2.7k★qmd – OpenClaw Skill
qmd is an OpenClaw Skills integration for data analytics workflows. Local search/indexing CLI (BM25 + vectors + rerank) with MCP mode.
2.7k stars6.3k forksSecurity L1
Updated Feb 7, 2026Created Feb 7, 2026data analytics
Skill Snapshot
| name | qmd |
| description | Local search/indexing CLI (BM25 + vectors + rerank) with MCP mode. OpenClaw Skills integration. |
| owner | instant-picture |
| repository | instant-picture/qmd-1-0-0 |
| language | Markdown |
| license | MIT |
| topics | |
| security | L1 |
| install | openclaw add @instant-picture/qmd-1-0-0 |
| last updated | Feb 7, 2026 |
Maintainer

File Explorer
2 files
.
_meta.json
279 BSKILL.md
817 BSKILL.md
name: qmd description: Local search/indexing CLI (BM25 + vectors + rerank) with MCP mode. homepage: https://tobi.lutke.com metadata: {"clawdbot":{"emoji":"📝","requires":{"bins":["qmd"]},"install":[{"id":"node","kind":"node","package":"https://github.com/tobi/qmd","bins":["qmd"],"label":"Install qmd (node)"}]}}
qmd
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.
README.md
No README available.
Permissions & Security
Security level L1: Low-risk skills with minimal permissions. Review inputs and outputs before running in production.
Requirements
- OpenClaw CLI installed and configured.
- Language: Markdown
- License: MIT
- Topics:
FAQ
How do I install qmd?
Run openclaw add @instant-picture/qmd-1-0-0 in your terminal. This installs qmd into your OpenClaw Skills catalog.
Does this skill run locally or in the cloud?
OpenClaw Skills execute locally by default. Review the SKILL.md and permissions before running any skill.
Where can I verify the source code?
The source repository is available at https://github.com/openclaw/skills/tree/main/skills/instant-picture/qmd-1-0-0. Review commits and README documentation before installing.
