Wiki Query
SkillSearchLets 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.
No other account needed.
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
SessionStartauto-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