* feat: add a workspace mcp server with the ai session toolset Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: keep workspace mcp tool calls on their own routes Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: keep a token's job tag fence on workspace mcp tool calls Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: state the workspace mcp token rule in its refusal message Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: let the workspace mcp server span workspaces chosen per token Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: let the mcp url form choose between the tools and workspace servers Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: serve the workspace mcp server as windmill mcp v2 at /api/mcp/v2 Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: add read-and-run access to windmill mcp v2 Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: serve the full windmill mcp experience at /api/mcp, sign-in first Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: align the mcp url form with the brand guidelines Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: serve every mcp token from /api/mcp, with one access picker Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: rename mcp access levels and keep selections to scripts and flows on /api/mcp Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: name the mcp access levels in the url caption Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * chore: name the mcp server windmill Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: lead the mcp access picker with build and run, and spell out what a selection excludes Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: show the tools each mcp access level gives Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: list the mcp tools in a collapsible section under the access row Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: offer all scripts and flows as typed mcp tools again, as wildcard scopes Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: label the mcp selection access as scripts and flows as tools Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: link mcp run, app draft and deploy results to their windmill pages Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: mirror the session tool changes from main in the mcp server Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: keep an ai agent's identity when the ai chat deploys its resource Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * refactor: call the api in-process from the mcp session tools Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: keep a draft that rebase_draft could not return whole Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: let read-and-run mcp tokens run scripts and flows that take secrets Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: ask mcp clients to open windmill links in a browser the user sees Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: send mcp clients condensed instructions and serve the full rules on demand Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * refactor: put the core rules first in the mcp instructions instead of condensing them Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: go straight to the mcp sign-in page after login, without the workspace picker Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: no workspace error toast on the mcp sign-in page while logged out Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: open raw app previews on the preview alone, from mcp links and in sessions Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * feat: link mcp script, flow and agent drafts to their editors, and agents to their page Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: keep the session preview's saved sidebar choice, fold the build log in preview-only views Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: hold mcp tokens below full access to their level on the per-workspace urls Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: revoke tokens with the new mcp scopes when the migration is reverted Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: keep an mcp token's scopes when its editor is saved without changing access Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: mint one jwt per mcp tool call, accept the old approve body, list the new scopes Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * fix: reset the mcp token editor's picker state for each token Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * refactor: mark only mcp selections, read levels imply no endpoint tools Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> * chore: update ee-repo-ref to b3fd7d49f2ba58f5080fabc3a5686c34a0b2684c This commit updates the EE repository reference after PR #877 was merged in windmill-ee-private. Previous ee-repo-ref: 9e960246d51401a2b0487dcffcadd0b43cd67d39 New ee-repo-ref: b3fd7d49f2ba58f5080fabc3a5686c34a0b2684c Automated by sync-ee-ref workflow. --------- Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> Co-authored-by: windmill-internal-app[bot] <windmill-internal-app[bot]@users.noreply.github.com> Co-authored-by: Ruben Fiszel <ruben@windmill.dev>
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Windmill
Open-source platform for internal tools, workflows, API integrations, background jobs, and UIs. Rust backend + Svelte 5 frontend.
Workflow
- Understand: Before coding, explore the codebase (see Code Navigation below). Use
outlineto understand file structure,bodyto read specific symbols,def/callers/calleesto trace code,Grepto find usages. Readdocs/for domain context. - Plan: For non-trivial changes, use plan mode. For large features, break into reviewable stages.
For a new user-facing feature, put the
feature_usagetelemetry in the plan as a proposed item (seedocs/feature-telemetry.md) so the user can keep or drop it — don't ask separately, and don't instrument bugfixes or refactors. - Execute: Follow coding patterns from skills (
rust-backend,svelte-frontend) - Validate: After every change, run the appropriate checks per
docs/validation.md, then exercise the change on the running instance. Type-checks are not verification. Whatever the change touches, get that path actually running, and stand up whatever that takes — this is expected, not a last resort. A few examples, not a closed list: drive the UI with the Playwright MCP, run a real job of the kind you touched, restart the backend with the cargo features the path needs (backend/AGENTS.md), put a stub in front of an upstream, start MinIO for an S3 path, plant state with SQL, exercise it through thewmillCLI. If the path you need has no obvious way in, invent one rather than skipping it;docs/carries recipes for several areas. If it needs a credential or a third-party account, ask for one rather than skipping the test or inventing a value. If you genuinely cannot exercise it, say which path went unexercised instead of implying it was verified.
