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GraphRAG MCP Server

GraphRAG MCP Server

Public
rileylemm/graphrag_mcp

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.

python
0 tools
May 30, 2025
Updated Jun 4, 2025

Supercharge Your AI with GraphRAG MCP Server

MCP Server

Unlock the full potential of GraphRAG MCP Server through LangDB's AI Gateway. Get enterprise-grade security, analytics, and seamless integration with zero configuration.

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Configuration Requirements
none
Configure authentication and required variables to access this MCP server
Required Environment Variables
QDRANT_COLLECTION
Optional
string

Name of the Qdrant collection containing document chunks

Default: document_chunks
NEO4J_URI
Optional
string

URI for connecting to the Neo4j database

Default: bolt://localhost:7687
QDRANT_PORT
Optional
string

Port for the Qdrant vector database

Default: 6333
QDRANT_HOST
Optional
string

Host address for the Qdrant vector database

Default: localhost
NEO4J_PASSWORD
Optional
string

Password for Neo4j database authentication

Default: password
NEO4J_USER
Optional
string

Username for Neo4j database authentication

Default: neo4j

Security Notice

Your environment variables and credentials are securely stored and encrypted. LangDB never shares these configuration values with third parties.

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