* draft mcp client
* testing
* fix
* cleaning
* mcp resource in inputtransforms
* cleaning
* big cleaning
* cleaning
* no arc
* add utils file
* refactor tools
* add mcp actions
* draft frontend
* send arguments from backend
* better frontend
* cleaning
* use token for auth
* add logo
* rm
* fix
* fix
* chore: refactor mcp for ai agents (#6829)
* Add Tool enum for AIAgent with backward compatibility
- Created Tool enum that can be either Windmill (FlowModule) or Mcp (resource reference)
- Created McpToolRef struct to hold MCP resource path
- Implemented custom Deserialize for Tool with backward compatibility:
- New format: {type: 'windmill'|'mcp', ...}
- Old format: FlowModule objects (automatically wrapped in Tool::Windmill)
- Updated AIAgent to use Vec<Tool> instead of Vec<FlowModule>
- Updated FlowValue::traverse_leafs to handle Tool enum
- Backward compatible: old flows with Vec<FlowModule> will deserialize correctly
* Refactor AI executor to process Tool enum instead of extracting MCP from input_transforms
- Separate Windmill tools and MCP resource paths from tools list
- Process Windmill FlowModules into Tool definitions
- Load MCP tools from resource paths in Tool::Mcp variants
- Remove old logic that extracted mcp_resources from input_transforms
- Import FlowModule, remove unused InputTransform
- Fix type issues: use .as_str() for path and handle Option<bool> properly
* handle in args
* mcp as flowmodule
* frontend
* config for mcp
* simplify logic
* fix ai executor logic
* cleaning
* clean frontend
* fix
* better resource picker
* fix and styling
* add endpoint to fetch tools
* apply tool filtering
* fix name validation
* better ui
* use cache
* fix
* fix merge
* refactor: Separate MCP tools from FlowModule in AIAgent
- Add new AgentTool, ToolValue, and McpToolValue types
- Update AIAgent to use Vec<AgentTool> instead of Vec<FlowModule>
- Implement From traits for clean conversion between AgentTool and FlowModule
- Add backward compatibility via custom deserializer for AgentTool
- Simplify resolve_module logic by reusing existing resolve_modules function
- Update traverse_leafs to handle AgentTool structure
This refactoring separates MCP tools from FlowModule tools, making the
type system clearer and eliminating the need to treat MCP servers as
a special case of FlowModule.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* refactor: Update ai_executor and worker_lockfiles for AgentTool
- Update ai_executor.rs to handle new AgentTool structure
- Separate MCP tools from FlowModule tools using ToolValue enum
- Convert AgentTool to FlowModule for backward compatibility
- Add imports for AgentTool and ToolValue types
- Update worker_lockfiles.rs for lazy loading optimization
- Convert AgentTool <-> FlowModule in insert_flow_modules
- Preserve lazy loading for FlowModule tools via modules_node
- Keep MCP tools inline (lightweight, no need for lazy loading)
- Maintain backward compatibility with existing flows
This enables the lazy loading optimization for FlowModule tools while
keeping MCP tools inline, balancing performance and simplicity.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* cleaning
* adapt frontend
* cleaning
* cleaning
* type fix
* cleaning
* fix back comp
* move mcp button position
* nit
* cleaning
* fix nested removal
* cleaning
* opti
* fix chat markdown display
* fix chat messages layout
* fix back comp frontend
* fix deserializer
* nit
* simpler serializer
* use if else
---------
Co-authored-by: Claude <noreply@anthropic.com>
* add toggle option + chat interface
* backend impl
* draft
* put info in schema
* Revert "backend impl"
This reverts commit c534eeb49986424e2c12e2c5642be4e17ba380d1.