Documentation
- Validation:
docs/validation.md— what checks to run based on what you changed - Unreleased SDK changes:
docs/wac-sdk-e2e.md— exercising a client change on a real worker - Agent workers:
docs/agent-worker-e2e.md— building and running one locally. An agent reaches the DB only through the API, soConnection::Httppaths are never taken by a plaincargo run; a normal build cannot start one at all. - External instance data tables:
docs/external-instance-datatables.md— the cluster Windmill administers behindexternal_instancedata tables and Ducklake catalogs: its invariants (one lifecycle lock, managed-object markers, the setup gate, per-cluster roles, fork copy ownership) and how to run one locally - Fork object storage:
docs/fork-object-storage.md— how a fork's object keys map under__wm_forks/<segment>/with read-through to its ancestors, where the mapping must be applied, and why__wm_forks/is reachable only through a workspace's own chain - Data table viewer roles:
docs/datatable-viewer-roles.md, on what a connection naming no role holds: the default role as a floor, whose roles are added (the job's own, or its viewer's for an inline app runnable that opts in), why an admin's roles are not added, the per-role-set logins and the order their rows and logins are written in - Enterprise:
docs/enterprise.md— EE file conventions and PR workflow - Workspace roles:
docs/workspace-roles.md— instance-defined roles with per-workspace overrides, the capabilities a role holds, whyApiAuthed::is_operatormust be derived from the role, and therole_seattable billing reads - Operator write rights:
docs/operator-write-rights.md— whichoperator_settingsflags are enforced rather than cosmetic, and why a right that is granted-unless-withdrawn needsOptionfields and a jsonb merge rather than a serde default - Operator builder rights:
docs/operator-builder-rights.md— the workspace settings that let operators compose flows and full-code apps, what the composition check must cover, which raw-app endpoint stays closed on purpose, and why either right costs a full seat - Auth surface:
docs/auth-surface.md— credential precedence, session/cache invalidation scope, which token labels email their owner at expiry, how OAuth login matcheslogin_type, and that every superadmin route refuses$WM_TOKEN. Read before designing anything that creates users, tokens or sessions. - Product telemetry:
docs/feature-telemetry.md— when to instrument a new feature withfeature_usage, and the four-step recipe. An unregistered(feature, kind)pair is dropped silently, so frontend-only instrumentation records nothing. - Backend patterns: use the
rust-backendskill when writing Rust code - Frontend patterns: use the
svelte-frontendskill when writing Svelte code. Do NOT edit svelte files unless you have read that skill. - Frontend UUIDs: do not call
crypto.randomUUID()in frontend code. ImportrandomUUIDfrom$lib/utils/uuidinstead. - Code review: review the current PR or branch against the shared review policy in
REVIEW.md(severity triage, public-surface checklist, AGENTS.md compliance, test-coverage assessment). The skill at.agents/skills/local-review/SKILL.mdorchestrates it. All three CLIs auto-discover the same SKILL — Claude reads.claude/skills/(symlinked to the canonical.agents/skills/file), Codex and Pi read.agents/skills/directly. Invoke with/local-reviewin Claude Code,$local-review(or/skillsselector) in Codex, orpi --skill local-review//skill:local-reviewin Pi. For a Codex-driven pass that mirrors thecodex-pr-reviewGitHub action against your unpushed work (committed + uncommitted) before you push, use/local-review-codex(.agents/skills/local-review-codex/) — sameREVIEW.mdpolicy,gpt-6.1-solmodel andxhighreasoning as the action; requires thecodexCLI >= 0.159.3. - Domain guides:
.claude/skills/native-trigger/ - Brand/UI guidelines:
frontend/brand-guidelines.md - Domain vocabulary:
CONTEXT.md— the words this codebase uses for its own concepts (step, step setting, trigger step, …). Name things the way it does. - CLI commands: when adding/modifying/removing a command, subcommand, option, or description in
cli/src/commands/, runpython system_prompts/generate.pyto refreshsystem_prompts/auto-generated/andcli/src/guidance/skills.gen.ts. The CLI docs the agents use to operatewmillare derived from the source — stale generated files give agents the wrong flags. - AI guidance (chat prompts and CLI skills): what the AI knows about Windmill itself — how flows, scripts, apps, pipelines and resources work — is written once, in
