faq-mine

SkillDocs & knowledge

Mine docs/faq.md from README.md, docs/*.md, and the pi-hermes memory stores. Dispatches @fast subagents per source, dedupes against the existing FAQ, and merges entries in caveman style. Use when asked to "build / regenerate / extend the FAQ", "mine docs into FAQ", "mine hermes memory into FAQ", "surface runtime problems in the FAQ", or "create FAQ from README + docs".

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the faq-mine skill

What this skill tells your AI

The instructions your AI receives, as published by blackbelttechnology/pi-agent-dashboard in packages/authoring-toolkit/.pi/skills/faq-mine/SKILL.md and read by ahel’s review.

Orchestrate FAQ extraction from project knowledge docs AND pi-hermes memory stores into docs/faq.md.

Two source classes:

  • Docs — README.md + evergreen docs/*.md. How-to / what-is questions.
  • Hermes memory — accumulated runtime problems (tool-quirks, failures, insights, corrections) that never reach the docs. These carry the "why does X fail / how do I fix Y" answers a future agent keeps re-discovering.

Inputs:

  • Optional --docs <a.md>,<b.md> — explicit doc list. Default = README.md + every evergreen docs/*.md. --docs skip = memory-only run (disables doc mining; the ship-change harvest path).
  • Optional --memory <off|project|failures|all> — hermes stores to mine. Default failures = project store + global failures.md (relevance-filtered). off = docs only. all = also global MEMORY.md.
  • Optional --max <N> — entry cap per source (default ~10).

Non-interactive: passing BOTH --docs (incl. --docs skip) and --memory skips the Phase 1 prompt — the headless invocation faq-mine --docs skip --memory failures runs memory-only with no ask_user.


Phase 0 — Pre-flight

  1. Read docs/faq.md if it exists. Extract every ## <Question> heading into a dedupe list.
    • If file missing, create with header:
      # FAQ
      
      FAQ. How-to answers that already live in README.md + docs/. New entries here when same question recurs.
      
  2. Enumerate candidate source docs (SKIP this whole step when --docs skip — memory-only run):
    ls README.md docs/*.md 2>/dev/null
    
    Exclude:
    • docs/faq.md itself
    • docs/faq.agent.md (condensed index derived FROM faq.md — refreshed in Phase 4, never mined)
    • docs/AGENTS.md and any AGENTS.md (index, not narrative)
    • docs/session-knowledge-*.md (point-in-time notes)
    • docs/spec-gap-analysis.md and any *-resolved.md (transient analyses)
    • Anything matching docs/.faq-draft-*.md (in-flight draft)
  3. For each remaining doc, capture wc -l to surface size.
  4. Enumerate hermes memory stores (unless --memory off):
    PROJ=$(basename "$(git rev-parse --show-toplevel)")
    ls -l "$HOME/.pi/agent/projects-memory/$PROJ/MEMORY.md" \
          "$HOME/.pi/agent/pi-hermes-memory/failures.md" \
          "$HOME/.pi/agent/pi-hermes-memory/MEMORY.md" 2>/dev/null
    
    • Project store projects-memory/$PROJ/MEMORY.md — all entries repo-scoped, no filter. If $PROJ dir absent (e.g. worktree name differs), ls ~/.pi/agent/projects-memory/ and pick the matching dir; skip if none.
    • Global pi-hermes-memory/failures.mdmixed across projects, needs a repo-relevance filter (subagent applies it).
    • Global pi-hermes-memory/MEMORY.md — mixed, only when --memory all.
    • Any store path that does not exist: skip silently (fresh machine).

Phase 1 — Confirm scope

Use ask_user (multiselect) to let the user pick which sources to mine — list the docs AND the resolved hermes stores as options. Pre-select the evergreen docs + the project store + failures.md. Skip the prompt only when the user already passed both --docs and --memory.

