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A lightweight Vert.x-based transport for Model Context Protocol (MCP) Java SDK.

A Model Context Protocol server for 29 Git operations and 11 workflows.

Specmatic MCP Server enables API testing and mocking via natural language.

A demo MCP server for weather data with payment integration in Python.

Basecoat MCP Server simplifies using Basecoat CSS components for AI-assisted coding.

YetiBrowser MCP enables automation of browser tabs with local-first, transparent tools.

mymlh-mcp-server: A streamable HTTP server for MyMLH projects.

A specialized MCP server for monitoring development server output with intelligent error categorization and Claude Code integration

A Vert.x MCP Server built on top of MCP Java SDK

Let LLMs author your integration tests—E2E-style.

✨🧠 A MCP server built with FastMCP that interacts with Cisco RADKit services

A multi-agent microservice system built on .NET Aspire and MCP protocol.

MCP server that gives Claude Desktop and other desktop MCP clients filesystem powers—read, write, edit, and manage files like AI coding assistants.

A Starlette-based MCP server bridging ChatGPT and Taiga API with SSE and HTTP.

Professional multi-asset trading & Pine Script development MCP server for Claude. Features: 20+ indicators, Pine Script tools (validator, autocomplete, docs, testing), Forex/Stocks/Crypto support

Wechat-robot-mcp-server enables sending messages to WeChat clients via a simple API.

MCP server providing WordPress coding standards, tools, and best practices.

MCP Mail: A mail-like coordination layer for coding agents.

DAP-MCP enables AI agents to debug code using natural language.

TRAE Memory is an automated enhanced version of the MCP Server, providing end-to-end memory and context management capabilities for the TRAE IDE. It supports the standardization of inputs and complete dialogues from Builder/Chat/Terminal, with built-in session Context management (automatic saving, usage monitoring, and resetting), task tracking and statistics, data file cleaning and archiving tools. Additionally, it allows customization of the data directory and history.json path through environment variables, ensuring consistency and recoverability of records across multiple processes and working directories.

A template for setting up MCP Servers using uvx and local commands.

A local JSON memory store for context engineering with GitHub Copilot and MCP clients.

AI MCP Bridge offers a zero-code solution to transform Spring apps into MCP services seamlessly.

MCP Refactor TypeScript offers advanced TypeScript refactoring via the Model Context Protocol.

MCP server for sharing dev progress on Twitter with AI tweet suggestions.

Minimal Example Implementation of a MCP Server / Client with Python and Pip. This example is tested in VSCode and Windows and both server and client are debuggable.

A secure Python code execution service with session support and MCP integration.

MCP server for integrating Appwrite documentation into IDEs like Cursor and VSCode.

MCP Hub: A directory of 8,000+ community-driven MCP servers, open-source and searchable.

Penrose MCP Server enables creating mathematical diagrams via natural language.

High-performance FastAPI server implementing Model Context Protocol (MCP) for seamless integration with Large Language Models (LLMs). Built with modern stack: FastAPI, Elasticsearch, Redis, Prometheus, and Grafana.

A MCP wrapper for doc generation

MCP server that converts Figma designs to Vue 3 components with TypeScript.

Extracts embedded data from TypeScript/JavaScript into JSON files.

An MCP server for managing AI Agent Skills with search and installation features.

mcpp-community is a community-driven MCP Server project for Minecraft.

Documentation & Code Indexing with MCP - Open-source Context7 alternative

Karma is a modular utility library for Go, simplifying tasks like authentication and API integration.

Demo integrating Spring AI with DeepSeek using MCP for file operations.

Portable skills for AI coding assistants compatible with multiple tools.

A JupyterLab extension for AI chat using Model Context Protocol (MCP).

Index and search your Git repositories with AI. Includes a terminal UI and MCP server for AI tool integration.

Test implementation of mcp server in Elixir

Collection of projects that illustrate features of the MCP C# SDK

MCPDebugger is a lightweight C++ debugger integrated with an MCP server for execution control and memory inspection.

A CLI tool for generating and extending production-ready MCP servers.

GitLab MCP Server for code review and integration with Lark notifications.

MCP Server transforms Deco sites into an MCP server easily.

AI SDK for building AI-powered applications in Go

Flask-MCP-Plus is a Flask-based Streamable MCP(Model Context Protocol) framework for exposing tools, resources, and prompts with type safety and automatic JSON schema generation.