* chat interface in flow input
* cleaning
* add logic for running flow + styling
* handle historic args
* fix frontend changes
* add tables
* add conv list
* add endpoints
* adapt frontend
* list message logic
* save message in db
* save response in db
* cleaning
* better migrations
* refresh on new conv
* better logic for messages
* nit
* genere conversation uuid from frontend
* store chat mode info in flow status
* better ui for chat
* collapse chat
* ui
* infinite scroll on convs
* infinite scroll on messages
* fix ui
* new chat entry on new
* cleaning
* change setting logic
* fix test logic from flow input
* move toggle to input
* add warning modal when enabling chat mode
* add summary and explanation on inline script
* add hint for chat mode on user_message desc
* show chat message instead of input in graph
* add warning for triggers
* one logo when not expanded
* use infinitelist for conversations
* add warning when deployment in progress
* full width button
* better icon for menu
* better input + nits
* put toggle in action
* use waitjob
* cleaning
* cleaning
* scroll on new + cleaning
* use enum
* fix logic
* full screen
* cleaning
* exit on updatesqlx error
* Update SQLx metadata
* fix
* cleaning
* add for wait result endpoint
* add missing drop
* delete cascade
* fix: use macro version of query_as in flow_conversations.rs
Use sqlx::query_as! macro instead of query_as function for compile-time
SQL validation and better type safety
Co-authored-by: centdix <centdix@users.noreply.github.com>
* fix: update comment to clarify conversation message update condition
The comment now accurately reflects that the update happens when
it's a flow and it's done (flow_is_done)
Co-authored-by: centdix <centdix@users.noreply.github.com>
* fix: only parse chat_input_enabled if conditions are met
Move the parse_chat_input_enabled() call inside the condition check
to avoid unnecessary parsing when the flow is not done or unsuccessful
Co-authored-by: centdix <centdix@users.noreply.github.com>
* fix: use the same transaction for conversation creation
Pass transaction to get_or_create_conversation_with_id instead of
creating a new one, ensuring all operations are atomic
Co-authored-by: centdix <centdix@users.noreply.github.com>
* fix: remove update trigger and handle updated_at in application code
Remove the database trigger that automatically updates conversation
timestamp and instead update it explicitly when creating messages.
This gives better control and consistency.
Co-authored-by: centdix <centdix@users.noreply.github.com>
* Update SQLx metadata
* cleaning
* feat(aiagent): handle memory (#6719)
* implement memory
* s3 logic for memory
* fix typo
* much cleaner
* cleaning
* cleaning
* only if chat
* display nit
* nit
* fix stack overflow
* cleaning
* use len arg from input
* cleaning
* change order
* delete memory when conv deleted
* cleaning
* nit
* show description in expr mode
* opti
* opti
* updatee ref
* store string as simple string
* use markdown
* do not wait for deletion
* add delete loading
* fix logic
* fix markdown
* Update ee-repo-ref.txt
* Update SQLx metadata
* fix in test interface
* nit
* nit
* fix layout
* use memory_id to store memory
* shorter description
* rls + grant
* fix text overflow
* extract output from res
* cleaning
* handle streaming
* cleaning
* fix tool error
* nit
* update ref
* fix
* Update SQLx metadata
* nit
---------
Co-authored-by: windmill-internal-app[bot] <windmill-internal-app[bot]@users.noreply.github.com>
Co-authored-by: claude[bot] <209825114+claude[bot]@users.noreply.github.com>
Co-authored-by: centdix <centdix@users.noreply.github.com>
Co-authored-by: Ruben Fiszel <ruben@windmill.dev>
* feat: ai agent steps base
* better backend and graph
* feat: anthropic, log viewer
* nit
* fix(frontend): hide tool nodes from timeline
* move ai agent actions from flow status to flow status module
* nits and workspace/hub scripts support
* tmp ref
* fix merge
* feat: display agent tools status in the graph
* fix reactivity
* fix flow status
* nit
* upgrade duckdb
* basic ducklake works
* ducklake works with custom db catalogs
* fix: pwsh skip already installed modules outside of cache (#6037)
* improve query performance of user stats
* separate ducklake_catalog db
* ducklake settings
* DucklakeSettings frontend
* Ducklake ws settings saved in backend
* fetch ducklake catalog resource
* Ducklake works with configured s3 storage
* Ducklake as asset
* ducklake asset icon
* Fix duckdb array and object args not working properly (#6254)
* Fix bug with comments in duckdb
* Avoid multiple queries when doing ATTACH ducklake
* trunc sig no longer needed now that comments are trimmed
* cache DuckdbConnectionSettingsResponse
* duplicated code
* transform_attach_ducklake contributes to duckdb_connection_settings_cache
* eliminate the need for used_storages
* nit
* cleaner management of the bigquery credentials file
* DBManagerDrawer refactor to prepare for Ducklake
* get ducklake schema
* implement delete for ducklake
* load column metadata for ducklake
* Select query works for ducklake, basic db explorer works !
