Memgraph MCP Server

Example Use Cases

• 1

  Execute Cypher queries against a Memgraph database to read or modify graph data.

• 2

  Access database schema information (labels, properties, indexes) to formulate correct queries (requires schema-info enabled).

• 3

  An MCP-compatible local server to integrate Memgraph with LLM-driven workflows and tools like Claude Desktop.

Description

Memgraph MCP Server implements the MCP to expose Memgraph as a tool for LLMs and agent frameworks. It provides utilities such as run_query() to execute Cypher queries and get_schema() to retrieve schema info (requires Memgraph configured with schema-info enabled). The README includes quick-start instructions for running the server, connecting it to Claude Desktop, and launching Memgraph MAGE with Docker. Note: this repository has been merged into the Memgraph AI Toolkit monorepo and will be removed; future development continues in that integrated repo.