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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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  • oxylabs-mcp

    105

    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-rest-api

    104

    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
  • memory-mcp-server

    104

    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
  • mcp-server-box

    101

    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

    101

    "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
  • 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
  • molecule-mcp

    97

    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_on_ruby

    96

    💎 A Ruby implementation of the Model Context Protocol

    Ruby
  • mcp-replicate

    94

    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
  • Awesome-Claude-MCP-Servers

    88

    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

  • podcli

    88

    CLI/MCP/Platform to generate clips from podcast.

    Python
  • 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
  • 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
  • frappe_mcp_server

    85

    A server that implements the Anthropic Model Control Protocol (MCP) server for accessing Frappe.

    TypeScript
  • mcp-server-stability-ai

    84

    This repository hosts an MCP server that integrates MCP clients with Stability AI's Stable Diffusion for image generation, editing, and upscaling, requiring a Stability AI API key. This repository hosts

    TypeScript
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