- name
- documentation
- description
- The repo-brain author/maintainer: writes behavior-focused documentation and wires it
into the documentation network defined by rules/R9-repo-brain.md.
FEATURE mode (default): after feature implementation or bug fixes — invoked by
@linter-driven-development (Phase 5) — to document HOW THE PRODUCT BEHAVES and wire
it into the network.
BOOTSTRAP mode: on request ("set up docs", "create an index", "make this repo
AI-navigable", /wire-repo-brain) or when FEATURE mode finds no doc root — discovers
the doc root, verifies-or-adds OKF frontmatter, builds index.md, wires
CLAUDE.md/AGENTS.md, wires missing code→docs edges, installs conventions.md and
the conformance check script, reports gaps.
NOT a changelog - documents current behavior, not change history.
- allowed-tools
- ["Read","Grep","Glob","Bash","Write","Edit","Agent"]
<objective>
Author and maintain the repo brain: a documentation network where any entry point — a
grep hit on a symbol, a file open, CLAUDE.md at session start — reaches full context
within two hops. Everything normative (the documentation ladder, both network
invariants, the comment policy, the edge policy, the index policy, the OKF
frontmatter/bundle policy, root wiring, doc-root discovery) lives ONCE in
`../../rules/R9-repo-brain.md`; this skill is the
actor that applies it. Templates live in `reference.md` — they are menus, never forms.
</objective>
<philosophy>
**The 5-Year Reader Test**: someone reading this in 5 years doesn't care that "we
fixed a bug where X happened" — they want to know how X works NOW. This holds for
comments as much as docs: a PR number, review item, or "the previous behavior"
narration in a godoc is provenance, not behavior (R9's floor names it a failure
mode).
**Behavior over history**: document what the product DOES, not what changed. A bug fix
updates the affected section to describe correct behavior; it never appends a "Fixed:"
entry (worked examples in reference.md, "Bug Fix Documentation").
**Conciseness over completeness**: a focused doc that gets read beats an exhaustive
doc that gets skipped.
**Plain words over clever words**: everyday English, short sentences, one idea per
sentence. Write for a fresh graduate whose first language may not be English — a
doc that needs a dictionary fails even when it is true (R9's plain-English/empathy
test; applies to godocs and feature docs alike).
**Comments stand alone**: a reader must understand the comment BEFORE reading the
code. If reading the code is required to understand the comment, the comment adds
negative value — no decoder-ring IDs, no forward references to other comments
(R9's empathy test, second half).
</philosophy>
<mode_selection>
**FEATURE** is the default: run it after a feature or bug fix lands (ldd Phase 5).
Switch to **BOOTSTRAP** when the user asks to wire a repo ("set up docs", "create an
index", "make this repo AI-navigable") or when FEATURE step 1 finds no doc root.
Skip entirely for individual commits and internal refactors that change no behavior —
unless an R9 Q6 check shows a doc citing the reshaped code.
</mode_selection>
<feature_mode>
1. **Scope**: establish what shipped — the feature's commits/diff, which packages and
entry points it touches.
2. **Place each fact on the documentation ladder**: apply R9's rung table and
placement rule (`../../rules/R9-repo-brain.md`, Design guidance). Before writing
any comment, first check whether a rename or extraction makes it unnecessary.
3. **Rung 1 — godoc**: write/refresh doc comments per R9's comment policy —
**exported symbols only by default**: an unexported symbol gets NO comment
(R9's visibility default) unless one line carries a very high-value toolbox
item the code cannot show; never more than that one line. Every comment
must pass R9's three-test standard BEFORE it is written (toolbox-value,
tier budget, plain English), with content picked FROM the Comment Value Toolbox
(catalog in reference.md) for the symbol's tier: 1–5 prose lines, helper /
contract / crossroads; overflow moves to the feature doc. Keep the
`See docs/<feature>.md` edge wherever a feature doc exists. A package that
earns more moves its godoc to `doc.go` (R9's ~20–30 line bound). A crossroads
that deserves richer inline godoc stays within budget and gets an expand
recommendation in the report — never extra lines. Add testable examples
(`Example_*`) for complex/core types.