system_prompts/base/andsystem_prompts/languages/, andsystem_prompts/generate.pybuilds both the chat's$system_promptsexports and the CLI's skills from it. Add or change such guidance there, never inline in one consumer: a sentence only one side should see goes in a<!-- cli-only -->/<!-- chat-only -->block, and a new file reaches both through theTOPICStable. The chat prompt builders underfrontend/src/lib/components/copilot/chat/add only tool plumbing and runtime values, and shared markdown names no chat tool, since it reaches every chat mode. Rerungenerate.pyafter editing;system_prompts/README.mdhas the details. - Windmill MCP server:
/api/mcpgives a token withmcp:allthe AI session's GLOBAL toolset (backend/windmill-api/src/mcp/session/), and a token scoped to a selection of scripts and flows the tools server's per-runnable tools, without endpoint tools. The tools server's own URLs,/api/mcp/w/{workspace}/mcpand/api/mcp/gateway, keep serving existing tokens, endpoint scopes included. Every tool takes aworkspace_id; the token bounds which (its bound workspace, themcp:workspaces:list, or all of its owner's). What a model reads there (tool names, descriptions, input schemas, instructions,get_instructionstexts) is generated from the session's TypeScript intosession/gen/: after changing a GLOBAL tool definition, the global system prompt orsystem_prompts/, runnpm run gen:mcp-sessionfromfrontend/(mcpSessionGen.test.tsfails otherwise). What a tool does is written twice, inchat/global/core.tsand in a Rust handler: a behaviour change on one side must be mirrored on the other, and a new session tool is either implemented in Rust or added toEDITOR_ONLY(acargo testinsession/mod.rsfails otherwise). - Session recorder:
frontend/src/lib/components/recording/is also the recorderwmill app dev --recordingserves, vendored into the CLI ascli/src/commands/app/devRecorderBundle.gen.ts. After changingrawAppSnapshot.tsorrawAppRecording.svelte.ts, runbun run gen:dev-recorderfromcli/(cli/test/dev_recorder_bundle_unit.test.tsfails otherwise). - Raw-app policy:
frontend/src/lib/components/raw_apps/rawAppPolicy.tsalso derives the policy the server's raw-app deploy stores, vendored into the bundle job asbackend/windmill-api/src/apps_raw_policy.gen.js. After changing it or anything it imports, runbun run gen:app-policyfromcli/(cli/test/app_policy_bundle_unit.test.tsfails otherwise). It rides in the job rather than being read from the CLI the job runs because the images installwindmill-cliunpinned, so an image can carry one older than its server.
Dev Environment
In a git worktree, the ports and database below are NOT the ones to use. Each worktree gets its own backend port, frontend port and Postgres database, so the defaults in this section apply only to a plain single checkout. Discover the real values before running anything — see "Per-worktree ports and database" below.
Check whether they are already running before starting anything. In a managed worktree the backend and frontend are already up in sibling panes — use those, don't spawn your own. A second server started in your own shell fights the first one for the port.
herdr is the worktree manager; $HERDR_ENV=1 marks one of its panes. herdr pane list --workspace "$HERDR_WORKSPACE_ID" lists this worktree's panes — match on cwd, since the servers
run from backend/ and frontend/ — and herdr pane read <pane_id> --source recent-unwrapped --lines 50 reads one's log; herdr --skill prints the full reference for
inspecting and driving panes and agents. The plugins that provision these worktrees live in the
private windmill-labs/windmill-herdr — clone it and run ./setup.sh to install them and the
keybindings they need.
A worktree from the older webmux setup sets $WEBMUX_WORKTREE_PATH instead and is driven
through tmux: tmux list-panes -t "$(tmux display-message -p -t "$TMUX_PANE" '#{window_id}')" -F '#{pane_index} #{pane_current_command}' for what is running, tmux capture-pane for a pane's log.
See backend/AGENTS.md to restart the backend with different cargo features. The commands below
are for a plain checkout with nothing running.
- Backend:
cargo runfrombackend/(API at http://localhost:8000) - Frontend:
REMOTE=http://localhost:8000 npm run devfromfrontend/(port 3000+) - DB:
psql postgres://postgres:changeme@localhost:5432/windmill - Login:
admin@windmill.dev/changeme - Instance settings: navigate to
/#superadmin-settings - Migrations: use
cargo sqlx migrate add -r <name>frombackend/to create new migrations (never generate timestamps manually) - Resource types ship through the hub, not migrations. A new type, a provider's credential
included, is a
hub/<app>/<app>.resource_type.jsoninwindmill-labs/windmill-integrationsand reaches instances by hub sync; a product name its identifier misses (typesafe→ "TypeSafe") is that file'sdisplay_name, not a word inresourceTypeDisplay.ts's map. Only a type Windmill itself defines and reads as a product object (ai_skill,ai_instruction) is also seeded by a migration, so the feature works before a sync. For local testing, insert the row.