* duckdb count query
* Support all db ops for ducklake
* clean migrations
* SQL repl for Ducklake
* fix broken database studio
* nit
* assert function
* Ducklake in Editor Bar
* default ducklake syntax + allow extra args
* DucklakeCatalogWizard UI
* nit + remove extra $
* modal when databases do not exist
* cannot be windmill
* Ducklake works safely with instance database
* Avoid sending instance db credentials on network
* resource leak security
* remove fetch_attach_db_conn_str
* prevent instance pg password leak
* hide asset usage count when not available
* case unsensitivity duckdb
* warnings
* disable instance catalog
* use shorthand syntax when inserting with EditorBar
* Instance ducklake catalog is now safe to use
* use safer argon2 pwd
* update package json parsers
* update package json
* better msgs
* tooltips
* disable explore button until saved
* nit
* fix warnings
* better ducklake_user password management
* nit
* Sanitize passwords from errors in ducklake
* DisplayResult broken in job result
* remove superadmin requirement to check databases_exist
* duckdb_connection_settings_v2_inner
* Ducklake works on agent worker (finally)
* ci
* #[allow(dead_code)]
* fix openapi missing response
* Separate +Database button for DuckDB in EditorBar
* Fix dropdown in ducklake settings
* Attempt to fix migration race condition in CI
* update sqlx failing for some offline queries
* avoid temp password for ducklake_user
* nits
* ducklake settings nits
* update duckdb default script
* fix sql repl resetting text on refresh
* avoid pgcrypto extension
---------
Co-authored-by: HugoCasa <hugo@casademont.ch>
Co-authored-by: Ruben Fiszel <ruben@windmill.dev>
* Moved logic to FlowAssetsProvider
* Remove assetsMap in flow
* do not parse everything on mount + only check for missing assets fields
* add assets field in backend
* remove fallbackAccessTypes
* better structure and less queries / parsing
* Fix assets not showing when pulling raw_flow from jobs
* flow assets ctx for job run
* Fix transitive assets fetching
* Fix input args asset node
* enablePathScriptAndFlowAssets flag
* edit btn for variable
* untrack refresh
* move parseInputArgsAssets
* Assets tab in runs
* Update FlowStatusViewerInner to svelte 5 + fix asset sync bug
* avoid toast error on bad resource
* fetch res metadata for input arg asset
* Job assets viewer in run page
* r/w selector
* remove indigo badge
* store alt_access_type state in ScriptEditor
* Don't parse assets in flow script editor
* Add alt_access_type in backend
* show Read as selected by default to avoid giving the feeling of having made a decision
* keep alt_access_type when reparsing in flow raw scripts
* Remove variable asset kind, and save assets for scripts
* remove all backend asset parsing
* R/W/RW selector button nits
* fix insert into assets not saving alt access type
* support named arguments in python asset parser
* improve asset usage drawer R/W indicator
* update legacy $res: syntax
* reactivity issue
* remove last variable asset stuff
* sqlx prepare
* tooltip explainer
* deprecated variable asset nit
* assets migration
* parse assets (duckdb)
* iterate on assets
* S3 object Preview
* remove pagination
* filterText
* better occurence list
* tweak
* assets in JobPreview
* clone impl
* AssetsDetectedBadge
* improve DbManagerButton + asset dropdown button
* edit resource btn
* warning when incorrect resource
* +Resource in DuckDB
* +S3 Object editor bar
* nit fix rename
* flow asset badge
* More Generic OnChange
* Highlight assets used in modules
* Show occurence count in flow
* Better UX, avoid moving parts
* nit
* Asset nodes
* move to dedicated Asset ctx
* fix layoutNodes not handling first assetsMap
* explore asset btn in flow asset node
* correct offset
* single computeAssetNodes function
* Fix y positioning of nodes with assets
* resource editor
* write mode node (ui)
* accessType in ctx + fix insert button positioning
* right positioning when mixing read and write nodes
* right positioning when mixing R and W assets
* Better layout fix algorithm
* listAssetsByUsage and asset nodes on transitive usages
* refactor + remove linkAssets
* Refactor to allow for custom R/W modes
* AssetsDropdownButton in flow script editor
* R/W/RW selection and changes node pos in flow
* layoutNodes doesnt need recompute now
* fix wrong assumption that nodes recompute when assets change
* r/w/rw multi toggle
* MultiToggle cool animation + clearable
* rename + 1px nit
* remove mini toggle button group, use ToggleButtonGroup
* Combinator parser that detects R / W asset context
* nit fix missing flex-1
* missing order by
* better ui indication for access type
* special x offset case when only one asset node for clarity
* parse getResource in TS with swc ecma parser
* support load and write s3 detection in TS
* Python asset parser
* support wmill api calls without special $res: or s3:// syntax
* detect out of context asset uris python
* do not use access type override when not ambiguous in flow graph
* parse_assets match case in rust
* AsRef<str> refactor
* From impl
* Save flow assets
* Save script asset usages + fixes + save fallback access types
* asset sub icon
* max total asset node width to avoid overlap
* small refactor
* don't parse comments in duckdb assets
* fix assets clearing on parse error
* fix script asset save in wrong place
* load initial asset fallback access types
* support variables
* ui fixes
* Support S3Object as URI in TS client
* support new syntax in python client
* Support +S3Object in EditorBar for TS and python
* Reduce resource requests in assets page
* import windmill client when necessary
* update s3Types.d.ts
* nit fix
* Show input resources and s3 objects as assets
* improve asset icons
* DarkModeObserver refactor
* asset page tabs
* Moved resource variables and s3object pages to assets tabs
* fetch resource usages
* Get variables usages
* move assets usage dropdown to component
* Revert "move assets usage dropdown to component"
This reverts commit 622ea4ab12.
