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💡 Description
GraphRAG MCP Server is a model context protocol server designed to query a hybrid graph and vector database system, combining Neo4j (graph database) and Qdrant (vector database) for powerful graph-based and semantic document retrieval.
📝 JSON Entries
{
"mcpServers": [
{
"GraphRAG": {
"args": [],
"command": "/path/to/graphrag_mcp/run_server.sh"
}
}
]
}🛠️ Tools
uvDocker
⚡ Features
- Semantic search using document embeddings
- Graph-based context expansion
- Hybrid search combining vector similarity with graph relationships
💬 Example Queries
- How does graph context expansion work?
- Vector similarity with graph relationships