Per-worktree ports and database
.env.local in the worktree root holds the real values — BACKEND_PORT, FRONTEND_PORT,
REMOTE, DATABASE_URL, CARGO_FEATURES, WM_DB_NAME. Every manager writes those fields, so it
is correct whichever one you are in. Read it with cat .env.local from a shell: the file-read
tool denies every .env.* path, and DATABASE_URL is written with an export prefix that a
^DATABASE_URL= grep misses.
herdr keeps nothing besides that file; its hooks write it and read it back. A webmux worktree
additionally has $(git rev-parse --git-dir)/webmux/runtime.env, which every pane sources at
startup and which carries the extras .env.local lacks: WEBMUX_*, WM_CLONE_DB,
USE_RUST_PLUGIN.
In a plain checkout, fall back to .env / .env.local (repo root) and backend/.env.
Each worktree gets a brand-new database, created and migrated from scratch by the post-create
hook. It is not a copy of the main dev instance: you get the admins workspace, the
admin@windmill.dev superadmin, the license key copied from the base database, and whatever the
migrations seed — and none of your own workspaces, scripts, flows or apps. Create whatever a test
needs. Cloning the base windmill database instead is
opt-in via WM_CLONE_DB (the windmill.worktree plugin's config.env under herdr, or
.webmux.yaml under webmux); read the note in .webmux.yaml before turning it on.
The database is named after the worktree directory, not the branch (scripts/worktree-common.sh):
windmill_ + the directory basename with - → _, which Postgres then truncates at 63
characters. herdr creates the directory under ~/.herdr/worktrees/<repo>/ from the branch name
with each / turned into -, so branch
hugo/win-2544-add-options-field-to-the-postgresql-resource-type gets the database
windmill_hugo_win_2544_add_options_field_to_the_postgresql_reso — the whole branch name, cut
mid-word at the limit. The two drift apart as soon as the branch is renamed, and webmux named its
directories after the ticket alone, so reconstructing the name from the branch you are on is
wrong in both. Take WM_DB_NAME from .env.local instead. Read that, or discover from what is
already running:
# match on the worktree directory, truncated the way Postgres truncates it (63 - len('windmill_')):
psql postgres://postgres:changeme@localhost:5432/postgres -tAc \
"select datname from pg_database where datname like 'windmill%'" \
| grep -F "$(basename "$(git rev-parse --show-toplevel)" | tr '/-' '_' | cut -c1-54)"
# the port the frontend actually proxies to (REMOTE of this worktree's vite):
for p in $(pgrep -f vite); do case "$(readlink /proc/$p/cwd)" in *"$(basename "$(git rev-parse --show-toplevel)")"*)
tr '\0' '\n' < /proc/$p/environ | grep -E '^REMOTE=|^PORT=';; esac; done
Getting these wrong is not a cheap mistake:
DATABASE_URLpointed at another worktree's database silently destroys the sqlx cache.cargo runandcargo sqlx prepareboth compilesqlx::query!against the live database, so the wrong one fails withrelation "<your_new_table>" does not exist— andpreparedeletes the whole.sqlx/directory before it fails, leaving it gutted. Alwayscp -r backend/.sqlx <tmp>/sqlx_backupfirst (see theupdate-sqlxskill).- The frontend proxies to its own worktree's backend port, not 8000. Starting a backend on the wrong port leaves the UI up but every API call 502s, which reads like an application bug rather than a misconfiguration.
- Kill backends by pid scoped to this worktree's cwd (
readlink /proc/<pid>/cwd), neverpkill -f target/debug/windmill— that kills every sibling worktree's backend. Beware that apgrep -f "<pattern>"in a shell whose own command line contains<pattern>matches the shell itself.
Code Navigation
wm-ts-nav is an AST-aware code navigator. Use wm-ts-nav for structural queries — it skips comments/strings and understands symbol boundaries.
MUST use outline before Read on unfamiliar files — a 500-line file costs ~500 lines of context, while outline costs ~20. Then MUST use body "X" instead of reading a full file to see one function/struct. Use Read with offset/limit only when you need surrounding context that body doesn't capture.
refs "X" --callerinstead of reading files to find which function contains each referencecallers "X"/callees "X"for call-graph questions
EE files (*_ee.rs, *_ee.ts, *_ee.svelte) are indexed — you can outline, def, body, refs etc. on them just like regular files.
