What is hybrid search in QMD?

Hybrid search combines BM25 (keyword matching) with vector search (meaning/context) and LLM re-ranking to deliver the most accurate results possible for a query.

QMD is a local, on-device search engine that indexes markdown files to provide fast keyword and semantic retrieval for personal knowledge bases.

How do I install the QMD CLI?

You can install the necessary CLI tool using Bun with the command: bun install -g https://github.com/tobi/qmd.

Can I search specific folders with this skill?

Yes, QMD uses 'collections' to organize files. You can restrict your search to a specific collection or search across all indexed files.

Does QMD require an internet connection?

QMD is designed to be a local search engine. While indexing and basic search are local, specific vector or re-ranking features may depend on your local setup or chosen LLM provider.

QMD Markdown Search

Name: QMD Markdown Search
Author: Anrahya

byAnrahya

0•

学习与文档

Search and retrieve information from local markdown knowledge bases, notes, and documentation using hybrid semantic search.

QMD is a powerful local search engine designed for markdown content, enabling Claude to instantly access your personal notes, meeting transcripts, and project documentation. By combining BM25 keyword matching, vector-based semantic search, and LLM re-ranking, it provides highly relevant results even when exact keywords aren't known. This skill is ideal for developers and knowledge workers who need to query their private repositories of information to answer questions, find specific documents, or synthesize insights from past work directly within their coding environment.

主要功能

01Seamless integration with MCP tools for high-fidelity Claude interactions

02Hybrid search combining BM25, vector semantic search, and LLM re-ranking

03Multi-collection support for organizing separate knowledge bases

04Fast on-device indexing of markdown files, notes, and transcripts

050 GitHub stars

06Granular document retrieval by path, docid, or glob patterns

使用场景

01Finding specific project details or architectural decisions in technical documentation

02Retrieving implementation notes or code snippets from a personal developer journal

03Summarizing meeting transcripts or personal notes based on conceptual queries

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add anrahya/qmd-renoa qmd

For use in Claude.ai and ChatGPT