skills$openclaw/qmd
steipete1.8k

by steipete

qmd – OpenClaw Skill

qmd is an OpenClaw Skills integration for data analytics workflows. Local search/indexing CLI (BM25 + vectors + rerank) with MCP mode.

1.8k stars2.4k forksSecurity L1
Updated Feb 7, 2026Created Feb 7, 2026data analytics

Skill Snapshot

nameqmd
descriptionLocal search/indexing CLI (BM25 + vectors + rerank) with MCP mode. OpenClaw Skills integration.
ownersteipete
repositorysteipete/qmd
languageMarkdown
licenseMIT
topics
securityL1
installopenclaw add @steipete/qmd
last updatedFeb 7, 2026

Maintainer

steipete

steipete

Maintains qmd in the OpenClaw Skills directory.

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2 files
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_meta.json
260 B
SKILL.md
817 B
SKILL.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 (default http://localhost:11434).
  • Index lives under ~/.cache/qmd by 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 @steipete/qmd 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/steipete/qmd. Review commits and README documentation before installing.