* Revert "Get variables usages"
This reverts commit b11ced4e29.
* Revert "fetch resource usages"
This reverts commit aa5187ad4b.
* Revert "Moved resource variables and s3object pages to assets tabs"
This reverts commit 4430487be4.
* Revert "asset page tabs"
This reverts commit dacc2f0da5.
* move assets usage dropdown to component
* asset icon in asset pages
* tooltip
* details
* Storage selector in S3 File Picker
* make edge less opaque
* Refactor computeAssetNodes to separate in and out nodes
* AssetsOverflowedNode
* nits
* fix assets not being parsed in flows sometimes
* show asset kind and resource_type
* ui nits
* support res:// in duckdb
* add banner for old deployments
* Fix permissionning
* fix broken disable /enable all
* assets page view permission for operators
* Disable ExploreAssetButton for operators
* asset kind as subtitle
* do not spam getResource in assets page. prob. revert fail
* update assets page on workspace change
* reload storage names on ws change
* delete assets on archive / deletion
* sqlx prepare
* missing update when updating user
* add indexes on asset
* better message
* missing loadInit: false
* dead code
* use transaction
* typo
* update package.json
* update package.json
---------
Co-authored-by: Ruben Fiszel <ruben@windmill.dev>
* migrate FlowPreviewContent to svelte 5
* run background preview from input panel
* share local run test
* Show approval in graph is testing in graph
* use component and props instead of portal for approval in graph
* Add a toggle to show module status in graph
* open module result after each run
* Fix module reactivity issue
* Add test flow button
* Extract preview run logic from flowPreviewContent
* Revert "Extract preview run logic from flowPreviewContent"
This reverts commit a39c70a920.
* nit
* lazy load preview content
* create component for flow preview button
* open preview v0
* open preview v1
* connect open preview button
* improve graph run display
* enable cancel preview
* Run test flow from input panel
* nit
* wip
* Use global context instead of module context for moduleTestState
* nit
* fix flow preview rendering
* Add testJob to modulesTest context
* update module status based on individual test data
* fix: clear job status on run preview
* detatch run buttons from input node
* move preview job in FlowEditorContext
* move outputPickerOpenFns to FlowEditorContext
* add result panel
* Add result output picker
* add status to loops and branch
* add open detail button to result panel
* fix test up to
* clean unnecessary binding
* clean
* Make iteration annotation smaller in editmode
* detatch test button to and aproval from node
* prevent flow edition during execution
* Prevent step test run during flow run
* Show approval in graph edges
* prevent opening output popover if node is outside the graph
* fix pointerdownOutside action
* fix test up to dropdown not closing
* fix test up to
* nit
* change job status badge display
* fix running status
* Enable test flow in Dev
* fix darkmode
* fix node panel display in Dev
* fix test flow button positionning
* fix suspend in subflows
* improve lazy load of preview
* prevent preview data unmount on close drawer
* clean code
* move flowjob into flow context
* Revert "move flowjob into flow context"
This reverts commit 939e9dbaaf.
* clean context
* nit
* fix dark mode status view
* fix test button alignment
* clean job status on deleted step
* fix retry bad status display
* Detect flow change
* Update frontend/src/lib/components/flows/header/FlowPreviewButtons.svelte
Co-authored-by: ellipsis-dev[bot] <65095814+ellipsis-dev[bot]@users.noreply.github.com>
---------
Co-authored-by: ellipsis-dev[bot] <65095814+ellipsis-dev[bot]@users.noreply.github.com>
Guilhem
centdix
Ruben Fiszel
Diego Imbert
