| name | flowfile-docs-and-writing |
| description | How the Flowfile docs site (MkDocs + Material, the docs/ tree, mkdocs.yml nav) is organized, built by documentation.yml, and deployed to GitHub Pages; the repo-wide comment doctrine for code (and its two verbose exceptions); and the CLAUDE.md maintenance protocol across all 9 package guides. Use when writing or moving a page under docs/, editing mkdocs.yml's nav, linking between docs pages, regenerating docs/users/formulas/functions.md, debugging a Documentation workflow that's silently missing a page or won't build, deciding whether a line of code needs a comment, or updating any CLAUDE.md file after a feature lands. |
Flowfile docs & writing conventions
When NOT to use this skill
- Editorial standard for docs pages (house style/voice rules, the persona nav map, fact-checking a docs claim against code, the tested-examples contract and add-an-example recipe) →
flowfile-docs-review (this skill owns how the site builds; that one owns what good pages say and how to verify it).
- CI gates that happen to touch docs (
check-formula-docs, check-stubs jobs, version-sync) and release mechanics → flowfile-change-control (this skill explains what the formula-docs generator does and the doc-authoring traps; that skill owns why the CI job exists and what blocks a merge).
- flowfile_frame public API design,
.pyi stub authoring, expression codegen → flowfile-frame-and-codegen.
- Writing/reviewing a custom node's
NodeSettings docstrings for the Node Designer UI → flowfile-node-development.
- Vue/TS component conventions, ESLint/Prettier setup →
flowfile-frontend-conventions.
- AI prompt-string authoring (system prompts, tool descriptions) →
flowfile-ai-subsystem (this skill only tells you prompt strings are exempt from the comment doctrine, not how to write them).
- Env var / feature-flag reference tables →
flowfile-config-and-flags.
- Chasing a specific historical bug for its own sake →
flowfile-failure-archaeology.
1. Docs inventory — what exists, and where a new page goes
Two documentation surfaces exist; don't confuse them:
| Surface | Source | Audience |
|---|
MkDocs site (docs/) | Markdown pages + docs/index.html (count them: `find docs -name '*.md' | wc -l), built by mkdocs.yml, deployed to https://edwardvaneechoud.github.io/Flowfile/` |
| CLAUDE.md files (9: root + 8 packages) | Not part of the MkDocs build; plain files read by AI agents and human contributors | Anyone working inside the repo — see §6 |
The docs/ tree structure mirrors mkdocs.yml's nav: block almost exactly (verify by diffing them — see §3.3 for the one place they currently disagree). Top-level layout:
| Path | What goes there |
|---|
docs/index.html | The site home — hand-written HTML, not Markdown. See the trap in §3.1 before touching it. |
docs/quickstart.md | The single "get started in 5 minutes" page — both the no-code and Python-API paths live here. |
docs/community.md | Discussions-vs-Issues routing, contribution ways, Contributor Covenant. |
docs/users/ | End-user guides: how to use a shipped feature. formulas/ (formula language + generated function reference), visual-editor/ (nodes, catalog, kernels, tutorials), python-api/ (concepts, reference, tutorials), deployment/ (Lite/desktop/pip/Docker). New user-facing feature docs go here. |
docs/ai/ | The AI Assistant feature catalog + BYOK provider setup. AI architecture docs (for contributors) go under for-developers/, not here. |
docs/for-developers/ | Contributor/internals docs: architecture, FlowGraph/FlowNode/FlowDataEngine internals, kernel architecture, AI architecture, mkdocstrings-driven internal API reference, custom-node tutorials. New "how this subsystem works" docs go here. |
Decision rule: if the reader is using Flowfile (drag-drop or flowfile_frame), write under users/. If the reader is extending or debugging Flowfile, write under for-developers/. If in doubt, look at which register the neighboring pages use (§4) — that tells you the audience faster than the folder name does.
