
Graphexpert2025
Study notes on graph databases and MCP servers to help quickly master knowledge related to graph database projects
3.5K
2 points

Neo4j Knowledge Graph Memory Server
The MCP Neo4j Knowledge Graph Memory Server is an enhanced memory storage system based on the Neo4j graph database, providing high-performance knowledge graph storage and retrieval capabilities for AI assistants.
TypeScript
3.9K
2.5 points

Homebrew Age MCP Server
AGE-MCP-Server is a tool that provides MCP services for the Apache AGE graph database, supporting integration with Claude and VS Code to query and operate on graph data.
Python
3.7K
2.5 points

MCP Memgraph
Memgraph MCP Server is a lightweight implementation of the Model Context Protocol (MCP) server, aiming to connect the Memgraph graph database with large language models (LLMs) and provide Cypher query execution and schema information acquisition functions.
Python
3.6K
2.5 points

Neo4j MCP Chainlit
An interactive chat interface project for querying Neo4j databases through natural language, integrating Chainlit, Neo4j MCP, and Claude LLM technologies.
Python
3.6K
2 points

Rioriost Homebrew Age MCP Server
AGE-MCP-Server is a middleware service that connects the Apache AGE graph database with the Claude AI client, supporting querying and operating graph data in PostgreSQL through natural language.
Python
3.7K
2 points
Featured MCP Services

Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
116
4.3 points

Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
170
4.5 points

Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
1.7K
5 points

Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
855
4.3 points

Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
588
5 points

Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
6.7K
4.5 points

Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
5.3K
4.7 points

Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
775
4.8 points