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The Model Context Protocol (MCP) is an open standard for AI model communication.
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Communication servers

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  • mailgun-mcp-server

    57

    This repository provides a Model Context Protocol (MCP) server for Mailgun, enabling AI clients like Claude Desktop to interact with Mailgun for tasks such as sending emails and fetching statistics.

    JavaScript
  • mcp-headless-gmail

    55

    This repository provides a Docker-ready MCP server for headless Gmail access, enabling remote email retrieval and sending without local credentials or browser setup, using decoupled architecture and automatic token refresh.

    Python
  • mcp-goodnews

    47

    MCP Goodnews is a Model Context Protocol application that provides a server for positive news. It fetches articles from NewsAPI, ranks them using Cohere LLM based on positive sentiment, and

    Python
  • pushover-mcp

    42

    This repository provides a Model Context Protocol (MCP) implementation for sending notifications via Pushover.net. It allows AI agents to seamlessly send notifications through Pushover using a simple tool schema.

    TypeScript
  • mcp-server-rabbitmq

    38

    This repository provides a Model Context Protocol (MCP) server implementation for RabbitMQ, enabling MCP clients like Claude to interact with queues and topics hosted in a RabbitMQ instance.

    Python
  • agent-twitter-client-mcp

    32

    This repository provides a Model Context Protocol (MCP) server that enables AI models to interact with Twitter through the agent-twitter-client, offering features like tweet operations, user management, and Grok integration.

    TypeScript
  • puzzlebox

    31

    Puzzlebox is an MCP server hosting finite state machines as dynamic resources, enabling clients to subscribe and receive updates on state changes, facilitating agent coordination for complex, long-term projects.

    TypeScript
  • best

    30

    This repository contains code related to Wallace Best's network, a global comment system designed to enhance website discussions and connect conversations across the web, including admin functionalities and API configurations.

  • mcp-fastn

    23

    The Fastn server enables dynamic tool registration and execution via APIs, integrating with services like Claude.ai and Cursor.ai. It offers a unified, scalable platform with logging and robust error handling

    Python
  • py-mcp-line

    20

    This repository provides a Python implementation of a Model Context Protocol (MCP) server for LINE Bot messages, enabling Language Models to analyze LINE conversations through a standardized interface, using FastAPI and Pydantic.

    Python
  • mcp-email-client

    18

    Mail Client MCP is a Python email client enabling users to manage configurations, send emails, and read the latest unread messages, providing MCP functionality for Claude Desktop. Mail Client MCP

    Python
  • OpenDQV

    12

    Open-source, contract-driven data quality validation. Shift-left enforcement at the point of write — before data enters your pipeline.

    Python
  • systemprompt-mcp-gmail

    12

    This repository hosts a Model Context Protocol (MCP) server enabling Gmail interaction via AI. It allows searching, reading, sending, and deleting emails, designed for use with the multimodal-mcp-client, and requires

    TypeScript
  • inoyu-mcp-unomi-server

    10

    This repository provides an early-stage Model Context Protocol (MCP) server that allows Claude to maintain user context by managing Apache Unomi profiles, properties, and basic sessions for learning and experimentation.

    JavaScript
  • odoo-mcp-19

    10

    MCP Server for Odoo 19+ with v2 JSON-2 API Support

    Python
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