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

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AI servers

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  • mcp-memory-service

    741

    This repository provides an MCP server for Claude Desktop, enabling semantic memory and persistent storage using ChromaDB and sentence transformers. It offers features like natural language recall, tag-based retrieval, and cross-platform compatibility.

    Python
  • jupyter-mcp-server

    691

    Jupyter MCP Server is a Model Context Protocol server that enables interaction with Jupyter notebooks running in a local JupyterLab environment. It facilitates real-time collaboration and integration with tools like Claude Desktop.

    Python
  • mcp-knowledge-graph

    672

    This repository provides a knowledge graph memory server, a fork of the original Memory Server, that allows Claude to remember user information across chats using local, persistent storage with customizable memory paths.

    JavaScript
  • heurist-agent-framework

    670

    The Heurist Agent Framework is a modular AI agent platform enabling interaction across multiple platforms like Telegram, Discord, and REST API, with features including image generation, voice processing, and access

    Python
  • tools

    657

    A set of tools that gives agents powerful capabilities.

    Python
  • just-prompt

    654

    just-prompt is an MCP server that provides a unified interface to top LLM providers (OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama)

    Python
  • llm-functions

    646

    This repository enables building LLM tools and agents using Bash, JavaScript, and Python, leveraging function calling to connect LLMs to custom code for tasks like system commands and API interactions.

    Shell
  • mcp

    620

    The Hyperbrowser MCP Server provides tools for web scraping, data extraction, and crawling, offering access to browser agents like OpenAI's CUA and Anthropic's Claude Computer Use. It supports the Model Context Protocol.

    TypeScript
  • bytechef

    617

    Open-source, low-code, extendable API integration & workflow automation platform. Integrate your organization or your SaaS product with any third party API

    Java
  • 12306-mcp

    599

    This is a 12306 ticket search server based on the Model Context Protocol (MCP).

    JavaScript
  • zotero-mcp

    561

    Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.

    Python
  • mcp-server-data-exploration

    487

    MCP Server is a tool for interactive data exploration, acting as a personal data scientist assistant. It turns datasets into actionable insights, allowing users to explore data with specified topics

    Python
  • evo-ai

    478

    Evo AI is an open-source platform for creating and managing AI agents, enabling integration with different AI models and services.

    TypeScript
  • line-bot-mcp-server

    468

    MCP server that integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.

    TypeScript
  • mcp-youtube

    454

    This repository uses yt-dlp to download YouTube subtitles and connects them to claude.ai via the Model Context Protocol, allowing Claude to summarize YouTube videos when prompted with the video URL.

    JavaScript
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