MCP Essentials

Find duplicate GitHub issues

This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.

Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking and iterative refinement, enabling agent-like developer behavior in reasoning AI systems.

Semantic Intelligence for Large-Scale Engineering. Context+ is an MCP server designed for developers who demand 99% accuracy. By combining RAG, Tree-sitter AST, Spectral Clustering, and Obsidian-style linking, Context+ turns a massive codebase into a searchable, hierarchical feature graph.

AI-powered bridge connecting LLMs and advanced AI agents to the Unity Editor via the Model Context Protocol (MCP). Chat with AI to generate code, debug errors, and automate game development tasks directly within your project.

Unity MCP acts as a bridge, allowing AI assistants (like Claude, Cursor) to interact directly with your Unity Editor via a local MCP (Model Context Protocol) Client. Give your LLM tools to manage assets, control scenes, edit scripts, and automate tasks within Unity.

The professional development environment for Claude Code. Claude Code is powerful. Pilot Shell makes it reliable. Start a task, grab a coffee, come back to production-grade code. Tests enforced. Context preserved. Quality automated.

**WORKFLOW SKILL** — Create, update, review, fix, or debug VS Code agent customization files (.instructions.md, .prompt.md, .agent.md, SKILL.md, copilot-instructions.md, AGENTS.md). USE FOR: saving coding preferences; troubleshooting why instructions/skills/agents are ignored or not invoked; configuring applyTo patterns; defining tool restrictions; creating custom agent modes or specialized workflows; packaging domain knowledge; fixing YAML frontmatter syntax. DO NOT USE FOR: general coding questions (use default agent); runtime debugging or error diagnosis; MCP server configuration (use MCP docs directly); VS Code extension development. INVOKES: file system tools (read/write customization files), ask-questions tool (interview user for requirements), subagents for codebase exploration. FOR SINGLE OPERATIONS: For quick YAML frontmatter fixes or creating a single file from a known pattern, edit the file directly — no skill needed.

🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autonomously orchestrating frontier models and agents to collaborate, reason, and produce high-quality results. | Join us on Discord: discord.massgen.ai

A text-based user interface (TUI) client for interacting with MCP servers using Ollama. Features include agent mode, multi-server, model switching, streaming responses, tool management, human-in-the-loop, thinking mode, model params config, MCP prompts, custom system prompt and saved preferences. Built for developers working with local LLMs.

Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. KISS your over-eager AI Agents goodbye! Effective for: Coding, Ambiguous Tasks, High-Risk tasks

Architectural intelligence layer for AI coding agents. Structural graph, architecture governance, multi-agent orchestration, vulnerability mapping. 139 commands, 101 MCP tools, 26 languages, 100% local.

🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.

Typescript SDK for using Day AI API (MCP Tools) with OAuth

Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.

An open-source AI agent that brings the power of Gemini directly into your terminal.

🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!

The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra

A powerful coding agent toolkit providing semantic retrieval and editing capabilities (MCP server & other integrations)

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you

[PRE-ALPHA: NOT YET OPERATIONAL] Subspace Domain is a bridge that lets MCP clients on your local machine find, communicate with, and collaborate with each other.

A Model Context Protocol (MCP) server that provides seamless integration with Google Cloud Storage, enabling AI assistants to perform file operations, manage buckets, and interact with GCS resources directly.

A lightweight utility that securely loads API keys for Cursor MCP servers from your home directory, preventing accidental exposure of secrets in repositories. Keep your credentials safe while maintaining seamless integration with AI coding assistants.

A lightweight MCP server that integrates with Apple Notes to create a personal memory system for AI. Easily recall and save information from your Mac using simple AppleScript commands. Compatible with all macOS versions with minimal setup requirements.

Context Engineering is a MCP server that gives AI agents perfect understanding of your codebase. Eliminates context loss, reduces token usage, and generates comprehensive feature plans in minutes. Compatible with Cursor, Claude Code, and VS Code.

Chrome DevTools for coding agents

Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!

🚀 The fast, Pythonic way to build MCP servers and clients.

The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.

本项目为xiaozhi-esp32提供后端服务，帮助您快速搭建ESP32设备控制服务器。Backend service for xiaozhi-esp32, helps you quickly build an ESP32 device control server.

The most powerful Android RPA agent framework, next generation of mobile automation robots.

AI-powered reverse engineering assistant that bridges IDA Pro with language models through MCP.

