[GitHub Trending] tobi/qmd
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Local CLI search engine is a practical developer tool for privacy-focused knowledge management.
QMD is an open-source on-device search engine that indexes markdown and documents using BM25, vector embeddings, and LLM reranking via node-llama-cpp with GGUF models. It exposes an MCP server with HTTP transport for agent integration, supporting hybrid queries and context hierarchies to improve retrieval for AI workflows.
Deploy QMD's MCP HTTP daemon to provide persistent, cached model inference for efficient context retrieval in your AI agent workflows.
For your focus on agent orchestration, QMD provides a local, privacy-preserving alternative to cloud-based retrieval, reducing latency and cost while enhancing context-aware document selection in multi-agent systems.