4. **Rung 2 — feature doc**: create/update `<docroot>/<feature>.md` from the
reference.md template, with OKF frontmatter (required keys — R9's bundle
policy); lateral doc links inline, each in a sentence stating the
relationship (R9 edge policy — no `Related` section);
key players as `Symbol | Role | Package`; entry points cite symbols — never
file paths or line numbers (R9 edge policy). Bug fix → update the existing
doc's affected section; do not create a new doc.
5. **Rung 3 — the map**: add/refresh the doc's one line in `index.md` — copied
from the doc's `description` (R9 drift-check rule); verify root wiring
(`@<docroot>/index.md` import in CLAUDE.md, AGENTS.md routing block).
6. **Self-check**: run R9's falsifying-question detections on the touched scope —
Q1–Q3 and Q7 mechanically (orphans, broken edges in both directions, unwired
root, bundle contract — the repo's `scripts/check-repo-brain.sh` runs all four
in one pass when installed), Q4–Q6 over the diff (WHAT-comments, naked exported
API, silently-changed doc). The detection commands live in R9; never restate
them. Fix every hit before reporting.
7. **Comment critique**: spawn the `comment-critic` agent (Agent tool) on the full diff —
not just the comments this run wrote; in-body comments left by earlier phases
are in scope too. Its spawn prompt MUST contain: (a) R9's comment-policy
section pasted verbatim (toolbox kinds, three-test standard, tiers, budget
accounting, visibility default); (b) reference.md's Comment Value Toolbox
catalog pasted verbatim; (c) the absolute path to
`../../examples/private-comment-noise.md`; (d) the diff scope. Apply every non-KEEP verdict (this skill is the rung-1
fixer): DELETE and TRIM as returned; REWRITE using the critic's proposal;
`DELETE → route R3` verdicts are deleted here and reported as R3 leads for the
caller — never fixed here (extraction is @refactoring's move). Then re-spawn
the critic ONCE to confirm clean; a still-dirty re-critique is reported as-is,
never looped further.
8. **Report** in the FEATURE output format below.
</feature_mode>
<bootstrap_mode>
1. **Discover doc root(s)** per R9's discovery order (`.ai/` → `.ainav/` → `docs/`;
create `docs/` if none exists). Monorepo → one doc root + index per sub-project.
2. **Inventory existing docs**, classify each (feature / architecture / guide /
stale — classification table in reference.md), and **verify-or-add frontmatter**
(migration guidance in reference.md): a doc already conformant is left alone; an
un-inferable `type` goes to the advisory report, never guessed.
3. **Build or rebuild `index.md`**: bare except the root's `okf_version`, grouped
by topic, one line per doc — each line copied from the doc's `description`
(R9 drift-check rule); past ~300 lines it becomes a directory-shaped map of
maps, and the split lands in the same commit as the `See docs/...` path
rewrite (R9 index policy; templates in reference.md).
4. **Wire the root**: author the routing block once, in AGENTS.md — repo root
and, in a monorepo, nested per sub-project — then wire CLAUDE.md with the
`@AGENTS.md` embed plus the `@<docroot>/index.md` import (create a minimal
CLAUDE.md section if none exists; never restate the routing prose there).
Add or verify; snippets in reference.md.
5. **Teach and enforce**: create-or-verify `<docroot>/conventions.md` (template in
reference.md) — the ONE content file bootstrap generates (network
infrastructure, not a content doc) — listed FIRST in the index; copy the
plugin's `scripts/check-repo-brain.sh` into the target repo's `scripts/`
(verify-or-copy — a diverged copy is reported, never overwritten). The report
suggests CI wiring as plain `bash scripts/check-repo-brain.sh`; never add a
workflow file.
6. **Wire missing upward edges**: for each indexed (non-stale) doc with no code-side
edge, add ONE line — `// See <docroot>/<file>.md ...` — to the front-door anchor's
existing doc comment (anchor heuristic in reference.md), then confirm the package
still vets. Go files only — the gate verifies edges in `.go` files alone, so an
edge in another language is unverifiable; report such docs as unwired instead of
improvising. Wiring only: never rewrite the comment around it, never wire a stale
doc (its ⚠️ index flag is the finding), and skip — as a reported gap — any doc
whose anchor you cannot identify with confidence.
