Search local text files with hybrid BM25, vector, and LLM reranking.
npx skills add https://github.com/kotakbiasa/hermes-agent --skill qmd-kotakbiasa
Please help me install this Agent Skill. Skill: qmd Source: https://github.com/kotakbiasa/hermes-agent/tree/main/optional-skills/research/qmd Command: npx skills add https://github.com/kotakbiasa/hermes-agent --skill qmd-kotakbiasa
BM25 keyword search, semantic vector search, and LLM reranking are combined to enable fast, private local search across notes, transcripts, and documents.
Add your collections and run qmd embed to build the index.
High-intent search queries and answers about installing and using this skill.
Hybrid retrieval merges BM25 keyword matching with semantic vector search and LLM-powered reranking to deliver high-quality local search results across markdown notes and transcripts without cloud dependencies.
Yes, local search runs entirely on-device without cloud dependencies, ensuring private queries across personal knowledge bases by processing text-based files stored locally on your machine.
To build a search index, add your collections of meeting transcripts and documentation, then run the embed CLI tool to generate the vector and BM25 indices required for hybrid retrieval.
Yes, Node.js is required to execute the CLI tools for collection management, context tagging, and MCP-enabled workflows that facilitate hybrid retrieval and LLM reranking on local files.
Yes, it supports MCP integration by exposing tools for Hermes Agent workflow automation and external MCP clients, enabling automated hybrid retrieval within agent-driven pipelines.
LLM reranking for local knowledge base search requires sufficient on-device compute resources, and the hybrid retrieval engine is limited to querying text-based files like markdown notes and documentation.
ChimeraFoundationaIndex local markdown notes, transcripts, and docs for hybrid on-device search.
eddieluengSearch local markdown and text collections with hybrid retrieval and reranking.
juliuss1907Connects Model Context Protocol servers to Hermes Agent for external tools and services.
JuanMS20Index Markdown and text files for local hybrid search with BM25, vectors, and reranking.
