GraphRAG MCP Server
Model Context Protocol server enabling hybrid semantic and graph-based document retrieval by integrating Neo4j and Qdrant for advanced context expansion and seamless large language model interaction.
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Host address for the Qdrant vector database
localhostURI for connecting to the Neo4j database
bolt://localhost:7687Name of the Qdrant collection containing document chunks
document_chunksPort for the Qdrant vector database
6333Password for Neo4j database authentication
passwordUsername for Neo4j database authentication
neo4jSecurity Notice
Your environment variables and credentials are securely stored and encrypted. LangDB never shares these configuration values with third parties.
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