Wiki Query

SkillSearch

Lets your agent search the user's wikis and return the most relevant passages with citations.

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 Wiki Query skill

About this capability

Query pro-workflow wikis via SQLite FTS5 BM25 retrieval. Returns top-K passages with citations. Use when answering a question that any of the user's wikis already covers, when the user says "what does the wiki say about X", "ask wiki", "search wikis", or before drafting a new wiki page (to avoid dup

What this skill tells your AI

The instructions your AI receives, as published by rohitg00/pro-workflow in skills/wiki-query/SKILL.md and read by ahel’s review.

FTS5 BM25 retrieval over wiki pages indexed by wiki-builder.

When to use

  • Before writing any new wiki page → check coverage first
  • User asks a domain question that may already live in a wiki
  • "Ask the wiki: "
  • Verifying citations before quoting a claim
  • SessionStart auto-load when prompt matches a known wiki topic

Commands

node $SKILL_ROOT/scripts/query.js search "<query>" [--wiki <slug>] [--limit 10] [--json]
node $SKILL_ROOT/scripts/query.js related <slug> <rel-path> [--limit 5]
node $SKILL_ROOT/scripts/query.js show <slug> <rel-path>

search with no --wiki ranks across all wikis. related finds adjacent pages by reusing the page's title + summary as the query.

Output

JSON-friendly. Each hit:

{
  "page_id": 12,
  "wiki_slug": "agent-memory",
  "rel_path": "wiki/concepts/episodic-memory.md",
  "title": "Episodic Memory",
  "snippet": "... [time-stamped] traces, distinct from semantic ...",
  "rank": -3.21
}

Lower (more negative) rank = better BM25 match.

Citing back

Every wiki hit must be cited as:

[wiki:<slug>] <title> — `<rel_path>`

Do not paraphrase a hit without showing the source.

SessionStart integration

When pro-workflow's SessionStart hook detects wiki-relevant terms in the user prompt, it runs query.js search "<prompt>" --limit 3 and injects top hits into the session as a hint:

[wiki-query] 3 relevant pages:
- agent-memory · wiki/concepts/episodic-memory.md
- agent-memory · wiki/papers/park-2023-generative-agents.md
- ...

Helps Claude recall existing knowledge instead of redoing research.

Limits (Phase 3.3.0)

  • BM25 only. Vector search arrives 3.3.2 with sqlite-vec.
  • No re-ranking. MMR diversity arrives with the research loop in 3.3.1.
  • Snippet window is 16 tokens around match — tune via --snippet-len.

Signals

GitHub stars
3k
Forks
285
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
wiki-query-rohitg00
Source
github.com/rohitg00/pro-workflow