Index markdown notes and transcripts with BM25, vector search, and LLM reranking.
npx skills add https://github.com/samuelmukoti/myai-agent --skill qmd-samuelmukoti
Please help me install this Agent Skill. Skill: qmd Source: https://github.com/samuelmukoti/myai-agent/tree/main/optional-skills/research/qmd Command: npx skills add https://github.com/samuelmukoti/myai-agent --skill qmd-samuelmukoti
Local, on-device search across markdown notes, docs, and transcripts using a hybrid retrieval engine that combines BM25, vector search, and LLM reranking for fast, private results.
Ask qmd to search your local notes, docs, and meeting transcripts for a topic and review the top results.
High-intent search queries and answers about installing and using this skill.
You can search markdown notes and meeting transcripts locally by indexing them on-device with a hybrid engine that combines BM25 keyword matching, semantic vector search, and LLM reranking for fast, private results.
Hybrid retrieval for personal knowledge bases combines BM25 keyword matching, semantic vector search, and LLM-based reranking to deliver high-quality search results across local collections of notes and documents.
Yes, local vector search works entirely on-device. It indexes your notes, docs, and transcripts locally, ensuring fast, private queries without sending your personal knowledge base to external servers.
Yes, you can use MCP integration to search local documentation. The engine operates in MCP stdio or HTTP daemon modes, supporting warm models and allowing external tooling to query your local collections.
Yes, running a local knowledge base search requires Node.js >= 22 and SQLite with extension support, specifically needed for macOS environments to index files and execute private queries.
The best way to search exported contexts across local collections is using a hybrid retrieval engine that merges BM25, vector search, and LLM reranking, providing fast and private results via CLI or MCP integration.
peteromalletIndex and search local markdown and text documents with hybrid retrieval.
zengbaochengConnect to MCP servers and register their tools in Hermes Agent.
lanejSearch and audit personal knowledge bases with hybrid vector and BM25 indexing.
math-incIndex and search private notes locally with hybrid retrieval.