Every new page must be added to mkdocs.yml's nav: block by hand — MkDocs does not auto-discover nav entries from the docs/ tree (§3.3 has a live example of what happens if you forget).
2. How the docs site builds and deploys
- Engine: MkDocs 1.6.1 + Material theme (deps come from the root Poetry dev group —
pyproject.toml's mkdocs, mkdocs-material, mkdocstrings, mkdocstrings-python, griffe, griffe-pydantic. docs/requirements.txt is a 0-byte leftover — nothing reads it).
- Plugins:
search; mkdocstrings (Python handler, griffe_pydantic extension with schema: true — this is what renders Pydantic "Fields"/"Validators" sections on for-developers/python-api-reference.md, which documents flowfile_core classes like FlowGraph/FlowNode/FlowDataEngine and the Pydantic schemas).
- Markdown extensions:
attr_list, md_in_html, admonition, pymdownx.details (the <details markdown="1"> collapsibles you'll see all over quickstart.md), pymdownx.superfences with a custom mermaid fence, footnotes.
- CI:
.github/workflows/documentation.yml, triggered on push/PR to main touching docs/**, mkdocs.yml, flowfile_frame/**/*.py, or tools/generate_formula_docs.py (plus workflow_dispatch).
build job: Python 3.11 → poetry install --with dev → make check_formula_docs (drift gate, see §3.4) → poetry run mkdocs build → uploads site/ as an artifact.deploy job (push-to-main only): poetry run mkdocs gh-deploy --force → publishes to the gh-pages branch → GitHub Pages. There is no staging environment; a merge to main that touches docs paths goes live on the next deploy run.
- Build locally: — this is exactly what CI runs and reproduces every warning CI would see. Live-reload with .
Gotcha — local build touches your live catalog DB. for-developers/python-api-reference.md uses mkdocstrings to introspect flowfile_core classes, which means mkdocs build imports flowfile_core as a side effect of building the docs. Importing flowfile_core runs validate_setup() + init_db() at import time, including the Alembic startup migration, against whatever DB get_database_url() resolves to — your real local flowfile_catalog.db if you haven't set anything. Set FLOWFILE_SKIP_STARTUP_MIGRATION=1 before running mkdocs build/mkdocs serve locally, same as any other diagnostic import of flowfile_core.
Gotcha — the build does not fail on warnings. documentation.yml runs plain poetry run mkdocs build, with no --strict flag. Orphaned nav pages, broken in-page anchors, and griffe docstring-parsing warnings all print as INFO/WARNING lines and the job still exits 0. A green Documentation workflow run is not proof the docs are internally consistent — read the log, don't just trust the check mark.
3. Traps — read before touching docs/
3.1 The site home is docs/index.html, not index.md
mkdocs.yml's nav: starts with - Home: index.html. The home page is a hand-authored HTML file (raw <a href> tags, inline CSS using Material's CSS custom properties) — MkDocs supports mixing static HTML pages into the nav alongside Markdown, and this repo uses that for the landing page. If you "fix" this by adding a docs/index.md and repointing the nav, you change the entire site's home page and lose all the hand-tuned hero/feature-grid markup in one edit. If the home page needs a content change, edit docs/index.html directly.
3.2 use_directory_urls: false — know which links need .html
mkdocs.yml sets use_directory_urls: false, so every non-index page publishes as a flat <name>.html file, not a directory with an index.html inside (e.g. quickstart.md → quickstart.html, reachable at .../quickstart.html, not .../quickstart/). Two different rules apply depending on where the link lives:
- Inside a
.md page, write relative links the normal way, ending in .md (e.g. [Provider Setup](providers.md), [Visual Editor](visual-editor/index.md)) — MkDocs' Markdown processor rewrites these to the correct published extension at build time regardless of the use_directory_urls setting. This is why the existing pages are full of .md-suffixed relative links and they all work.
