GraphRAG MCP Server
This is a MCP server I built to interact with my hybrid graph rag db.
Overview
What is GraphRAG MCP Server?
GraphRAG MCP Server is a Model Context Protocol server designed for querying a hybrid graph and vector database system, integrating Neo4j and Qdrant for enhanced semantic and graph-based document retrieval.
How to use GraphRAG MCP Server?
To use the server, clone the repository, install dependencies, configure your database connections in the .env file, and run the server using the provided commands.
Key features of GraphRAG MCP Server?
- Semantic search using sentence embeddings and Qdrant.
- Graph-based context expansion utilizing Neo4j.
- Hybrid search that combines vector similarity with graph relationships.
- Full integration with LLMs through the Model Context Protocol.
Use cases of GraphRAG MCP Server?
- Enhancing document retrieval in applications requiring semantic understanding.
- Enabling complex queries that leverage both graph and vector data.
- Supporting AI applications that require context-aware information retrieval.
FAQ from GraphRAG MCP Server?
- Can I use this server with any MCP-enabled client?
Yes! The server is compatible with any client that follows the Model Context Protocol.
- What databases are required to run this server?
You need Neo4j and Qdrant running on your local machine.
- Is there documentation available for setup?
Yes, detailed setup guides and documentation are provided in the repository.
Recommend Servers
TraeBuild with Free GPT-4.1 & Claude 3.7. Fully MCP-Ready.
WindsurfThe new purpose-built IDE to harness magic
Zhipu Web SearchZhipu Web Search MCP Server is a search engine specifically designed for large models. It integrates four search engines, allowing users to flexibly compare and switch between them. Building upon the web crawling and ranking capabilities of traditional search engines, it enhances intent recognition capabilities, returning results more suitable for large model processing (such as webpage titles, URLs, summaries, site names, site icons, etc.). This helps AI applications achieve "dynamic knowledge acquisition" and "precise scenario adaptation" capabilities.
MiniMax MCPOfficial MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.
BlenderBlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender. This integration enables prompt assisted 3D modeling, scene creation, and manipulation.
Serper MCP ServerA Serper MCP Server
Baidu Map百度地图核心API现已全面兼容MCP协议，是国内首家兼容MCP协议的地图服务商。
ChatWiseThe second fastest AI chatbot™
EdgeOne Pages MCPAn MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.
MCP AdvisorMCP Advisor & Installation - Use the right MCP server for your needs
DeepChatYour AI Partner on Desktop
Context7Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors
AiimagemultistyleA Model Context Protocol (MCP) server for image generation and manipulation using fal.ai's Stable Diffusion model.
TimeA Model Context Protocol server that provides time and timezone conversion capabilities. This server enables LLMs to get current time information and perform timezone conversions using IANA timezone names, with automatic system timezone detection.
Visual Studio Code - Open Source ("Code - OSS")Visual Studio Code
Tavily Mcp
Howtocook Mcp基于Anduin2017 / HowToCook （程序员在家做饭指南）的mcp server，帮你推荐菜谱、规划膳食，解决“今天吃什么“的世纪难题；
Based on Anduin2017/HowToCook (Programmer's Guide to Cooking at Home), MCP Server helps you recommend recipes, plan meals, and solve the century old problem of "what to eat today"
CursorThe AI Code Editor
Jina AI MCP ToolsA Model Context Protocol (MCP) server that integrates with Jina AI Search Foundation APIs.
Amap Maps高德地图官方 MCP Server
Playwright McpPlaywright MCP server