MCP
Official Model Context Protocol servers that give agents real tools.
🚀 One sentence → your one-person company of AI experts → complete deliverable in minutes. 267 CN + 184 EN + 5 more languages (ko/ru/pt-BR/id/ar) · zero-code YAML · auto-verified acceptance · Web…
A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
Mobile app automation and verification for AI coding agents. CLI, MCP server, and typed Node.js API for iOS, Android, HarmonyOS, TV, web, macOS, and Linux.
You're the boss, agents are your team. They handle tasks on their own, message each other, and review each other's work. You just watch the kanban board and give high-level commands.…
AI agent security scanner. Detect vulnerabilities in agent configurations, MCP servers, and tool permissions. Available as CLI, GitHub Action, ECC plugin, and GitHub App integration. 🛡️
Open-source AI browser agent for web automation: a web browsing agent and computer-use agent in plain English
An MCP server enabling AI assistants to interact with Anytype - your encrypted, local and collaborative wiki - to organize objects, lists, and more through natural language.
The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and…
MCP server for Apple Developer Documentation - Search iOS/macOS/SwiftUI/UIKit docs, WWDC videos, Swift/Objective-C APIs & code examples in Claude, Cursor & AI assistants
Local-first Apple Health MCP server. Lets AI assistants answer questions about your sleep, workouts, activity and heart data from a local export.
A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architecture (Projects, Tasks, Knowledge) to manage complex…
Inspectable, portable semantic memory for AI agents — core engine, TypeScript SDK, framework adapters, MCP server, CLI, and self-hostable host plugins.
ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works…
An official open-source suite of Model Context Protocol servers connecting AI assistants to AWS services, docs, and infrastructure.
MCP server connecting AI agents to 40+ Azure service areas for resource management and queries.
The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents.
Your browser is the API: CLI + MCP server for AI agents to control Chrome with your login state.
A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
MCP server plus Chrome extension that lets AI apps automate your existing browser with your real profile and logged-in sessions.
One capabilities.yaml wires skills, tools, rules, sub-agents, MCP servers, and plugins into Cursor, Claude Code, Codex, Windsurf, GitHub Copilot, and 30+ other AI coding agents
Local-first cross-platform desktop workspace for Claude Code / agents: multi-agent, Git worktrees, code diffs, skill marketplace, multi-model, Computer Use, task-aware desktop pets, with WeChat, Feishu, DingTalk, Telegram, WhatsApp and H5 access
Official Chrome DevTools MCP server that lets agents drive and inspect a real Chrome browser over the DevTools Protocol.
Run Claude Code, Codex, Antigravity, Cursor Agent and OpenCode as one runtime — persistent sessions, multi-agent councils, an OpenAI-compatible endpoint, an MCP server, and an ACP agent any editor…
A token-efficient remote MCP server exposing the entire Cloudflare API (~2,500 endpoints) via a Code Mode search/execute pattern at mcp.cloudflare.com.
A suite of official remote MCP servers (observability, bindings, builds, browser rendering, Radar, AI Gateway, and more) that let MCP clients manage Cloudflare via natural language.
一款全面的、便捷的cocos creator AI MCP服务插件，适用于3.8.0以上cocos版本，一键安装，一键启动。A comprehensive and convenient cocos creator AI MCP service plug-in, suitable for cocos versions above 3.8.0, one-click installation and…
The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs
Local-first, agent-native control plane for ComfyUI — MCP server + sidebar agent that generates images, video & audio, authors and runs workflows, and edits your live graph in natural language on ANY…
Context window optimization for AI coding agents: sandboxes tool output (98% reduction), persists session memory, enforces routing across 17 platforms.
MCP server that pulls version-accurate, up-to-date library docs and code examples straight into your agent's context.
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…
MCP server for Coolify — 42 optimized tools for managing self-hosted PaaS through AI assistants
Data API builder provides modern REST, GraphQL endpoints and MCP tools to your Azure Databases and on-prem stores.
Official data.gouv.fr Model Context Protocol (MCP) server that allows AI chatbots to search, explore, and analyze datasets from the French national Open Data platform, directly through conversation.
📖 MCP server for fetch deepwiki.com and get latest knowledge in Cursor and other Code Editors
Extract any website's complete design system with one command. DTCG tokens, semantic+primitive+composite, MCP server for Claude Code/Cursor/Windsurf, multi-platform emitters (iOS SwiftUI, Android…
Terminal control, filesystem search, and diff-based file editing for AI clients, over MCP.
Completely free, private, UI based Tech Documentation MCP server. Designed for coders and software developers in mind. Easily integrate into Cursor, Windsurf, Cline, Roo Code, Claude Desktop App
Dive is an open-source MCP Host Desktop Application that seamlessly integrates with any LLMs supporting function calling capabilities. ✨
Open-source 'docker mcp' CLI plugin and gateway that orchestrates Model Context Protocol servers as isolated containers, with secrets, OAuth, and access control, powering Docker Desktop's MCP Toolkit and catalog.
Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools
From text & real sources to maintainable .drawio architecture models: Diagram IR with source-kind profiles, incremental sync preserving manual layout, multi-view projection, architecture-as-test with…
Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.
Exa MCP for web search and web crawling: connect AI agents to Exa for search, content fetching and multi-step research.
The fast, Pythonic framework for building MCP servers and clients — the toolkit you build them with, not a server itself.
Free, two-way Figma MCP server. Turn designs into framework-aware code, and push code back to the canvas. Works with Claude Code, Cursor, Codex, and any MCP client.
Official Firecrawl MCP server: adds powerful web scraping and search to Cursor, Claude and any other LLM client.
Microsoft Research's visualization language designed for AI-generated charts, with an MCP server so agents can author and validate charts.
MCP server to provide Figma layout information to AI coding agents like Cursor.
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
Ghidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI plugin + headless server, lazy tool loading, convention enforcement, batch operations, Ghidra Server integration, and Docker…
GitHub's official Model Context Protocol server that connects AI agents to GitHub repos, issues, pull requests, and workflows.
Put an end to code hallucinations: a free, open-source remote MCP server for any GitHub project.
Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace MCP Server & CLI Tool
High-performance code-intelligence engine for AI agents and IDE, supports 257 languages, multi repositories, based on graph, with access via CLI, MCP Server, and API. AI coding agents teammate -…
Turbocharge Claude Code, Cursor, Codex, Gemini & every coding agent: faster, cheaper, with contextual understanding specific to your codebase.
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
MCP server letting AI agents run 150+ cybersecurity tools: authorized penetration testing and security research only.
Official MCP server that connects MCP-compatible assistants to the Hugging Face Hub for searching models, datasets, Spaces, papers, and docs, plus running Gradio community tools.
AI-powered reverse engineering assistant that bridges IDA Pro with language models through MCP.
A Model Context Protocol server that executes commands in the current iTerm session - useful for REPL and CLI assistance
Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens…
Calendar sync tool & universal calendar MCP server. Aggregate, sync and control calendars on Google, Outlook, Office 365, iCloud, CalDAV or ICS.
모두 파싱해버리겠다 — HWP·HWPX·PDF·Office 문서를 Markdown으로. 양식 자동 채우기와 신구대조를 갖춘 CLI·MCP 서버 | Convert Korean documents (HWP, HWPX, PDF, Office) to Markdown — CLI and MCP server with form filling and diff
법제처 국가법령정보를 LLM에서 바로 조회하는 MCP 서버. 법령·판례·조례 검색과 인용 검증 | MCP server for Korean law — search statutes, precedents, and ordinances, and verify citations
Control what your AI can see. LeanCTX (Lean Context) is the context intelligence layer for AI agents — one local Rust binary that decides what they read, remembers what they learn, guards what they…
MCP server that integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
An MCP server to run AppleScript and JXA (JavaScript for Automation) to macOS.
MCP server exposing MarkItDown's file-to-Markdown conversion (PDF, Office, images, audio) to agents.
Run MATLAB® using AI applications with the official MATLAB MCP Server from MathWorks®. This MCP server for MATLAB supports a wide range of coding agents like Claude Code® and Visual Studio® Code.
Official Microsoft Learn MCP Server and CLI tool – powering LLMs and AI agents with real-time, trusted Microsoft docs & code samples.
Curated reference MCP server implementations (Filesystem, Fetch, Git, Memory, Sequential Thinking, Everything) maintained by the Model Context Protocol steering group to demonstrate MCP features and SDK usage.
Open-source MCP server (formerly Gen AI Toolbox for Databases) that securely connects AI agents and MCP clients to databases like AlloyDB, Spanner, Cloud SQL, BigQuery, and self-managed Postgres/MySQL.
MCP server and Claude Code skill for Excalidraw — programmatic canvas toolkit to create, edit, and export diagrams via AI agents with real-time canvas sync.
mcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
Connect an MCP Client that only supports local (stdio) servers to a Remote MCP Server.
🤖 A visualization mcp & skills contains 25+ visual charts using @antvis. Using for chart generation and data analysis.
This is an MCP server that allows you to directly download transcripts of YouTube videos.
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…
A unified hub for centrally managing and dynamically orchestrating multiple MCP servers/APIs into separate endpoints with flexible routing strategies.
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.
A command-line interface for interacting with MCP (Model Context Protocol) servers using both stdio and HTTP transport.
MDA Open Spec — a Markdown superset for agent-facing documents. One .mda source compiles to drop-in SKILL.md, AGENTS.md, MCP-SERVER.md, and CLAUDE.md. JSON Schema validated, with typed dependency…
Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.
Supports GPT Image 2, Seedance & ComfyUI, with a 1,400+ prompt library, carefully crafted hooks and a multi-task orchestration system
A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.
A Minecraft MCP Server powered by Mineflayer API. It allows to control a Minecraft character in real-time, allowing AI assistants to build structures, explore the world, and interact with the game…
Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.
