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MINIRAG-MCP

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An MCP interface to MiniRag, with sampling!

MINIRAG-MCP

An MCP Server wrapper around MiniRAG that leverages LLM sampling for client-managed inference.

Core function

MiniRag is an MCP project geared towards efficient and reliable retrieval by small language models). Minirag-MCP makes MiniRAG easier to plug into on-device agent flows.

Additional bells and whistles

  • UV management of dependencies that avoid complications in minirag setup
  • LLM sampling (inference calls managed by MCP client) with built-in constrained decoding for enhanced reliability

Feature roadmap

  • RAG retrieval
    • naive retrieval algorithm, implementing a basic query of the vector database
    • minirag algorithm, which operates on graph
  • basic insertion (and reindexing)
  • advanced insertion of content from the web

Quick Start

uv run server.py

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