Index local knowledge bases and search notes with hybrid retrieval.
npx skills add https://github.com/zulumonkeymetallic/bob --skill qmd-zulumonkeymetallic
Please help me install this Agent Skill. Skill: qmd Source: https://github.com/zulumonkeymetallic/bob/tree/main/optional-skills/research/qmd Command: npx skills add https://github.com/zulumonkeymetallic/bob --skill qmd-zulumonkeymetallic
Local, on-device search for personal knowledge bases, notes, docs, and meeting transcripts, delivering fast, private retrieval without cloud dependencies.
Install qmd and index your documents locally, then run a query to locate relevant notes.
High-intent search queries and answers about installing and using this skill.
Local hybrid search indexes personal knowledge bases on-device, enabling fast retrieval across notes and transcripts without cloud dependencies. It combines BM25 keyword search, vector semantic search, and LLM reranking to deliver private results.
Hybrid retrieval combines BM25 keyword search with vector semantic search and LLM-based reranking. This mechanism ensures high-quality results when querying personal knowledge management systems, academic research notes, or meeting transcripts across multiple collections.
Yes, local knowledge base indexing requires a local runtime like a Node.js environment. You need the ability to run the QMD CLI to index documents locally and execute queries to locate relevant notes.
Yes, local search supports optional MCP integration to connect your indexed knowledge base to external tooling. This allows CLI-driven workflows to extend retrieval capabilities into broader agent-based ecosystems.
The best way to search academic research notes locally is using a hybrid retrieval system that indexes Markdown notes and documents on-device. It applies BM25, vector search, and LLM reranking across multiple collections for high-quality results.
ChimeraFoundationaIndex local markdown notes, transcripts, and docs for hybrid on-device search.
LauraFlorentinRetrieves relevant documents from a knowledge base to ground responses.
AlexiosBluffMaraRoute external POST events to Hermes agent runs via CLI.
PlaidmustacheSearch local knowledge bases with hybrid BM25 and vector retrieval.