- Inside
docs/index.html (raw HTML, not run through the Markdown link-rewriter) or any hardcoded absolute URL outside the docs build (README.md, CONTRIBUTING.md, a package README linking to the hosted site), you must write the actual published path by hand: flat pages need the literal .html suffix (href="quickstart.html", not href="quickstart/" — the latter 404s because no such directory exists), while section index pages can use a trailing-slash directory form (href="users/", href="for-developers/") because index.html is always served as the directory default regardless of use_directory_urls. docs/index.html itself mixes both forms correctly today — use it as the reference. CONTRIBUTING.md links to https://edwardvaneechoud.github.io/Flowfile/community.html for the same reason.
3.3 Forgetting the nav: entry makes a page invisible, not broken
MkDocs builds every .md file under docs/ whether or not it's listed in mkdocs.yml's nav: — a missing nav entry does not fail the build (§2's "no --strict" gotcha) and does not stop the page from existing at its URL if something else links to it directly. It just means the page is absent from the sidebar and site search weighting. The build prints an INFO line ("The following pages exist in the docs directory, but are not included in the 'nav' configuration") and still exits 0. If you add a new page and it doesn't show up in the sidebar after a build, this is almost certainly why — check mkdocs.yml's nav: block before assuming something is actually broken. (The long-standing live example, an orphaned for-developers/docker-deployment.md, was merged into users/deployment/docker.md in the 2026-07 docs rebuild, with a redirects-plugin mapping preserving its URL — as of that rebuild the nav is orphan-free, and the redirect map in mkdocs.yml is where moved pages get recorded.)
3.4 The formula reference is generated — never hand-edit it
docs/users/formulas/functions.md starts with <!-- AUTO-GENERATED by tools/generate_formula_docs.py — do not edit. Run 'make formula_docs'. --> and documents all 95 functions of the Flowfile formula language, sourced from polars-expr-transformer's own docstrings (the library is upstream of this repo; bumping its pin is what usually triggers drift here).
make formula_docs
make check_formula_docs
If you bump the polars-expr-transformer version pin (or edit tools/generate_formula_docs.py) and forget to run make formula_docs, documentation.yml's check-formula-docs gate fails on a diff in a file you never touched by hand. This is CI-gate mechanics — for how the gate fits into the broader change-control picture (required checks, what blocks a merge), see flowfile-change-control.
3.5 Sphinx leftovers are dead weight — the site is MkDocs only
docs/conf.py (Sphinx config, release = "0.1.2", sphinx.ext.autodoc/napoleon/sphinx_rtd_theme), docs/MakeFile (note the capital-F — a Sphinx makefile, not GNU Make's Makefile), and docs/requirements.txt (0 bytes) are all vestigial from before the project switched to MkDocs. Nothing in CI or the Makefile invokes sphinx-build or docs/MakeFile. Don't run them, don't "fix" conf.py's stale version, and don't add Sphinx-flavor .rst files expecting them to build — they won't be picked up by anything.
4. House style for docs pages
Since the 2026-07 docs rebuild there is one register: tight declarative prose, Material admonitions (!!! info, !!! tip, !!! warning, with a quoted title), comparison tables, exact file paths and symbol names, explicit invariant statements, mermaid diagrams where a picture beats prose. The old marketing register (emoji headers, gradient <div> cards, clamp() inline CSS, hype prose) was eliminated page-by-page — do not reintroduce it. The full editorial standard — voice rules (including the ban on generic "Tips for Success" filler), the persona nav map, the claim→source verification index, and the tested-examples contract — lives in flowfile-docs-review; read that skill before writing or reviewing any page.
Admonition syntax (register 2's signature move):
!!! note "Registered Flows Required"
`publish_global` requires the flow to be registered in the catalog. It is not available in interactive (cell) mode.
!!! warning "Docker Socket"
The kernel manager needs access to the Docker socket to spawn containers.
Package-level READMEs (flowfile_core/README.md, flowfile_worker/README.md, flowfile_frontend/README.md, flowfile_wasm/README.md) use their own feature-list-with-emoji register — that's a separate, narrower convention scoped to "here's what this package does," not the MkDocs site's house style. Don't import docs-site register 2 conventions into a package README wholesale; keep it short.