MCP server for mobile automation and scraping across iOS, Android, emulators, simulators and real devices.
A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.
A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Office services through the Graph API
An MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you.
MCP server for NotebookLM - Let your AI agents (Claude Code, Codex) research documentation directly with grounded, citation-backed answers from Gemini. Persistent auth, library management,…
Official Notion MCP server giving AI tools secure access to a Notion workspace; a hosted remote variant is offered at https://mcp.notion.com/mcp via OAuth.
A secure REST API and Model Context Protocol (MCP) server for your vault.
Read, write, search, and surgically edit Obsidian vault notes, tags, and frontmatter via MCP. STDIO or Streamable HTTP.
Bridge between Ollama and MCP servers, enabling local LLMs to use Model Context Protocol tools
A self-hosted auth/connector gateway linking 1,000+ SaaS providers to AI agents via MCP, SDK, CLI, HTTP, and OpenAPI.
The open-source multi-agent chat interface that lets you manage multiple agents in one dynamic conversation and add MCP servers for deep research
Multi-engine MCP server, CLI, and local daemon for agent web search and content retrieval — skill-guided workflows, no API keys.
AI-powered OSINT agent with interactive REPL, MCP server, and CLI. 19 tools. Works with Claude, GPT-4, or local models. For authorized security research only.
Overture is an open-source, locally running web interface delivered as an MCP (Model Context Protocol) server that visually maps out the execution plan of any AI coding agent as an interactive…
MCP, CLI, Skills for searching and downloading academic papers from multiple sources like arXiv, PubMed, bioRxiv, etc.
A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and Editing
MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.
An AI co-worker with its own computer. Self-evolving, persistent memory, MCP server, secure credential collection, email identity. Built on the Claude Agent SDK.
MCP server that gives agents structured browser automation via Playwright's accessibility tree.
Official MCP server that lets LLMs perform CRUD operations over a Supabase/PostgREST REST API and convert SQL queries to PostgREST syntax, ideal for connecting end users to your app's data.
This MCP server provides browser automation capabilities through Puppeteer, allowing interaction with both new browser instances and existing Chrome windows.
Your Personal AI Assistant; easy to install, deploy on your own machine or on the cloud; supports multiple chat apps with easily extensible capabilities.
The missing open-source Kubernetes UI with a built-in MCP server for AI agents. See what's broken, why, and what changed. Issues, Topology, event timeline, Helm, GitOps, live service traffic, and…
Clean, LLM-optimized Reddit MCP server. Browse posts, search content, analyze users. No fluff, just Reddit data.
Apple/WebKit's official MCP server for driving Safari — built into safaridriver, shipping in Safari Technology Preview.
Official Model Context Protocol server that connects AI coding assistants to Sentry's API for searching issues, retrieving events, and debugging production errors; hosted remotely at mcp.sentry.dev.
A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities: the IDE for your agent.
A mcp server to allow LLMS gain context about shadcn ui component structure,usage and installation,compaitable with react,svelte 5,vue & React Native
Skybridge is a full-stack TypeScript framework for MCP Apps and ChatGPT Apps. Type-safe. React-powered. Platform-agnostic.
The most powerful MCP Slack Server with no permission requirements, Apps support, GovSlack, DMs, Group DMs and smart history fetch logic.
A Model Context Protocol (MCP) server that provides structured spec-driven development workflow tools for AI-assisted software development, featuring a real-time web dashboard and VSCode extension…
Cross-session context for Claude Code. CLI + MCP server + /story skill that tracks tickets, issues, handovers, and roadmap in a .story/ directory.
A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
Official Model Context Protocol server exposing Stripe payments, billing, and docs/knowledge-base tools to AI agents, runnable locally via npx or as a hosted remote server at https://mcp.stripe.com.
Official MCP server that connects AI assistants like Cursor, Claude, and Windsurf to your Supabase projects to manage tables, query data, deploy edge functions, and handle config.
AI Skills, MCP Tools, and CLI for Unity Engine. Full AI develop and test loop. Use cli for quick setup. Efficient token usage, advanced tools. Any C# method may be turned into a tool by a single…
🧩 MCP Gateway - A lightweight gateway service that instantly transforms existing MCP Servers and APIs into MCP servers with zero code changes. Features Docker deployment and management UI, requiring…
Enable AI assistant clients like Cursor, Windsurf and Claude Desktop to control Unreal Engine through natural language using the Model Context Protocol (MCP).
Vercel's official remote MCP server with OAuth, letting AI tools securely search docs and manage Vercel projects, deployments, and logs.
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…
Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server.
The go-to web for your AI coding agent — local-first search, fetch, crawl & research over MCP. No API keys, no cloud, $0/query. Public beta.
Official remote MCP for the X Ads API: 23 tools to read campaigns, run analytics, and create paused ads from any MCP client.
x64dbg-MCP Server is a native MCP (Model Context Protocol) plugin for x64dbg that exposes the debugger's full functionality over HTTP. Connect any MCP-compatible AI assistant and control x64dbg…
A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.