Memgraph MCP Server
By thumbsupordown
Memgraph's MCP server bridges an LLM and a running Memgraph instance, letting it execute Cypher queries, inspect schema and retrieve statistics against the live graph without any bespoke backend code. Memgraph is an in-memory graph database, so the appeal is asking relationship questions — paths, neighbourhoods, impact — that are awkward to express in SQL. The server is deliberately minimal, installed with uv and the mcp-memgraph package.
Tools
run_query
Run a Cypher query against the connected Memgraph database and return its results.