MCP Agent Mail is a mail - based coordination layer designed for AI programming agents, providing identity management, message sending and receiving, file reservation, and search functions, supporting asynchronous collaboration and conflict avoidance among multiple agents.

This is an MCP server project for Google Calendar, providing integration functions with Google Calendar. It allows reading, creating, updating, and searching for calendar events through standardized interfaces. It supports functions such as adding events from images, calendar analysis, attendance status check, and automatic event coordination.

An advanced sequential thinking processing tool based on the Multi-Agent System (MAS), enabling in-depth analysis and problem decomposition by coordinating multiple specialized agents.

This project is a Python server based on the MCP protocol, providing functions for querying and calculating soil and water conservation technical specifications, including engineering calculations such as Manning's coefficient, earth pressure coefficient, drainage ditch flow velocity, and slope stability, as well as the conversion between latitude and longitude and UTM/TWD97 coordinates in Taiwan region. It is suitable for AI application integration.

The Coolify MCP Server is a model context protocol server integrated with the Coolify API, providing functions such as team management, server management, service lifecycle management, and application deployment.

The MCP server for the 1000 Genomes Project dataset provides real - time natural language access to 3202 samples, 138 million variants, and approximately 442 billion genotypes in the Dnaerys variant storage, supporting screening and analysis based on coordinates, annotations, and genetic patterns.

A recipe query service based on the MCP protocol, supporting the retrieval of all dish lists and specific recipe information.

LOTUS-MCP is an open-source model coordination protocol that integrates the two major AI models, Mistral and Gemini, providing a unified interface, context sharing, and tool integration to achieve intelligent routing and cost optimization.

A recipe query tool based on the MCP client, supporting two modes: listing dish names and obtaining recipes.

The AQICN MCP Server is a service that provides global air quality data, supporting real-time air quality information queries by city name or geographical coordinates.

ComfyUI custom nodes support downloading pictures and videos from over 1000 websites such as Instagram, Reddit, YouTube, and TikTok, providing browser cookie authentication and file management functions.

The MCP Gateway system is a distributed protocol gateway used to coordinate multiple capability providers. It has now been transformed into a read-only market data analysis tool, providing unified cryptocurrency market data reports and advanced analysis functions.

This project is a module that connects to the French enterprise search API. It supports searching for French enterprise information through text and geographical coordinates, provides key data such as enterprise names and SIREN/SIRET numbers, and includes development tools and debugging support.

The OpenRouter Agents MCP Server is a research agent server based on the Model Context Protocol (MCP). It uses Claude 3.7 Sonnet as the planning agent to coordinate multiple OpenRouter models to decompose and execute complex research tasks, providing efficient and reliable AI research services.

MCP service for AMap coordinate conversion and place search

This project is a set of tools for interacting with the TMDB movie database based on the Model Context Protocol (MCP), providing various movie information query functions, including queries for actor cooperation, movie staff, and movie works, etc.

An OpenAI agent server based on the MCP protocol, providing various professional agents (such as web search, file search, and computer operation) and a multi-agent coordinator, which can interact with clients (such as the Claude desktop application) through the MCP protocol.

A geoprocessing server based on the MCP protocol that provides coordinate system conversion and spatial calculation functions

The Baidu Cloud Vector Database MCP Server is a server that provides access to the functionality of Baidu Cloud Vector Database, supporting cooperation with multiple large language model applications.

A server based on the MCP protocol, providing the function of querying the prices of computer components on the CoolPC website in Taiwan and automatically generating computer configuration quotes.

Swiss MCP is an AI-driven multi-step task coordination center that can integrate various AI tools to complete complex tasks, such as content creation and full-stack application development.

The Claude Project Coordinator is an MCP server for managing and coordinating multiple Xcode/Swift projects, providing project status tracking, code pattern search, and development knowledge base maintenance functions. It includes features such as security verification, project analysis, and automated technology detection.

A geoprocessing tool server based on the MCP protocol, providing spatial analysis functions such as coordinate conversion, distance and area calculation

The MCP Orchestrator Server provides cross - instance task management and coordination functions for AI agents

MCP Hub is a central coordinator used to connect clients with multiple MCP servers, providing a unified interface to access the functions of different servers. It supports multiple transmission protocols, authentication methods, and real - time event notifications, and has core functions such as dynamic server management, unified REST API, and real - time monitoring.

A template for quickly bootstrapping a Python-based MCP server. Use the Cookiecutter tool to quickly generate the project structure.

The Superdesign MCP Server is a design coordinator that integrates the open - source Superdesign AI design agent into Claude Code, allowing users to use its advanced design features without an API key. It provides structured specifications through the MCP server, enabling the LLM of Claude Code to perform design tasks. It supports multiple design types such as UI designs, components, and icons, and includes iteration and design system extraction functions.

Zen MCP Gemini Transcendent is a revolutionary AI consciousness coordination server that enables harmonious collaboration between Claude Code and Google Gemini through an 8 - stage transcendent processing flow. It features an ultimate consciousness engine, a revolutionary memory system, and transcendent tools beyond traditional MCP. It supports multiple AI personality archetypes and infinite reasoning depth, aiming to achieve breakthroughs at the consciousness level and wisdom synthesis.

A multi-agent deep research system based on MCP, integrating LinkUp search, CrewAI coordination, and the Gemini large model, providing an interactive interface through Streamlit.

Yandex Maps MCP Server is a middleware that provides services for the Yandex Maps API. It includes geocoding, reverse geocoding, and map rendering functions, supports getting coordinates from addresses or addresses from coordinates, and can generate map images.

The Coolify MCP Server is a Model Context Protocol server designed for the Coolify platform, which allows interaction with Coolify instances through natural language to manage servers, projects, applications, and services.

Puzzlebox is a server based on the MCP protocol, used to manage and coordinate finite state machines (called 'puzzles') in a multi - agent system, supporting dynamic resource subscription and state updates.

A2AMCP is a real-time collaboration protocol between AI agents based on Redis, which solves the code conflict problem during parallel development of multiple AI agents, provides functions such as file locking, interface sharing, and task coordination, and supports Docker deployment and integration with mainstream AI frameworks.

A tool for interacting with an AI assistant via MCP to manage the Alexa shopping list. Requires manual login to obtain cookies and regular cookie refresh.

KuzuDB MCP Server is a protocol server that provides access to graph databases, supporting web interface management, multi - agent coordination, automatic connection recovery, and AI - driven natural language query generation.

An MCP server that enables real - time communication between Claude Code instances, coordinating question - and - answer conversations between different instances through a TCP central hub.

An MCP server tool for interacting with the Cooper Hewitt Museum's collection API, supporting searching and obtaining detailed information about museum items.

The Malaysian Prayer Time MCP Server provides accurate Islamic prayer times for Claude Desktop through the Model Context Protocol, supporting queries by city, zone code, or coordinates.

A Python - based MCP server for accessing the TheMealDB API, providing functions such as recipe search, random recommendation, and query by category/region/ingredient. It supports AI assistants to obtain cooking information through natural language interaction.

This project implements a full-stack AI agent system inspired by the model context protocol, including a React front-end and a FastAPI back-end. The back-end serves as an AI coordinator, using Google Gemini to parse natural language instructions, safely call the file system, browser, or GitHub tools to perform tasks, and return the structured results to the front-end. The system focuses on software development scenarios, providing secure sandbox file operations, real-time web browsing, and repository inspection functions, and visualizing the tool call process.