from MCP servers","properties":{"tool_type":{"type":"string","enum":["mcp"]},"resource_path":{"type":"string","description":"Path to the MCP resource/server configuration"},"include_tools":{"type":"array","description":"Whitelist of specific tools to include from this MCP server","items":{"type":"string"}},"exclude_tools":{"type":"array","description":"Blacklist of tools to exclude from this MCP server","items":{"type":"string"}}},"required":["tool_type","resource_path"]},"AiAgent":{"type":"object","description":"AI agent step that can use tools to accomplish tasks. The agent receives inputs and can call any of its configured tools to complete the task","properties":{"input_transforms":{"type":"object","description":"Input parameters for the AI agent mapped to their values","properties":{"provider":{"$ref":"#/components/schemas/ProviderTransform"},"output_type":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Output format type.\nValid values: 'text' (default) - plain text response, 'image' - image generation\n"},"user_message":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"The user's prompt/message to the AI agent. Supports variable interpolation with flow.input syntax."},"system_prompt":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"System instructions that guide the AI's behavior, persona, and response style. Optional."},"streaming":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Boolean. If true, stream the AI response incrementally.\nStreaming events include: token_delta, tool_call, tool_call_arguments, tool_execution, tool_result\n"},"memory":{"$ref":"#/components/schemas/MemoryTransform"},"output_schema":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"JSON Schema object defining structured output format. Used when you need the AI to return data in a specific shape.\nSupports standard JSON Schema properties: type, properties, required, items, enum, pattern, minLength, maxLength, minimum, maximum, etc.\nExample: { type: 'object', properties: { name: { type: 'string' }, age: { type: 'integer' } }, required: ['name'] }\n"},"user_attachments":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Array of file references (images or PDFs) for the AI agent.\nFormat: Array<{ bucket: string, key: string }> - S3 object references\nExample: [{ bucket: 'my-bucket', key: 'documents/report.pdf' }]\n"},"max_completion_tokens":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Integer. Maximum number of tokens the AI will generate in its response.\nRange: 1 to 4,294,967,295. Typical values: 256-4096 for most use cases.\n"},"temperature":{"allOf":[{"$ref":"#/components/schemas/InputTransform"}],"description":"Float. Controls randomness/creativity of responses.\nRange: 0.0 to 2.0 (provider-dependent)\n- 0.0 = deterministic, focused responses\n- 0.7 = balanced (common default)\n- 1.0+ = more creative/random\n"}},"required":["provider","user_message","output_type"]},"tools":{"type":"array","description":"Array of tools the agent can use. The agent decides which tools to call based on the task","items":{"$ref":"#/components/schemas/AgentTool"}},"type":{"type":"string","enum":["aiagent"]},"parallel":{"type":"boolean","description":"If true, the agent can execute multiple tool calls in parallel"}},"required":["tools","type","input_transforms"]},"Identity":{"type":"object","description":"Pass-through module that returns its input unchanged. Useful for flow structure or as a placeholder","properties":{"type":{"type":"string","enum":["identity"]},"flow":{"type":"boolean","description":"If true, marks this as a flow identity (special handling)"}},"required":["type"]},"FlowStatus":{"type":"object","properties":{"step":{"type":"integer"},"modules":{"type":"array","items":{"$ref":"#/components/schemas/FlowStatusModule"}},"user_states":{"additionalProperties":true},"preprocessor_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"}]},"failure_module":{"allOf":[{"$ref":"#/components/schemas/FlowStatusModule"},{"type":"object","properties":{"parent_module":{"type":"string"}}}]},"retry":{"type":"object","properties":{"fail_count":{"type":"integer"},"failed_jobs":{"type":"array","items":{"type":"string","format":"uuid"}}}}},"required":["step","modules","failure_module"]},"FlowStatusModule":{"type":"object","properties":{"type":{"type":"string","enum":["WaitingForPriorSteps","WaitingForEvents","WaitingForExecutor","InProgress","Success","Failure"]},"id":{"type":"string"},"job":{"type":"string","format":"uuid"},"count":{"type":"integer"},"progress":{"type":"integer"},"iterator":{"type":"object","properties":{"index":{"type":"integer"},"itered":{"type":"array","items":{}},"itered_len":{"type":"integer"},"args":{}}},"flow_jobs":{"type":"array","items":{"type":"string"}},"flow_jobs_success":{"type":"array","items":{"type":"boolean"}},"flow_jobs_duration":{"type":"object","properties":{"started_at":{"type":"array","items":{"type":"string"}},"duration_ms":{"type":"array","items":{"type":"integer"}}}},"branch_chosen":{"type":"object","properties":{"type":{"type":"string","enum":["branch","default"]},"branch":{"type":"integer"}},"required":["type"]},"branchall":{"type":"object","properties":{"branch":{"type":"integer"},"len":{"type":"integer"}},"required":["branch","len"]},"approvers":{"type":"array","items":{"type":"object","properties":{"resume_id":{"type":"integer"},"approver":{"type":"string"}},"required":["resume_id","approver"]}},"failed_retries":{"type":"array","items":{"type":"string","format":"uuid"}},"skipped":{"type":"boolean"},"agent_actions":{"type":"array","items":{"type":"object","oneOf":[{"type":"object","properties":{"job_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"type":{"type":"string","enum":["tool_call"]},"module_id":{"type":"string"}},"required":["job_id","function_name","type","module_id"]},{"type":"object","properties":{"call_id":{"type":"string","format":"uuid"},"function_name":{"type":"string"},"resource_path":{"type":"string"},"type":{"type":"string","enum":["mcp_tool_call"]},"arguments":{"type":"object"}},"required":["call_id","function_name","resource_path","type"]},{"type":"object","properties":{"type":{"type":"string","enum":["web_search"]}},"required":["type"]},{"type":"object","properties":{"type":{"type":"string","enum":["message"]}},"required":["content","type"]}]}},"agent_actions_success":{"type":"array","items":{"type":"boolean"}}},"required":["type"]}} \ No newline at end of file From 1a73012e0737a6ebea8307013dc0f79982269d91 Mon Sep 17 00:00:00 2001 From: centdix <40307056+centdix@users.noreply.github.com> Date: Thu, 26 Mar 2026 14:59:45 +0100 Subject: [PATCH 7/7] fix: filter null entries in FileUpload initialValue to prevent s3 access error (#8544) Co-authored-by: Claude Opus 4.5 --- .../src/lib/components/common/fileUpload/FileUpload.svelte | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/frontend/src/lib/components/common/fileUpload/FileUpload.svelte b/frontend/src/lib/components/common/fileUpload/FileUpload.svelte index f0ce068ea7..a7ba9a1c34 100644 --- a/frontend/src/lib/components/common/fileUpload/FileUpload.svelte +++ b/frontend/src/lib/components/common/fileUpload/FileUpload.svelte @@ -92,7 +92,7 @@ let initialS3 = $derived( Array.isArray(initialValue) - ? initialValue?.map((v) => v.s3) + ? initialValue?.filter((v) => v != null).map((v) => v.s3) : initialValue?.s3 ? [initialValue?.s3] : undefined @@ -112,7 +112,7 @@ if (!$fileUploads.find((fileUpload) => fileUpload.path === s3)) { let initialFileUploads = initialValue ? Array.isArray(initialValue) - ? initialValue.map(transform) + ? initialValue.filter((v) => v != null).map(transform) : [transform(initialValue)] : [] $fileUploads = [...$fileUploads, ...initialFileUploads]