The Memgraph MCP Server is a newly introduced lightweight server implementation of the Model Context Protocol (MCP) designed to connect Memgraph databases with large language models (LLMs). MCP serves as a standardized way to link AI models to various data sources, facilitating the creation of agents and complex workflows while offering flexibility across different LLM providers. The Memgraph MCP Server acts as a bridge between LLMs and Memgraph, providing tools like a run_query() function for executing Cypher queries and a get_schema() resource for obtaining schema information. Users can quickly get started by running the server locally and using Claude Desktop as an MCP Client, enabling them to access tools and resources to interact with their Memgraph database. The server is in its early stages, with plans for expansion, including a TypeScript version and integration into a central AI Toolkit repository, to support JavaScript environments and provide a comprehensive open-source toolkit for building graph-powered applications and intelligent agents.