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

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  • memory-mcp-server

    106

    This Swift repository provides a Model Context Protocol (MCP) server for knowledge graph management, enabling LLMs to maintain memory across conversations by creating, reading, updating, and deleting entities and relations.

    Swift
  • minesweeper-mcp-server

    106

    This repository provides a Model Context Protocol (MCP) server enabling MCP client agents to play Minesweeper, interacting with a separate Minesweeper game server. It allows agents like Claude to play

    JavaScript
  • mcp-server-box

    102

    MCP Server Box is a Python project integrating with the Box API for file operations like search, text extraction, and AI-based querying. It uses the Model Context Protocol to manage

    Python
  • gossiphs

    102

    "Zero setup" & "Blazingly fast" general code file relationship analysis. With Python & Rust. Based on tree-sitter and git analysis. Support MCP and ready for AI🤖

    Rust
  • oxylabs-mcp

    101

    This repository provides an MCP server that allows AI assistants to access web data through Oxylabs' web scraping technology, enabling them to scrape, render, and extract content while bypassing anti-scraping measures.

    Python
  • mcp-vegalite-server

    100

    This repository provides a Model Context Protocol (MCP) server that enables LLMs to visualize data using Vega-Lite. It offers tools to save data and generate visualizations, returning either Vega-Lite specifications

    Python
  • mcp-rest-api

    99

    A TypeScript-based MCP server that enables testing of REST APIs through Cline. This tool allows you to test and interact with any REST API endpoints directly from your development environment.

    JavaScript
  • dicom-mcp

    99

    The dicom-mcp repository provides a Model Context Protocol server for DICOM, enabling LLMs to query and interact with medical imaging metadata from DICOM servers. It supports patient data retrieval and

    Python
  • mcp_on_ruby

    97

    💎 A Ruby implementation of the Model Context Protocol

    Ruby
  • molecule-mcp

    96

    Molecule-MCP connects molecule science tools to Claude AI via the Model Context Protocol, enabling Claude to interact with and control these tools, acting as a co-scientist for prompt-assisted molecule modeling.

    Python
  • mcp-replicate

    95

    This repository provides a Model Context Protocol (MCP) server implementation for Replicate, enabling users to run Replicate models through a tool-based interface. It supports model search, prediction management, and image handling.

    TypeScript
  • uml-mcp

    92

    UML-MCP Server is a UML diagram generation tool based on MCP (Model Context Protocol), which can help users generate various types of UML diagrams through natural language description or directly writ

    Python
  • mcp-web-ui

    87

    MCP Web UI is a web interface for interacting with LLMs, offering a unified platform for multiple providers, real-time chat, flexible configuration, and advanced context handling. MCP Web UI is

    Go
  • mcp-server-llamacloud

    87

    This repository hosts a TypeScript-based MCP server that connects to multiple LlamaCloud managed indexes, creating individual tools for each index based on command-line arguments. Each tool allows querying its specific index.

    JavaScript
  • Awesome-Claude-MCP-Servers

    85

    This repository provides a curated list of Model Context Protocol (MCP) servers optimized for Claude and other AI assistants, enabling secure interactions with local and remote resources. It includes file

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