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The Model Context Protocol (MCP) is an open standard for AI model communication.
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  • mcp-aoai-web-browsing

    34

    This repository provides a server/client implementation using the Model Context Protocol (MCP) and Azure OpenAI, leveraging FastMCP and Playwright for testing. It bridges MCP responses to OpenAI function calling format

    Python
  • alibabacloud-hologres-mcp-server

    34

    The Hologres MCP Server provides a universal interface for AI Agents to interact with Hologres databases, enabling metadata retrieval and SQL operation execution. It supports local file and PIP installation modes.

    Python
  • mcp-sdk

    34

    This repository provides a PHP SDK for the Model Context Protocol, facilitating communication between client and server applications. It offers Symfony integration for console commands and server-sent events, enabling easy

    PHP
  • mcp-server-monday

    34

    This repository provides an MCP server for monday.com, enabling interaction with boards and items through tools like creating items, retrieving groups, creating updates, and listing boards and subitems. It uses

    Python
  • ramp-mcp

    34

    This repository provides a Model Context Protocol server for Ramp, enabling data retrieval, analysis, and task execution using Ramp's Developer API. It uses an ETL pipeline and in-memory SQLite database

    Python
  • descope-mcp-server-stdio

    34

    The Descope MCP server provides an interface to interact with Descope's Management APIs, enabling the search and retrieval of project-related information, and user management. It offers tools for audits, users, and invitations.

    TypeScript
  • OmniMind

    33

    OmniMind: An open-source Python library for effortless MCP (Model Context Protocol) integration, AI Agents, AI workflows, and AI Automations. Plug & Play AI Tools for MCP Servers and Clients, powered

    Python
  • better-godot-mcp

    32

    MCP server for Godot Engine - composite tools optimized for AI agents

    TypeScript
  • 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
  • mcp-server-singlestore

    32

    This repository offers an installer and MCP Server for SingleStore, facilitating seamless integration with LLMs through the Model Context Protocol. It enables natural language interaction with SingleStore using tools like Claude Desktop.

    Python
  • 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
  • mcp-database-server

    31

    This repository provides a demo server showcasing how to integrate a Fireproof database with the Model Context Protocol for connecting code and data to AI systems like Claude Desktop, implementing

    JavaScript
  • dataset-viewer

    31

    This repository provides an MCP server that interacts with the Hugging Face Dataset Viewer API, enabling users to browse, analyze, search, and access datasets hosted on the Hugging Face Hub.

    Python
  • REDIS-MCP-Server

    30

    This repository provides a Redis Model Context Protocol (MCP) server implementation, enabling LLMs to interact with Redis databases through standardized tools like set, get, delete, and list. This repository provides

    JavaScript
  • better-email-mcp

    30

    MCP server for Email (IMAP/SMTP) - composite tools optimized for AI agents

    TypeScript
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