NAV="sh wm-ts-nav/nav"
# Use --root backend for Rust, --root frontend/src for TS/Svelte
$NAV --root backend outline backend/path/to/file.rs # file structure
$NAV --root backend def "ServiceName" # find definition
$NAV --root backend body "decrypt_oauth_data" # extract source code
$NAV --root backend search "%" --parent ServiceName # methods on a type
$NAV --root backend search "Trigger" --kind struct # find by kind
$NAV --root backend refs "X" --file handler.rs --caller # scoped refs with caller
$NAV --root backend callers "X" # who calls X?
$NAV --root backend callees "X" # what does X call?
Limitations — syntax-level analysis, no type inference. Use Grep instead when completeness matters (finding all usages, exhaustiveness checks):
refs/callers/calleescan't follow re-exports, glob imports, or different import paths to the same symbol- Trait impls, macro-generated symbols (
sqlx::FromRow), and namespace member access (ns.X) are invisible calleesshows all identifiers in a function body, not just actual calls
Core Principles
- MUST
outlinebeforeReadon unfamiliar files — thenbodyorReadwith offset/limit for specifics - Scratch stays outside the checkout. Temp scripts, data dumps, cache backups and
screenshots go in the session scratch directory or
/tmp, so nothing temporary can end up committed. Write the paths inrm/mv/cpout literally: a PreToolUse hook proves each operand, and auto-allows deletes, moves, copies and mode changes under/tmp, inside a git checkout under$HOME, or in the Playwright MCP browser caches (~/Library/Caches/ms-playwrightandms-playwright-mcp,~/.cache/…on Linux), as long as one operation stays within a single root — a sibling checkout is a root of its own (tarandunzipstay/tmp-only). Chain deletes freely, each proved on its own operands, but keep writes to one per line, name the destination rather than a directory to drop it in, and put anything else on its own line: a command the hook does not prove drops the whole line back to the normal permission flow. A leading~/or$HOME/is expanded and proved; a quoted operand, any other$VAR, a redirect, a$(…), a relativecd, or a wrapper likexargs rmcannot be, and that deferral is what turns a cleanup into a prompt. - Change files with Edit/Write, not the shell.
sed -i,cat > file <<'EOF'and inlinepython3 - <<'PY'scripts put an edit through the PreToolUse guards and the permission classifier, which matchBashand nothing else, so a routine edit arrives as a prompt. Bash stays right for running things — tests, builds, git, one-off queries. - Search for existing code to reuse before writing new code
- Follow established patterns in the codebase
- Keep changes focused — don't refactor beyond what's asked
- A simpler design found late is still the design. Work already spent is not an argument for a shape, and neither is a clean review round, a passing suite, or a long PR thread. The signal to stop and re-derive rather than patch again is a change that keeps growing to defend its own structure: each review finding fixing an assumption the previous fix broke, the same class of bug reappearing somewhere new, or most of the diff being consequences of one early choice rather than the thing you set out to do. When that happens, say plainly what the simpler design is and what switching costs — a migration, a review cycle restarted from zero, work discarded — and let the user decide. Do not keep paying down the harder one because it is nearly finished, and do not present the accumulated cost as a reason to continue.
- Ship only the tests the PR needs. A committed test must pin behavior a future change could plausibly break, and be the smallest setup that exercises the new logic. While developing, write as many exhaustive tests and do as much manual testing as you need to convince yourself the change works — then remove that scaffolding before marking the PR ready, keeping only the essential regression guard(s). A test that merely re-exercises pre-existing behavior, or needs elaborate fixtures to assert something trivial, is scaffolding: delete it. If nothing meaningful is left to guard, ship no test rather than a ceremonial one.
- Comments record constraints, not narration. Write a comment only for what the code can't show: why a non-obvious approach is required, what breaks if it's "simplified" away. State each invariant once, at the place where someone would break it, in ≤4 lines. Don't describe what the next line does, don't repeat the same rationale at multiple sites, and don't address the PR reviewer (justifying a change belongs in the PR description, not the code). Reference nothing ephemeral — no numbered steps from your dev flow, no "the poller / the test does X" scaffolding, no transient state that won't exist for the next reader; keep only the essential, durable rationale. Describe the code as it is, never its drafting history: "we no longer do X", "unchanged behavior", "instead of the previous approach" are meaningless to a reader who never saw the earlier iteration — before finishing, reread your comments as if the current state is the only state that ever existed.
- Never attribute work to a specific customer, account, or "requested by a customer" in repo-tracked content (PR descriptions, commit messages, code comments, docs). Describe changes by their technical motivation instead.