5. Comment doctrine for code (not docs prose)
This governs comments inside source files (Python, TS/Vue, Rust) — it is unrelated to the docs-site house style in §4, which is about prose on rendered pages.
Root CLAUDE.md's rule, verbatim: "Keep comments minimal. Prefer self-explanatory code; add a comment only for non-obvious why. No long explanatory blocks or multi-line header comments — one short line at most. This applies to all languages."
This is maintainer-enforced, not aspirational — commit 81322109 ("Remove the comments (#492)", 2026-06-04) deleted comments across 530 files, net ~6,800 lines removed (7,309 deletions vs 533 insertions), and smaller follow-up commits (09f5d8c5 "Tighten comments", 2cf1c6ad "cleanup comments") have kept trimming since. Treat any newly-added comment through this lens:
| Keep | Cut |
|---|
| A non-obvious why ("cursor advances to now, never backfill — DST/catch-up tests pin this") | Restating what the next line already says |
A cross-service contract ("must stay byte-for-byte in sync with worker's secrets.py") | Step-N narration ("# Step 1: validate input") |
| An intentionally-NOT invariant ("NOT a KDF — deliberate for 256-bit tokens, see CLAUDE.md") | Banner/header comment blocks |
| A gotcha a future editor would otherwise rediscover the hard way | A history essay about how the code got this way |
One short line, max. If you need more than one line to explain something, that's a signal the explanation belongs in the relevant CLAUDE.md's Gotchas section (§6), not inline in the source.
Two deliberate exceptions stay verbose — do not apply the trim-it doctrine to these:
flowfile_frame public docstrings (FlowFrame, Expr, and their public methods). These feed two downstream consumers: the .pyi stub generators lift each method's first docstring line verbatim into the committed stub as a comment (expr_stub_generator.py/flow_frame_stub_generator.py read method.__doc__), and they're the runtime help()/IDE-hover surface for anyone using the library directly. Full multi-paragraph docstrings here are the contract, not narration to be pruned.- AI prompt strings (
flowfile_core/flowfile_core/ai/prompts/). Long, example-laden system prompts are load-bearing scaffolding for the LLM, not comments — cutting worked examples to "tighten" a prompt measurably degrades agent behavior. This is a distinct subject from source-code comments; see flowfile-ai-subsystem for prompt-authoring guidance.
6. CLAUDE.md maintenance protocol
There are exactly 9 CLAUDE.md files: root, plus one in each of flowfile_core/, flowfile_worker/, flowfile_frame/, flowfile_frontend/, flowfile_scheduler/, flowfile_wasm/, kernel_runtime/, shared/. (flowfile/, test_utils/, tools/, and build_backends/ have no CLAUDE.md — they're covered only by the root file and their own code.)
Every package file follows the same template — match it when adding or editing one:
# CLAUDE.md - <package>
<one-sentence role> — "Package-specific notes; see the root /CLAUDE.md for monorepo-wide …"
## Role
## Layout
## Key patterns & conventions
## Running / entry points
## Testing
## Gotchas
## Key files
Style: dense, imperative, bold-lead the load-bearing rules, cite exact symbols and file.py:line, no fluff, no restating what's in the root file. The Gotchas section is where a non-obvious why that's too long for a source comment (§5) belongs — CLAUDE.md is the doc surface for exactly that content.
These files ARE actively maintained per feature — this isn't a stale artifact. git log -- '*/CLAUDE.md' shows updates tied to real merges: RBAC (#502), explicit-only execution (#521), project git-tracking (#524), notebook environment (#538), object-storage-in-catalog (#555). When you land a feature that changes a package's contracts, patterns, or gotchas, update its CLAUDE.md in the same PR — that's the working norm here, not optional busywork.