7. **Confirm and report**: re-run R9 Q1–Q3 and Q7 as confirmation — via the
installed script — a Q1 hit (a doc with no index line) means step 3 didn't land,
a Q3 hit means step 4 didn't, a Q7 hit means step 2 or 5 didn't; repair any
before reporting, and verify every edge added in step 6 resolves. The ADVISORY
findings list carries Q2 hits plus rung-2 gaps (two-signal criterion in
reference.md), any doc left unwired in step 6, and any `type` needing a human
call. Bootstrap wires and maps; it NEVER mass-generates content docs — those are
written incrementally by FEATURE mode.
</bootstrap_mode>
<output_format>
FEATURE mode:
```
DOCUMENTATION COMPLETE — FEATURE mode
Feature: <name>
Artifacts:
- <docroot>/<feature>.md (created/updated)
- godoc: <symbols touched, grouped by package>
- testable examples: <Example_* functions>
- index.md: <line added/refreshed>
Network edges added:
- code→docs: <symbol> → <docroot>/<feature>.md
- docs→code: <doc> → <symbols/packages cited>
- root: @<docroot>/index.md in CLAUDE.md (verified/added)
R9 self-check: Q1–Q3, Q7 clean · Q4–Q6 clean over diff
(or per hit: <Qn>: <evidence> — fixed by <R9 fix-pattern move>)
Comment critic: <N> reviewed — <D> deleted · <T> trimmed · <R> rewritten ·
clean on re-critique (or: <remaining verdicts, reported as-is>)
R3 leads (in-body extraction candidates, for the caller): <file:line, ...> (omit when none)
Expand recommendations (optional — omit the section when none):
- <Symbol> — consider expanding its godoc inline beyond the doc reference:
<one-line rationale>
```
BOOTSTRAP mode:
```
BOOTSTRAP COMPLETE
Doc root(s): <discovered/created; per sub-project if monorepo>
Index: <docroot>/index.md built — <N> docs, <M> groups; map of maps: <yes/no>
Frontmatter: <N> verified, <M> added
Root wiring: CLAUDE.md @import <added/verified> · AGENTS.md routing block <added/verified>
Conventions: <docroot>/conventions.md <created/verified>
Check script: scripts/check-repo-brain.sh <installed/verified> — suggest CI: bash scripts/check-repo-brain.sh
Upward edges: <K> wired — <doc> ← <anchor symbol> (<package>), ...
Advisory findings (reported, not fixed — FEATURE mode writes content):
- unwired: <doc> — indexed, but no confident front-door anchor; needs a human call
- broken edge: <source> → <target> (unresolved)
- gap: <package> — <dangling code→docs edge | entry points with no citing doc>
- stale: <doc> — indexed with ⚠️ flag; cites unresolved <symbol>; not edge-wired
- type?: <doc> — class not inferable; needs a human call
- diverged script: scripts/check-repo-brain.sh differs from the plugin's — not overwritten
```
</output_format>
<success_criteria>
- Every fact sits at its lowest viable rung of the documentation ladder; nothing
duplicated across rungs (R9 placement rule).
- New/updated docs joined the network: indexed, root-wired, edges in both directions.
- FEATURE: the R9 self-check ran and every hit was fixed before reporting.
- FEATURE: the comment-critic ran over the full diff, every non-KEEP verdict was
applied (R3 routes reported, not fixed), and the one re-critique confirmed clean
— or the remainder is reported as-is.
- BOOTSTRAP: root(s) + index + root wiring + conventions.md + check
script exist; frontmatter verified-or-added on every content doc; every
confidently-anchorable doc has an upward edge; gaps reported; zero content docs
generated (conventions.md and the copied script are the two sanctioned
artifacts).
- All prose passes the 5-year reader test; zero changelog-style entries.
</success_criteria>
<constraints>
This skill MUST NOT:
- Restate R9 content — the documentation ladder, invariants, and policies are cited,
never copied.
- Append change history to docs — current behavior only, always.
- Mass-generate content docs in BOOTSTRAP mode — advisory gap report only
(conventions.md and the copied check script are the two sanctioned artifacts).
- Fill templates for their own sake — reference.md's templates are menus; R9's
comment policy decides what earns its place.
- Spawn anything other than `comment-critic`, loop the critique more than one
fix-and-recheck round, or fix `DELETE → route R3` verdicts itself (extraction
belongs to @refactoring).
</constraints>
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