qmd
SkillSearchLocal search/indexing CLI (BM25 + vectors + rerank) with MCP mode.
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 qmd skill
What this skill tells your AI
The instructions your AI receives, as published by craftos-dev/craftbot in skills/qmd/SKILL.md and read by ahel’s review.
Use qmd to index local files and search them.
Indexing
- Add collection:
qmd collection add /path --name docs --mask "**/*.md" - Update index:
qmd update - Status:
qmd status
Search
- BM25:
qmd search "query" - Vector:
qmd vsearch "query" - Hybrid:
qmd query "query" - Get doc:
qmd get docs/path.md:10 -l 40
Notes
- Embeddings/rerank use Ollama at
OLLAMA_URL(defaulthttp://localhost:11434). - Index lives under
~/.cache/qmdby default. - MCP mode:
qmd mcp.
Signals
- GitHub stars
- 382
- Forks
- 45
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
qmd-craftos-dev- Source
- github.com/craftos-dev/craftbot