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Model Context Protocol Directory

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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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  • 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
  • mfa-servicenow-mcp

    1

    ServiceNow Developer MCP - Technical Specification

    Python
  • swiss-public-transport-mcp

    1

    An MCP server for travelling in Switzerland, using the Swiss OpenData Transport API.

    Python
  • sample-mcp-server-tos

    1

    This repository provides an MCP server implementation for retrieving data from Volcengine TOS, exposing data through Resources like PDF documents. It offers tools for listing buckets/objects and retrieving objects, requiring

    Python
  • awesome-mcp-security

    1

    Scan and analyze MCP servers to assess AI agent security risks and provide clear safety scores updated daily.

  • tavily-mcp-loadbalancer

    1

    🐙 High-availability Tavily MCP load balancer with multi-key polling and native SSE, automatically rotating API keys to boost request limits for Tavily MCP servers.

    JavaScript
  • websocket_mcp

    1

    This repository offers a WebSocket-based Model Context Protocol (MCP) server and client implementation, including a local LLM chat bot demo, designed to improve upon existing MCP transport layers for efficient communication.

    Python
  • mcp2cli

    1

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

    Python
  • artguard

    1

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

  • fingertip-mcp

    1

    The @fingertip/mcp repository provides a Model Context Protocol server for the Fingertip API, enabling AI assistants to manage Fingertip sites, retrieve site information, and create new sites. The @fingertip/mcp repository

    TypeScript
  • mif-spec

    1

    Define and standardize Memory Interchange Format (MIF) to enable seamless memory transfer between AI systems.

    Python
  • nse-trading-skills

    1

    Analyze NSE/BSE stocks using AI-driven technical indicators, position sizing, and risk management tools directly within your terminal.

  • mcp-scan-action

    1

    Scan MCP servers, AI agents, and LLM pipelines for security vulnerabilities and send results directly to your GitHub Security tab.

    Python
  • mcp-yandex-tracker

    1

    Manage and automate tasks in Yandex Tracker using a robust MCP integration for efficient issue tracking and project control.

    Go
  • Fused-Gaming-Skill-MCP

    1

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

    TypeScript
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