Search markdown and text documents with hybrid keyword and semantic retrieval.
npx skills add https://github.com/Z43L/zeus-agent --skill qmd-z43l
Please help me install this Agent Skill. Skill: qmd Source: https://github.com/Z43L/zeus-agent/tree/main/optional-skills/research/qmd Command: npx skills add https://github.com/Z43L/zeus-agent --skill qmd-z43l
Finding the right information inside a growing collection of personal notes, meeting transcripts, and documents becomes slow and unreliable with simple keyword search.
Ask your agent to set up qmd by querying your notes with hybrid search for the phrase “what decisions were made about the database migration”.
High-intent search queries and answers about installing and using this skill.
You can search markdown and text documents across personal knowledge bases using hybrid keyword and semantic retrieval, with optional LLM reranking to improve the ordering of the most relevant matches.
Yes, local document search runs entirely on-device without cloud dependencies, performing local indexing and embeddings so your personal notes and meeting transcripts remain private while still supporting fast hybrid querying.
You integrate local vector RAG into agent workflows by exposing search and retrieval tools via MCP, enabling your agent to query indexed markdown and text documents and retrieve exact documents by ID or path.
The best way to search meeting transcripts for past decisions is using hybrid BM25 and vector retrieval, which combines fast keyword matching with semantic understanding to quickly find what was decided about specific topics in your notes.
After a hybrid search, you can retrieve exact documents by querying their specific document ID or file path, enabling follow-up retrieval to pull the full source text directly from your locally indexed knowledge base.
steipeteIndex local files and search them with BM25, vector, and hybrid queries.
PieroSierraGenerates follow-up answers for conversation threads using knowledge base information.
anyprotoRoute prompts to appropriate Claude skills and manage activation rules.
jonnabioIndex and retrieve documents using semantic embeddings and metadata.
