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QMD Knowledge Search

Name: QMD Knowledge Search
Author: pratiknarola

by Pratik Narola · GitHub ↗ · v1.0.0 · MIT-0

cross-platform ✓ Security Clean

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Install in OpenClaw

/install qmd-knowledge-search

Description

Query the local knowledge base (OpenClaw docs, skills, internal wikis) using the QMD hybrid search engine (BM25 + Vector + LLM Re-ranking). Use this for tech...

README (SKILL.md)

QMD Search

Access the local knowledge base at /root/clawd/knowledge.

Usage

Search (Hybrid)

Best for general queries. Combines keyword and semantic search with re-ranking.

qmd query "your query here"

Search (Fast)

Keyword-only search. Use for exact phrases.

qmd search "exact phrase"

Get Document

Read a specific document by path or docid (from search results).

qmd get "path/to/doc.md" --full

Tips

Use --json if you need structured output for processing.
Use --min-score 0.5 to filter noise.
The knowledge base includes:
- OpenClaw Documentation (openclaw-docs/)
- Skill Definitions (skills/)
- QMD Documentation (qmd.md)

Usage Guidance

Install this if you want agents to search the local QMD knowledge base. Be aware that queries may surface content from local docs, skills, or internal wikis, so use it only in environments where that knowledge base is intended for agent access.

Capability Assessment

ℹ Purpose & Capability

The stated purpose is local knowledge-base search, and the commands shown only query or retrieve documents through the qmd CLI; access to internal wikis or skill definitions is expected for that purpose.

✓ Instruction Scope

Instructions are limited to search and document retrieval examples and do not ask the agent to override user control, hide activity, mutate files, or perform unrelated actions.

✓ Install Mechanism

The artifact consists of a single SKILL.md file with no install scripts, package dependencies, or executable payloads.

ℹ Credentials

The skill assumes qmd is installed and that /root/clawd/knowledge is the intended local knowledge base; users should only install it where that local data source is appropriate to search.

✓ Persistence & Privilege

No persistence mechanism, privilege escalation, background worker, credential handling, or automatic indexing behavior is present in the artifact.

How to Use

Make sure OpenClaw is installed (local or Docker)
Run the install command in chat: /install qmd-knowledge-search
After installation, invoke the skill by name or use /qmd-knowledge-search
Provide required inputs per the skill's parameter spec and get structured output

Version History

v1.0.0

Hybrid search engine (BM25 + Vector + LLM Reranking) for local knowledge bases. Index docs, skills, wikis. Query with natural language.

Metadata

Slug qmd-knowledge-search

Version 1.0.0

License MIT-0

All-time Installs 0

Active Installs 0

Total Versions 1

Frequently Asked Questions

What is QMD Knowledge Search?

Query the local knowledge base (OpenClaw docs, skills, internal wikis) using the QMD hybrid search engine (BM25 + Vector + LLM Re-ranking). Use this for tech... It is an AI Agent Skill for Claude Code / OpenClaw, with 45 downloads so far.

How do I install QMD Knowledge Search?

Run "/install qmd-knowledge-search" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is QMD Knowledge Search free?

Yes, QMD Knowledge Search is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does QMD Knowledge Search support?

QMD Knowledge Search is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created QMD Knowledge Search?

It is built and maintained by Pratik Narola (@pratiknarola); the current version is v1.0.0.

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