mcp-memgraph

3.5

If you are the rightful owner of mcp-memgraph and would like to certify it and/or have it hosted online, please leave a comment on the right or send an email to henry@mcphub.com.

Memgraph MCP Server is a lightweight server implementation of the Model Context Protocol (MCP) designed to connect Memgraph with LLMs.

The Memgraph MCP Server is a specialized server implementation that facilitates the integration of Memgraph with large language models (LLMs) using the Model Context Protocol (MCP). This server acts as a bridge, enabling seamless communication and data exchange between Memgraph's graph database and various AI models. The server is lightweight and designed to be easily deployable, making it an ideal choice for developers looking to leverage graph databases in AI workflows. The server is part of the Memgraph AI Toolkit, which aims to provide a comprehensive suite of tools for building graph-powered applications and intelligent agents. The server supports running Cypher queries and retrieving schema information, which are essential for interacting with the Memgraph database. The project is actively being developed, with plans to expand its capabilities and integrate it further into the Memgraph AI Toolkit.

Features

Lightweight server implementation for MCP
Seamless integration with Memgraph and LLMs
Supports running Cypher queries
Retrieves Memgraph schema information
Part of the Memgraph AI Toolkit

Tools

run_query
Run a Cypher query to interact with the Memgraph database
get_schema
Get schema information of the Memgraph database

Related MCP Servers

View all databases servers →

mindsdb

by mindsdb

MindsDB is an open-source server that enables seamless interaction with large-scale federated data using the Model Context Protocol (MCP).

mysql_mcp_server

by designcomputer

MySQL MCP Server is a Model Context Protocol implementation that facilitates secure interaction between AI applications and MySQL databases.

dbhub

by bytebase

DBHub is a universal database gateway implementing the Model Context Protocol (MCP) server interface.

mcp-notion-server

by suekou

MCP Server for the Notion API, enabling LLM to interact with Notion workspaces. Additionally, it employs Markdown conversion to reduce context size when communicating with LLMs, optimizing token usage and making interactions more efficient.

mysql_mcp_server_pro

by wenb1n-dev

mcp_mysql_server_pro is a comprehensive MySQL server tool that extends beyond basic CRUD operations to include database anomaly analysis and custom tool extensions.

mcp-server

by keboola

Keboola MCP Server connects AI agents and MCP clients to Keboola, enabling data access and transformations without glue code.

cloud_platforms

azure-mcp

by Azure

The Azure MCP Server implements the MCP specification to create a seamless connection between AI agents and Azure services.

cloud_platforms

mcp-server-qdrant

by qdrant

The mcp-server-qdrant is a Model Context Protocol server designed to integrate with the Qdrant vector search engine, providing a semantic memory layer for storing and retrieving information.

knowledge_and_memory

notion-mcp-server

by makenotion

This project implements an MCP server for the Notion API, allowing integration with LLMs.

mcp-server-mysql

by benborla

A Model Context Protocol server for MySQL databases using NodeJS, enabling LLMs to inspect schemas and execute SQL queries.

supabase-mcp-server

by alexander-zuev

Query MCP is an open-source MCP server that lets your IDE safely run SQL, manage schema changes, call the Supabase Management API, and use Auth Admin SDK — all with built-in safety controls.

mcp-server-elasticsearch

by elastic

This server connects agents to your Elasticsearch data using the Model Context Protocol, allowing interaction with Elasticsearch indices through natural language conversations.

mcp-kql-server

by 4R9UN

A Model Context Protocol (MCP) server for executing Kusto Query Language (KQL) queries against Azure Data Explorer clusters.

mcp-server-milvus

by zilliztech

The MCP Server for Milvus enables seamless integration between LLM applications and the Milvus vector database, providing a standardized way to connect LLMs with the context they need.

db-mcp-server

by FreePeak

A powerful multi-database server implementing the Model Context Protocol (MCP) to provide AI assistants with structured access to databases.

postg-mem

by dariogriffo

PostgMem is a .NET-based MCP server that provides vector memory storage using PostgreSQL and pgvector for AI applications.

mcp-graphql

by blurrah

A Model Context Protocol server that enables LLMs to interact with GraphQL APIs, providing schema introspection and query execution capabilities.

mcp-alchemy

by runekaagaard

MCP Alchemy is a model context protocol server that connects Claude Desktop to various databases, enabling advanced database exploration and query execution.

mongodb-lens

by furey

MongoDB Lens is a local Model Context Protocol (MCP) server that provides full-featured access to MongoDB databases using natural language via LLMs.

mcp-mongo-server

by kiliczsh

A Model Context Protocol server that enables LLMs to interact with MongoDB databases, providing capabilities for inspecting collection schemas and executing MongoDB operations through a standardized interface.

mcp-1panel

by 1Panel-dev

1Panel MCP Server is an implementation of the Model Context Protocol (MCP) server for 1Panel, providing a range of tools for system, website, certificate, application, and database management.

firebase-mcp

by gannonh

Firebase MCP enables AI assistants to work directly with Firebase services, including Firestore, Storage, and Authentication.

mcp-pinecone

by sirmews

The Pinecone Model Context Protocol Server for Claude Desktop allows users to read and write to a Pinecone index, facilitating operations like semantic search and document processing.

mcp-server-duckdb

by ktanaka101

A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities through MCP tools.

mssql_mcp_server

by RichardHan

A Model Context Protocol (MCP) server that enables secure interaction with Microsoft SQL Server databases.

meilisearch-mcp

by meilisearch

A Model Context Protocol (MCP) server for interacting with Meilisearch through LLM interfaces like Claude.

mcp-mysql-server

by f4ww4z

A Model Context Protocol server that provides MySQL database operations, enabling AI models to interact with MySQL databases through a standardized interface.