Memgraph MCP Server

Example Use Cases

• 1

  Execute graph queries and manipulations against a Memgraph instance via a standardized MCP STDIO interface.

• 2

  Perform automated MySQL-to-Memgraph migration workflows, including schema analysis, graph modeling, data transfer, and validation.

• 3

  Integrate Memgraph capabilities into LangChain or other LLM toolchains for graph-aware reasoning, analysis, and monitoring.

Description

Part of the Memgraph AI Toolkit, this MCP server implementation exposes Memgraph operations and utilities via the MCP STDIO protocol, enabling seamless integration with LLM-driven agents and toolchains. It integrates with other repo components (toolbox, LangChain integration, migration agents) and is available as a PyPI package for easy local or CI deployment. Typical uses include interactive graph queries, schema analysis, and orchestrating MySQL-to-Memgraph migrations with validation and progress monitoring.