Phase 2 — Parallel extraction (@fast subagents)

Dispatch ONE general-purpose subagent with model: @fast, run_in_background: true per selected source (docs AND stores). All agents run in parallel — each writes to its OWN draft file to avoid write conflicts:

  • Docs → docs/.faq-draft-<basename>.md
  • Stores → docs/.faq-draft-mem-<label>.md (label = project | failures | memory)

Phase 2A — Doc mining

Subagent prompt template (substitute <DOC> with the source doc path):

Mine FAQ-worthy entries from <DOC> and write them to a NEW file docs/.faq-draft-<basename>.md. Do NOT touch any other file.

STEP 1 — read existing docs/faq.md. Extract every ## <Question> heading. DEDUPE: skip questions already covered (or trivially equivalent).

STEP 2 — read <DOC> fully. Identify recurring how-to / what-is questions a user or future agent would actually ask. Aim for 4–10 entries. Quality > quantity. Skip implementation trivia.

STEP 3 — write the draft using the EXACT format of existing faq.md entries:

## <Question>?

<one-line terse answer>

Command: `<cmd>` (when applicable; omit for what-is questions).

<optional bullets / sub-sections with concrete tokens>

Cross-refs:
- <DOC>:<line>
- <other source file:line>

CAVEMAN STYLE (verbatim, all docs/ prose obeys):

  • Short declarative fragments. Drop articles (a/an/the) and most copulas (is/are/was) when meaning survives.
  • Subject → verb → object, present tense. No hedging, no marketing voice, no "we", no "you".
  • One fact per line/row. No restating context the file already establishes.
  • Prefer concrete tokens (paths, function names, env vars, ports, exit codes) over prose.
  • Keep symbols/identifiers verbatim; only connective tissue compresses.

Verify every command + path against the source doc. No invented flags, no speculation. Confirm completion in your final reply with the entry count.

Phase 2B — Hermes memory mining

Runtime problems live in the hermes stores as §-separated terse entries, each stamped <!-- created=…, last=… -->. Convert each FAQ-worthy problem into a symptom-first Q&A entry. One subagent per store.

Subagent prompt template (substitute <STORE> = absolute store path, <LABEL> = project|failures|memory, <FILTER> = the relevance rule below):

Mine FAQ-worthy runtime problems from the pi-hermes memory store <STORE> and write them to a NEW file docs/.faq-draft-mem-<LABEL>.md. Do NOT touch any other file.

STEP 1 — read existing docs/faq.md. Extract every ## <Question> heading. DEDUPE: skip any problem already covered (or trivially equivalent — e.g. RPC-keeper, ctx-stats, session-stuck entries already exist).

STEP 2 — read <STORE> fully. Entries are separated by lines containing only §. Each entry may be prefixed [failure]/[correction]/[insight]/[convention]/[tool-quirk] and ends with an HTML <!-- created=… --> comment. IGNORE the comment metadata.

STEP 3 — for each KEPT entry, write a symptom-first FAQ entry in the EXACT faq.md format:

## Why does <symptom>? (or: How do I fix <symptom>?)

<one-line root cause — terse>

Fix: `<cmd>` (or the concrete file/edit; omit when not a command).

<optional bullets: concrete tokens — paths, env vars, flags, exit codes>

Cross-refs:
- <STORE>
- <every file path / package named inside the entry>
  • Question = the OBSERVABLE symptom a user/agent would search (the error string, the wrong behaviour), NOT the internal cause. A reader who hits the problem must recognise their symptom in the heading.
  • Keep the wrong-way → right-way fix intact; that is the whole value of the entry.
  • Merge near-duplicate store entries (same problem, consolidated across dates) into ONE FAQ entry.

CAVEMAN STYLE (verbatim, all docs/ prose obeys):

  • Short declarative fragments. Drop articles (a/an/the) and most copulas (is/are/was) when meaning survives.
  • Subject → verb → object, present tense. No hedging, no marketing voice, no "we", no "you".
  • One fact per line. No restating context the file already establishes.
  • Prefer concrete tokens (paths, function names, env vars, ports, exit codes) over prose.
  • Keep symbols/identifiers verbatim; only connective tissue compresses.

Verify every command + path against the source entry. No invented flags, no speculation — if an entry lacks a concrete fix, skip it. Confirm completion in your final reply with the kept/skipped counts.

