Claude Desktop
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Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.
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Knowledge Management · Search Tools
graphrag_mcp
rileylemm/graphrag_mcp
GraphRAG MCP provides a seamless integration between large language models and a hybrid retrieval system that leverages the strengths of both graph databases (Neo4j) and vector databases (Qdrant). This enables.
Install
docker run \Client configuration
{
"mcpServers": {
"GraphRAG": {
"command": "/path/to/graphrag_mcp/run_server.sh"
}
}
}Environment variables
NEO4J_USERNEO4J_PASSWORDQDRANT_HOST- GitHub stars
- 7
- Author
- @rileylemm
- Category
- Knowledge Management, Search Tools
- License
- MIT
- Updated
- Oct 6, 2026
About graphrag_mcp
:
A Model Context Protocol server for querying a hybrid graph and vector database system, combining Neo4j (graph database) and Qdrant (vector database) for powerful semantic and graph-based document retrieval.
Features
Semantic search using sentence embeddings and Qdrant
Graph-based context expansion using Neo4j
Hybrid search combining both approaches
MCP tools and resources for LLM integration
Full documentation of Neo4j schema and Qdrant collection information
Tools (2)
search_documentation
Search for information using semantic search
hybrid_search
Search using both semantic and graph-based approaches
Details on this page are taken from the project's README. Open README
Supported clients
Clients mentioned in this server's README:
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