mcp-qdrant-server-with-qdrant-db

# MCP Server with Qdrant This project integrates the Qdrant vector database with an MCP (Model Control Protocol) server to create a system for storing and retrieving code snippets. ## Features - Store and manage code snippets - Natural language-based code search - Retrieve related code through semantic search - Support for SSE (Server-Sent Events) transmission method ## System Configuration - **Qdrant**: Vector database server (Port: 6333, 6334) - **MCP Server**: Code snippet management server (Port: 8000) - **Embedding Model**: (default) sentence-transformers/all-MiniLM-L6-v2 ## MCP Tools [QDRANT MCP Server](https://github.com/qdrant/mcp-server-qdrant) provides the following tools: ### 1. qdrant-store - **Function**: Store information in the Qdrant database - **Input**: - `information` (string): Information to be stored - `metadata` (JSON): Optional metadata - **Returns**: Confirmation message of storage ### 2. qdrant-find - **Function**: Search for relevant information in the Qdrant database - **Input**: - `query` (string): Query to be used for searching - **Returns**: Returns stored information in the Qdrant database as individual messages ## Getting Started ### Prerequisites - Docker - Docker Compose ### Installation and Running #### 1. Clone the Repository ```bash git clone <repository-url> cd <repository-name> ``` #### 2. Start the Service ```bash docker-compose up -d ``` #### 3. Check Service Status ```bash docker-compose ps ``` ### Accessing the Service - Qdrant UI: http://localhost:6333/dashboard - MCP Server: http://localhost:8000 - When configuring in AI IDE like cursor, you can add in the following JSON format: ```json "qdrant": { "url": "http://localhost:8000/sse" }, ``` ## Environment Variables ### Qdrant - `RUST_LOG`: Logging level (default: info) ### MCP Server - `QDRANT_URL`: Qdrant server address - `COLLECTION_NAME`: Collection name - `EMBEDDING_MODEL`: Embedding model - `TOOL_STORE_DESCRIPTION`: Description for the store tool - `TOOL_FIND_DESCRIPTION`: Description for the find tool ## Data Storage Data is permanently stored in the `./qdrant_storage` directory. ## Service Management ### Check Logs ```bash docker-compose logs -f ``` ### Stop the Service ```bash docker-compose down ``` ## Notes - Periodically back up the `qdrant_storage` directory for data backup. - Add appropriate security settings in production environments.