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RAG MCP server

by proofofsid

RAG-MCP Server

A general-purpose Retrieval-Augmented Generation (RAG) server using the Model Control Protocol (MCP), designed to be tested with RISC Zero's Bonsai documentation.

Overview

This project implements a RAG server that:

  • Uses MCP (Model Control Protocol) for standardized communication
  • Implements RAG (Retrieval-Augmented Generation) workflow for document querying
  • Can be tested with RISC Zero's Bonsai documentation
  • Supports local LLM integration through Ollama

Features

  • Document ingestion and indexing
  • Semantic search capabilities
  • Local LLM integration
  • MCP protocol compliance
  • RISC Zero Bonsai documentation support

Prerequisites

  • Python 3.12+
  • Ollama (for local LLM support)
  • Poetry (for dependency management)

Installation

  1. Install Python dependencies:
poetry install
  1. Install and start Ollama:
# Install Ollama brew install ollama # for macOS # or curl -fsSL https://ollama.com/install.sh | sh # for Linux # Start Ollama service ollama serve
  1. Pull the required model:
ollama pull llama2

Usage

  1. Start the MCP server:
poetry run python mcp_server.py
  1. The server will:
    • Initialize the LLM and embedding model
    • Ingest documents from the data directory
    • Process queries using the RAG workflow
  2. Test with RISC Zero Bonsai docs:
    • Place RISC Zero Bonsai documentation in the data/ directory
    • Query the server about Bonsai features and implementation

Project Structure

  • mcp_server.py: Main server implementation
  • rag.py: RAG workflow implementation
  • data/: Directory for document ingestion
  • storage/: Vector store and document storage
  • start_ollama.sh: Script to start Ollama service

Testing with RISC Zero Bonsai

The server is configured to work with RISC Zero's Bonsai documentation. You can:

  1. Add Bonsai documentation to the data/ directory
  2. Query about Bonsai features, implementation details, and usage
  3. Test the RAG workflow with Bonsai-specific questions

Made with ❤️ by proofofsid

-
security - not tested
F
license - not found
-
quality - not tested

hybrid server

The server is able to function both locally and remotely, depending on the configuration or use case.

Implements a RAG workflow that integrates with any custom knowledge base and can be triggered directly from the Cursor IDE.

  1. Overview
    1. Features
      1. Prerequisites
        1. Installation
          1. Usage
            1. Project Structure
              1. Testing with RISC Zero Bonsai
                1. Made with ❤️ by proofofsid

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