JantonioFC /wiki-query
Ask the wiki a question. The librarian reads index.md first, picks relevant pages across categories, synthesizes an answer with citations, and offers to file the answer back into the wiki so your explorations compound.
Usage
/wiki-query "<your question>"
/wiki-query "what does the wiki say about sparse autoencoders?"
/wiki-query "compare monosemanticity and polysemanticity across my sources"
/wiki-query "which sources disagree on scaling laws?"
/wiki-query "give me a comparison table of SAE vs linear probing"
What happens
- Index-first read — reads
wiki/index.mdto find relevant pages - Drill-in — reads 3-10 pages in full (synthesis + concepts + sources + entities)
- Follow links — opportunistically follows wikilinks between pages
- Fallback search — if the index isn't enough, runs
engineering/llm-wiki/skills/llm-wiki/scripts/wiki_search.py(BM25) - Synthesize — composes a direct answer + supporting detail + inline
[[sources/xxx]]citations + "Related pages" section - Offer to file back — asks whether to save this as a new wiki page (usually in
comparisons/orsynthesis/)
Output formats
The answer's format follows the question:
| Question shape | Output |
|---|---|
| "What is X?" | Markdown explanation with citations |
| "A vs B" | Comparison table |
| "Give me a slide deck on X" | Markdown synthesis → /wiki-marp to render |
| "Chart the trend in X" | Python script + saved chart in wiki/assets/charts/ |
Sub-agent
This command dispatches the wiki-librarian sub-agent. See agents/wiki-librarian.md.
Scripts
engineering/llm-wiki/skills/llm-wiki/scripts/wiki_search.py— BM25 fallback searchengineering/llm-wiki/skills/llm-wiki/scripts/append_log.py— log filed answers
Rules
- Read the index first. No grep-everything.
- Every claim cites a page with a
[[wikilink]]. - Offer to file the answer back — but only for substantive answers worth keeping.
Skill Reference
→ engineering/llm-wiki/skills/llm-wiki/SKILL.md
→ engineering/llm-wiki/skills/llm-wiki/references/query-workflow.md