Developer Tools MCP Servers

- A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.

Web/desktop UI for Gemini CLI/Qwen Code. Manage projects, switch between tools, search across past conversations, and manage MCP servers, all from one multilingual interface, locally or remotely.

Groundhog's primary purpose is to teach people how Cursor and all these other coding agents work under the hood. If you understand how these coding assistants work from first principles, then you can drive these tools harder (or perhaps make your own!).

Enterprise AI Capability Platform for Java/Spring Boot. Register business APIs as governed AI capabilities, compose Agents with GraphSpec, Runtime, MCP/A2A/Gateway, RunOps and Trace. 企业智能体开发框架-把 Java 企业系统中的接口、领域方法、知识、模型和流程，沉淀为可治理、可编排、可开放的 AI 能力资产。

A lightweight Ruby framework for building MCP servers with a Sinatra-like DSL

Model Context Protocol (MCP) server that provides up-to-date documentation for the Zig programming language standard library and builtin functions

:octocat: GitHub Emoji for C#, dotnet and beyond

A Model Context Protocol (MCP) server that enables LLMs to run ANY code safely in isolated Docker containers.

Spring Boot Starter: Auto-convert existing REST APIs (@RestController) to MCP Server with zero/low-code. Expose controllers as MCP Tools instantly.

A modular Python framework implementing the Model Context Protocol (MCP). It features a standardized client-server architecture over StdIO, integrating LLMs with external tools, real-time weather data fetching, and an advanced RAG (Retrieval-Augmented Generation) system.

- A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.

Android ADB CLI tool including integrated MCP Server with common adb actions used during development

pentestMCP: AI-Powered Penetration Testing via MCP, an MCP designed for penetration testers.

28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, iterative refinement, binary RE, structured decisions. Install any skill in one command.

Compiler-driven MCP framework for Kotlin Multiplatform

Atari Lynx emulator, debugger, and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

Sage Mode for F# development — REPL with solution or project loading, Live Testing for FREE, Hot Reload, and session management.

This package provides seamless integration with Claude Code, allowing you to run AI-powered coding sessions directly in your Emacs environment.

VS MCP Server exposes Visual Studio features through the Model Context Protocol (MCP), enabling AI assistants like Claude to interact with your IDE programmatically. Open files, read code, build projects, and more - all through natural conversation!

Multi-repo semantic code search MCP server in Rust — hybrid vector + BM25 retrieval, tree-sitter AST chunking, fully offline. For OpenCode, Claude Code, Cursor, and any MCP client.

A standardized framework for enhancing how LLMs process and respond to prompts through composable decorators, featuring an official open standard specification and Python reference implementation. Claude Code plugin and MCP server integration.

A comprehensive Model Context Protocol (MCP) server that provides seamless Salesforce integration for AI development tools.

Open-source relational AI framework with identity persistence, memory, and MCP integration. Build relationship-aware AI agents that remember, grow, and maintain continuity. Built on Claude Agent SDK.

- App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client.