<FILTER> value by store:

  • Project store (<LABEL>=project): STEP 2b — no filter. Every entry is scoped to this repo; consider all of them.
  • Global failures.md / MEMORY.md (<LABEL>=failures|memory): STEP 2b — RELEVANCE FILTER. This store mixes many projects. KEEP only entries about THIS project specifically, its paths (packages/, docs/, openspec/, src/), or a dev-in-this-repo tooling quirk (test runner, linter, build tool, git worktree, etc.). DROP everything else (unrelated product decks, OAuth-license research, Drive/rclone uploads, other repos). When unsure, DROP.

Wait for all agents (2A + 2B) to finish.

Phase 3 — Cross-draft dedupe

  1. Run:
    grep -n '^## ' docs/.faq-draft-*.md
    
  2. Cluster near-duplicate questions across drafts (same topic, different phrasing). Keep the entry with more concrete tokens / detail; remove the weaker one with a targeted Edit.
    • Cross-store dup: the same runtime problem can appear in BOTH the project store and failures.md. Keep the one carrying the concrete fix; drop the other.
    • Doc-vs-memory dup: when a memory draft restates a problem a doc draft already covers, keep whichever has the actionable fix + cross-refs.
  3. Detect false-positive headings inside fenced code blocks and ignore (e.g. ## [Unreleased] example inside ```markdown blocks is content, not a heading).

Phase 4 — Merge & cleanup

cat docs/.faq-draft-*.md >> docs/faq.md && rm docs/.faq-draft-*.md
grep -c '^## ' docs/faq.md
wc -l docs/faq.md

Then refresh the condensed index docs/faq.agent.md so new entries appear in the pull-only map. Delegate to ONE general-purpose subagent (docs/ write → subagent per Rule 6):

Append condensed one-liners for these NEW faq.md entries to docs/faq.agent.md. For each, add a line - <short question stem> — <key answer / fix in ≤12 words> under a ## Runtime problems & quirks section (create the section if absent, at the end). Keep the existing sections untouched. Caveman style. New questions + answers: <paste the merged headings + one-line answers>.

Report to user:

  • Total entries before / after (faq.md).
  • Entries added per source (table: doc/store → count).
  • For memory stores: kept vs skipped-by-relevance-filter counts.
  • Any duplicates dropped during Phase 3 (cross-store + doc-vs-memory).
  • faq.agent.md lines appended.
  • One-line note on false-positive ## headings inside code fences (if any).

Rules — Documentation Update Protocol compliance

This skill writes under docs/ (faq.md + faq.agent.md). Per AGENTS.md:

  • All docs/ writes go through subagents (general-purpose). Main orchestrator only cat/rm/Edits for merge + targeted dedupe.
  • Caveman style is mandatory and passed verbatim to every subagent prompt.
  • Every command/path/flag in a generated entry must be verified against the source doc / store entry; no speculation.
  • Hermes stores are READ-ONLY inputs — never edit ~/.pi/agent/**. Extraction copies knowledge into faq.md; it does not move or prune the memory.
  • Do NOT rename or delete existing faq.md ## headings — packages/shared/src/tool-registry/__tests__/install-hints.test.ts asserts each tool docsAnchor maps to a heading. Append only.

Anti-patterns (do not)

  • Do NOT have multiple subagents write to the same file in parallel — race condition.
  • Do NOT mine AGENTS.md (incl. docs/AGENTS.md) or docs/faq.agent.md — indexes, not narrative knowledge.
  • Do NOT mine session-knowledge-*.md or spec-gap-analysis.md — point-in-time notes; entries would rot fast.
  • Do NOT skip the global-store relevance filter — failures.md/MEMORY.md mix projects; unfiltered mining leaks other repos' quirks into this FAQ.
  • Do NOT phrase a runtime-problem heading by its internal cause — use the observable symptom (error string / wrong behaviour) so a reader recognises it.
  • Do NOT skip Phase 0 dedupe — re-running the skill must not double-add the same questions.
  • Do NOT drop the per-entry Cross-refs: block — agents lose the source trail otherwise (memory entries cross-ref the store path).

Signals

GitHub stars
283
Forks
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Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
faq-mine
Source
github.com/blackbelttechnology/pi-agent-dashboard