Browser MCP is a Model Context Provider (MCP) server that allows AI applications to control your browser

🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.

Klavis AI (YC X25): MCP integration platforms that let AI agents use tools reliably at any scale

A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.

A Python-based Xiaozhi AI for users who want the full Xiaozhi experience without owning specialized hardware.

A single hub to find Claude Skills, Agents, Commands, Hooks, Plugins, and Marketplace collections to extend Claude Code, Claude Desktop, Agent SDK and OpenClaw

Save or export your private and public Slack messages, threads, files, and users locally without admin privileges.

Lemonade helps users discover and run local AI apps by serving optimized LLMs right from their own GPUs and NPUs. Join our discord: https://discord.gg/5xXzkMu8Zk

A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.

A unified hub for centrally managing and dynamically orchestrating multiple MCP servers/APIs into separate endpoints with flexible routing strategies

Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace / G Suite MCP Server & CLI Tool

An MCP client for Neovim that seamlessly integrates MCP servers into your editing workflow with an intuitive interface for managing, testing, and using MCP servers with your favorite chat plugins.

Enable AI assistant clients like Cursor, Windsurf and Claude Desktop to control Unreal Engine through natural language using the Model Context Protocol (MCP).

A command-line interface for interacting with MCP (Model Context Protocol) servers using both stdio and HTTP transport.

mcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.

⛓️RuleGo is a lightweight, high-performance, embedded, next-generation component orchestration rule engine framework for Go.

A curated collection of top-tier penetration testing tools and productivity utilities across multiple domains. Join us to explore, contribute, and enhance your hacking toolkit!

This MCP server allows Claude and other AI assistants to access your LinkedIn. Scrape LinkedIn profiles, companies and jobs, and perform job searches.

MCP server that enables AI assistants to interact with Google Gemini CLI, leveraging Gemini's massive token window for large file analysis and codebase understanding

Model Context Protocol (MCP) plugin to connect with Unity Editor — designed for Cursor, Claude Code, Codex, Windsurf and other IDEs

🔌 Plug-and-play library to enable agents to call MCP and UTCP tools via code execution.

A desktop MCP client designed as a tool unitary utility integration, accelerating AI adoption through the Model Context Protocol (MCP) and enabling cross-vendor LLM API orchestration.

Creates short videos for TikTok, Instagram Reels, and YouTube Shorts using the Model Context Protocol (MCP) and a REST API.

Use when user asks "what tools are available?", "is there a tool for...", "can Claude do...", "how can I...", mentions MCP servers, wants to discover capabilities, or seems uncertain about available integrations. Helps discover and search for tools, MCP servers, and plugins.

企业微信自建应用（wecom-app）运维与使用技能包。用于：定位并回发图片/语音/文件；使用 saved: 稳定路径做 OCR/MCP/二次处理；规范 target（wecom-app:user:xxx / user:xxx / 裸ID / @accountId）；排查发送失败；配置入站媒体保留策略与语音转码策略。

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools

--- name: secops-setup-gemini description: Helps the user configure the Google SecOps Remote MCP Server for Gemini CLI. Use this when the user asks to "set up" or "configure" the security tools for Ge

--- name: secops-setup-antigravity description: Helps the user configure the Google SecOps Remote MCP Server for Antigravity. Use this when the user asks to "set up" or "configure" the security tools

{ "customModes": [ { "slug": "anubis", "name": "𓂀𓁢𓋹𝔸ℕ𝕌𝔹𝕀𝕊𓋹𓁢𓂀", "roleDefinition": "You are an Expert Workflow AI Agent specialized in rule-driven software developmen

customModes: - slug: architect name: Architect roleDefinition: |- You are the Architect. Your goal is to orchestrate solutions by leveraging MCP Servers and Gemini. Do not rush to writ

{ "customModes": [ { "slug": "mcp", "name": "MCP", "roleDefinition": "Vous avez la capacité de créer un serveur MCP et de l'ajouter à un fichier de configuration qui exposera e

GitHub's official MCP Server

MCP for xiaohongshu.com

MCP 资源精选， MCP指南，Claude MCP，MCP Servers, MCP Clients

Adversary simulation and Red teaming platform with AI

HttpRunner 是一款开源的 API/UI 测试框架，简单易用，功能强大，具有丰富的插件化机制和高度的可扩展能力。

一款基于各大企业信息API的工具，解决在遇到的各种针对国内企业信息收集难题。一键收集控股公司ICP备案、APP、小程序、微信公众号等信息聚合导出。支持MCP接入

A simple, secure MCP-to-OpenAPI proxy server

Exa MCP for web search and web crawling!

