Explore the latest and most popular MCP servers.
Tools to the query and execute of Dify workflows
🐍 🏠 Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
📇 🏠 MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
📇 ☁️ 🏠 GitLab platform integration for project management and CI/CD operations
📇 ☁️ Interact seamlessly with issues and merge requests of your GitLab projects.
🐍 🏠 Direct Git repository operations including reading, searching, and analyzing local repositories
📇 🏠 A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
🐍 🏠 A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
🎖️ 📇 ☁️ Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
🐍 🏠 ☁️ An MCP server to connect with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines
🐍 🏠 MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client.
🎖️🐍☁️🍎 MCP server for the incident management platform [Rootly](https://rootly.com/).
📇 🏠 🍎 Xcode integration for project management, file operations, and build automation
🐍 🏠 Integrate with Docker to manage containers, images, volumes, and networks.
