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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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  • memphis

    4

    Memphis – Self‑Evolving AI Agent Runtime

    TypeScript
  • siteaudit-mcp

    3

    Instant SEO, performance, and security audits for any URL — an MCP server for AI agents

    Python
  • Fused-Gaming-Skill-MCP

    3

    An easily managed NPM MCP Server with modular skills for claude.

    TypeScript
  • rijksmuseum-mcp-client

    3

    This repository contains an Electron-based desktop application that interacts with the Rijksmuseum MCP server, enabling AI-powered exploration of the Rijksmuseum's art collection through a chat interface. This repository contains an

    TypeScript
  • verodat-mcp-server

    3

    The Verodat MCP Server repository provides a Model Context Protocol implementation for integrating Verodat's data management with AI systems like Claude Desktop, enabling account, workspace, and dataset operations.

    TypeScript
  • mcp-server

    3

    This repository provides the MCP Server, enabling AI assistants to safely utilize external tools like Python and web access. It enhances data processing and error handling, empowering bots to solve problems effectively.

    Python
  • artguard

    2

    Scan AI artifacts like agent skills and config files for security risks, privacy issues, and instruction-level attacks with a Python CLI tool.

  • ATS-Checker-Resume-using-CrewAI-MCP

    2

    Modular AI-powered resume and job analysis platform using CrewAI and MCP servers. Features include resume parsing, job description analysis, ATS optimization, real-time feedback, scoring, bulk compari

    JavaScript
  • spring-ai-mcp-test

    2

    This repository demonstrates Spring AI's integration with the Model Context Protocol (MCP) using Spring Boot, showcasing both server and client implementations for services like geocoding and timezone retrieval, enabling LLM interaction.

    Java
  • prospector-mcp-email-finder

    2

    Find and verify business emails with an open-source MCP server using DNS, SMTP checks, and web scraping without paid API subscriptions.

    JavaScript
  • mcp-fal

    2

    This repository provides a Model Context Protocol (MCP) server for interacting with fal.ai models, enabling listing, searching, schema retrieval, content generation, queue management, and file uploads. This repository provides a

    Python
  • nb

    2

    Hypergraphic-FMOps is a tool that leverages the power of advanced AI models (OpenAI's GPT-4 and Anthropic's Claude-2) to analyze software architecture descriptions. Simply provide a description of you

    Jupyter Notebook
  • mcp-example

    2

    This repository provides an example of using the Model Context Protocol with a single tool, resource, and prompt, showcasing installation and usage of both the MCP server and client for interaction.

    Python
  • dsers-mcp-product-py

    2

    Automate DSers product import, bulk variant edits, and Shopify push from AliExpress with AI using Python MCP server

    Python
  • mcp2cli

    2

    Turn MCP servers, OpenAPI specs, or GraphQL endpoints into efficient CLIs at runtime with zero code generation and minimal token use.

    Python
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