Enterprise AI Platform with guardrails, MCP registry, gateway & orchestrator

An Agentic Framework for Reflective PowerPoint Generation

A Model Context Protocol server for Excel file manipulation

Model Context Protocol(MCP) 编程极速入门

A CLI tool for building Go applications.

A bridge between Streamable HTTP and stdio MCP transports

A metasearch library that aggregates results from diverse web search services

An AI-enabled NAT Router/Firewall for the ESP32

Plugin for JADX to integrate MCP server

An official Qdrant Model Context Protocol (MCP) server implementation

An MCP server that autonomously evaluates web applications.

小智ESP32的Java企业级管理平台，提供设备监控、音色定制、角色切换和对话记录管理的前后端及服务端一体化解决方案

Local first codebase intelligence

文颜 MCP Server 可以让 AI 自动将 Markdown 文章排版后发布至微信公众号。

Model Context Protocol for WinDBG

Connect AI models like Claude & GPT with robots using MCP and ROS.

Build effective agents using Model Context Protocol and simple workflow patterns

Agent Framework For Fintech and Banks

Awesome MCP Servers - A curated list of Model Context Protocol servers

A Model Context Protocol server for converting almost anything to Markdown

The Simple Agent Development Kit.

The Grafbase GraphQL Federation Gateway

A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.

Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.

Official python implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extra middleware.

Add Obsidian integrations like semantic search and custom Templater prompts to Claude or any MCP client.

A NestJS module to effortlessly create Model Context Protocol (MCP) servers for exposing AI tools, resources, and prompts.

🧠 An adaptation of the MCP Sequential Thinking Server to guide tool usage. This server provides recommendations for which MCP tools would be most effective at each stage.

AI assistant integration for n8n workflow automation through Model Context Protocol (MCP). Connect Claude Desktop, ChatGPT, and other AI assistants to n8n for natural language workflow management.

Enable any LLM (e.g. Claude) to interactively debug any language for you via MCP and a VS Code Extension

🗂️🤖 Airtable Model Context Protocol Server, for allowing AI systems to interact with your Airtable bases

Clean, LLM-optimized Reddit MCP server. Browse posts, search content, analyze users. No fluff, just Reddit data.

A Model Context Protocol (MCP) server that provides tools for fetching and analyzing Reddit content.

The only browser automation that bypasses anti-bot systems. AI writes network hooks, clones UIs pixel-perfect via simple chat.

MCPSharp is a .NET library that helps you build Model Context Protocol (MCP) servers and clients - the standardized API protocol used by AI assistants and models.

MeiGen-AI-Design-MCP — Turn Claude Code / OpenClaw into your local Lovart. Local ComfyUI, 1,400+ prompt library, multi-direction parallel generation.

Pre-build reality check for AI coding agents. Scans GitHub, HN, npm, PyPI & Product Hunt — returns a 0-100 reality signal. MCP tool. Try: mnemox.ai/check

A Model Context Protocol (MCP) server that helps read GitHub repository structure and important files.

A Model Context Protocol Server that allows you to interact with your MacOS Calendar through natural language.

MCP All in One scraping tool

Claude on Rails - Tooling System for Claude Code.

AI skills and MCP server for AnomalyArmor data observability

Navigate and understand the MCP PHP schema

Search and retrieve memories from hAIveMind collective knowledge base

Synchronize hAIveMind commands, configurations, and agent state with collective

Query hAIveMind collective knowledge and specialized agent expertise

Store knowledge and experiences in hAIveMind collective memory

Manage hAIveMind kanban tickets and tasks with full project integration

Official MCP Servers for AWS

A middleware to provide an openAI compatible endpoint that can call MCP tools

A minimalistic MCP client with a good feature set.

A simple CLI to run LLM prompt and implement MCP client.

A comprehensive collection of Model Context Protocol (MCP) servers

Giving Claude ability to run code with E2B via MCP (Model Context Protocol)

Model Context Protocol (MCP) Server for Graphlit Platform

Turn any openapi file into an mcp server, with just the tools you need.

Model Context Protocol server for DeepSeek's advanced language models