What rots, and the fix: exact literal counts and versions age out within weeks even with per-feature maintenance, because they require a separate, cross-cutting sweep that per-feature edits don't naturally trigger (root CLAUDE.md's app version, workflow-file count, Alembic migration range, WASM node count, and several file line-counts were all stale as of 2026-07-03, some by months). When writing or editing a CLAUDE.md:
- Prefer a pointer over a literal count. "See
pyproject.toml for the pinned version" beats "version 0.12.7." "ls flowfile_core/flowfile_core/alembic/versions/" beats "28 migrations." "See .github/workflows/" beats "15 workflow files."
- If a literal count is genuinely useful inline (e.g. "6 pytest markers"), date-stamp it ("as of 2026-07-03") so a reader knows to re-verify rather than trust it silently.
- Numbers that appear in multiple places and disagree are a strong signal something needs a pointer instead of a copy: this repo's WASM node count is quoted differently in four separate places (root
CLAUDE.md, docs/users/deployment/lite.md, the top-level README.md, and flowfile_wasm/CLAUDE.md) — none of them agree, and an agent trusting any single one of them in isolation will be wrong. Verify counts against code (grep/ls/wc -l), never against another prose doc.
7. What the docs site does not tell contributors
Gaps worth knowing so you don't assume something is documented when it isn't, and don't accidentally treat an undocumented-but-real workflow as broken:
- No PR template, no feature-request issue template. The only issue template (
.github/ISSUE_TEMPLATE/bug_report.md) is GitHub's unmodified default — it still asks for "Smartphone… Device: [e.g. iPhone6]," which makes no sense for a desktop/server ETL tool. CONTRIBUTING.md's prose ("what changed, why, how you tested it; screenshots for UI changes") is the only PR-description guidance that exists.
- No
SECURITY.md at the repo root or in .github/. The private-vulnerability-reporting policy (GitHub's private "Report a vulnerability" form) is documented only inside CONTRIBUTING.md's "Reporting security issues" section.
claude.yml and claude-pr-review.yml (interactive @claude-mention agent, and an automatic Claude code review posted on every non-draft PR) are real, tracked workflow files in .github/workflows/ but are not mentioned in any docs page or in CONTRIBUTING.md's workflow list — a first-time contributor gets an automated review with no explanation of where it came from.Flow-in-flow, project git-tracking, group-based sharing undocumented — closed by the 2026-07 rebuild: users/visual-editor/subflows.md, users/projects.md, users/deployment/sharing.md, plus users/deployment/cli.md (headless runs), users/connect/{index,kafka,apis}.md, and users/coming-from-excel.md now exist and are in nav.
If you're asked to fill one of these gaps, write it in register 2 (§4), put user-facing content under users/ and internals under for-developers/, and don't forget the nav: entry (§3.3).
Provenance and maintenance
All facts above were spot-verified in this repo on 2026-07-03 against app version 0.12.7. Re-run before trusting a stale copy of this skill:
poetry run mkdocs build 2>&1 | grep -E "not included in the|^ERROR"
head -1 docs/users/formulas/functions.md
make check_formula_docs
grep -n "use_directory_urls\|- Home:" mkdocs.yml
grep -rn "sphinx-build\|docs/MakeFile\|docs/conf.py" Makefile .github/workflows/
git show --shortstat 81322109
grep -n -A4 "^### Comments" CLAUDE.md
find . -maxdepth 2 -name CLAUDE.md | sort
grep -n "^## " flowfile_worker/CLAUDE.md
ls .github/ISSUE_TEMPLATE/
find . -maxdepth 2 -iname SECURITY.md
grep -rli "flow-in-flow\|subflow" docs/
Facts that will rot fastest — re-check every time, don't trust a cached number: current app version, the exact nav:/orphan-page state (someone may have fixed §3.3's example), the CLAUDE.md file count if a new package is added, and any node/workflow/migration count quoted in prose anywhere in the repo (this repo's numbers disagree with each other more often than not — always verify against code, never against another doc).
