KonstantinSKY/rag-mcp-server

RAG MCP Server

A minimal Model Context Protocol (MCP) server built in Rust using the Rocket framework. This server provides a simple HTTP API for search functionality and is designed to be extended with RAG (Retrieval-Augmented Generation) capabilities.

Features

• HTTP API: Simple REST endpoint for search queries
• Rocket Framework: Built using Rust's Rocket web framework
• JSON Support: Accepts and returns JSON payloads
• Console Logging: Prints received queries to console for debugging
• Minimal Design: Clean, focused implementation ready for extension

API Endpoints

POST /search

Accepts a JSON payload with a search query and returns a simple response.

Request:

{
  "query": "your search query here"
}

Response:

{
  "result": "ok"
}

Quick Start

Prerequisites

• Rust 1.70+ and Cargo
• No additional dependencies required

Installation & Running

1. Clone the repository:

   git clone https://github.com/KonstantinSKY/rag-mcp-server.git
   cd rag-mcp-server
   

2. Build and run the server:

   cargo run
   

   The server will start on http://127.0.0.1:8000

3. Test the server:

   curl -X POST http://localhost:8000/search \
     -H "Content-Type: application/json" \
     -d '{"query": "test search query"}'
   

   Expected response:

   {"result":"ok"}
   

   Console output:

   Received query: test search query
   

Project Structure

rag_mcp_server/
├── src/
│   └── main.rs          # Main server implementation
├── promts/
│   └── p1.md           # Project specification
├── Cargo.toml          # Dependencies and project config
└── README.md           # This file

Dependencies

• rocket: Web framework with JSON support
• serde: Serialization/deserialization
• serde_json: JSON handling
• tokio: Async runtime

Development

Building

cargo build

Testing

# Start the server
cargo run

# In another terminal, test the endpoint
curl -X POST http://localhost:8000/search \
  -H "Content-Type: application/json" \
  -d '{"query": "hello world"}'

Future Enhancements

This minimal server is designed to be extended with:

• RAG Functionality: Vector embeddings and similarity search
• Document Storage: Integration with vector databases
• AI Model Integration: Connection to language models
• Authentication: API key or token-based auth
• Rate Limiting: Request throttling and abuse protection
• Model Context Protocol: Full MCP specification compliance

Contributing

1. Fork the repository
2. Create a feature branch
3. Make your changes
4. Add tests if applicable
5. Submit a pull request

License

This project is licensed under the MIT License - see the LICENSE file for details.

Author

Created by KonstantinSKY

Links

• Repository: https://github.com/KonstantinSKY/rag-mcp-server
• Issues: https://github.com/KonstantinSKY/rag-mcp-server/issues
• Rocket Framework: https://rocket.rs/
• Model Context Protocol: https://modelcontextprotocol.io/