MCP servers, quality-scored.

XcodeBuildMCP provides tools for Xcode project management, simulator management, and app utilities.

Fast, intelligent web search and web crawling. New mcp tool: Exa-code is a context tool for coding

MCP server for Firecrawl — search, scrape, and interact with the web.

Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡

Up-to-date code docs for any prompt

MCP server for Chrome DevTools

Open source MCP Servers for AWS

Connect to Atlassian Jira, Confluence, and Compass to search, create, and manage your work.

Official OpenMetadata MCP: governed context and business semantics for AI assistants and agents.

Web scraping with stealth HTTP, real browsers, and Cloudflare bypass. CSS selectors supported.

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

MCP server for browser use access

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.

Trigger.dev – build and deploy fully‑managed AI agents and workflows

Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.

An autonomous agent that conducts deep research on any data using any LLM providers

Codebase knowledge graph for AI agents — 159 languages, sub-ms queries, 99% fewer tokens.

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

MCP server for progressive tool usage at any scale (see https://klavis.ai)

Minimal, token-efficient Database MCP Server for PostgreSQL, MySQL, SQL Server, SQLite, MariaDB

MongoDB Model Context Protocol Server

Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection

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 with Claude Code, Codex, OpenClaw, or any LLM agent.

Yet another WebUI for Nginx

LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows

Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic identity. Built in Swift. Fully offline. Open source.

Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS.

Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

Bright Data's Web MCP server enabling AI agents to search, extract & navigate the web

Natural voice conversations for AI assistants - STT/TTS via MCP

Streaming music player that finds free music for you

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

AI quantitative trading platform for crypto, stocks, and forex with backtesting, live trading, market data, and multi-agent research.vibe-trading ,trading-agents,ai-trader,ai-trading

Local-first workflow engine with a Web UI for small teams. Define DAGs in a declarative YAML format. Self-contained and no DBMS required. Use any AI agent to manage your DAGs.

Open-source desktop SQL workspace for PostgreSQL, MySQL/MariaDB, SQLite and 13+ more databases like DuckDB, ClickHouse, Redis and Firestore. Built-in MCP server for Claude, Cursor and Devin, SQL notebooks and visual EXPLAIN.

MCP server for the Cloudflare API

The official Redis MCP Server is a natural language interface designed for agentic applications to manage and search data in Redis efficiently

MCP server for monday.com integration.

Industrial-grade speech recognition toolkit: 170x realtime, 50+ languages, speaker diarization, emotion detection, streaming, and OpenAI-compatible API.

The missing open source Kubernetes UI. Topology, event timeline, and service traffic — plus resource browsing and Helm management.

MCP Aggregator, Orchestrator, Middleware, Gateway in one docker

MCP server for SearXNG — privacy-respecting web search with pagination, URL reading

Next.js development tools MCP server with stdio transport

MCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants

Connect your AI assistants to Keboola and expose your data, transformations, SQL queries, ...

Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP/A2A Support

TradingView MCP server — real-time market data, technical analysis, screeners & backtesting for Claude, ChatGPT, Cursor & any MCP client. Stocks, crypto, forex & futures across global exchanges. Hosted or self-host.

MCP, CLI, Skills for searching and downloading academic papers from multiple sources like arXiv, PubMed, bioRxiv, etc.

Comprehensive PostgreSQL documentation and best practices, including ecosystem tools

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

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.

A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and Editing

Token efficient search for coding agents over public and private documentation.

Live data for AI agents: search, research, markets, crypto, X/Twitter. Pay per call.

Official MCP server for Anytype API - your encrypted, local and collaborative wiki.

Direct access to your Sanity projects (content, datasets, releases, schemas) and agent rules

🌊 The leading agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, RAG integration, and native Claude Code / Codex / Hermes and many more Integrated

⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载，你的 AI 舆情监控助手与热点筛选工具！聚合多平台热点 + RSS 订阅，支持关键词精准筛选。AI 智能筛选新闻 + AI 翻译 + AI 分析简报直推手机，也支持接入 MCP 架构，赋能 AI 自然语言对话分析、情感洞察与趋势预测等。支持 Docker ，数据本地/云端自持。集成微信/飞书/钉钉/Telegram/邮件/ntfy/bark/slack 等渠道智能推送。

A powerful toolkit for coding, providing semantic retrieval and editing capabilities.

🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。

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

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

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 touch, and proves what they save. 60–90% fewer tokens as the receipt. 76 MCP tools, 30+ agents, local-first.

Google Flights MCP, CLI and Python Library

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

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 deployment.

The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs

Data API builder provides modern REST, GraphQL endpoints and MCP tools to your Azure Databases and on-prem stores.

An official Qdrant Model Context Protocol (MCP) server implementation

The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.

A Model Context Protocol server for Windows crash dump analysis using WinDbg/CDB

Precision documentation from OpenAPI, MCP, Doxygen, and Markdown guides. Static HTML you own.

🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.

AI-native MCP server to design and manage Cisco network diagrams (L1/L2/L3, PPT/SVG) from LLMs.

🪄 Flint is a visualization language that lets AI agents reliably create expressive, good-looking charts from simple, human-editable chart specs.

Microsoft Dataverse skills for AI coding agents. Wraps the Dataverse MCP server, Dataverse CLI, Python SDK, and PAC CLI behind specialist skills for building, querying, deploying, and administering Dataverse environments.

X data platform with 100+ REST endpoints, MCP tools, webhooks, SDKs, and confirmed writes.

200+ transparent financial metrics calculated from raw statements, not third-party endpoints.

Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP server.

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

Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server.

Supports GPT Image 2, Seedance & ComfyUI, with a 1,400+ prompt library, carefully crafted hooks and a multi-task orchestration system

Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered by Azure API Management and Microsoft Foundry 🚀

AgentRQ: Human-in-loop realtime conversational task manager for AI Agents.

📦️ A fast, secure MCP server that extends its capabilities through WebAssembly plugins.

Alpaca’s official MCP Server lets you trade stocks, ETFs, crypto, and options, run data analysis, and build strategies in plain English directly from your favorite LLM tools and IDEs

Solidity Static Analyzer that easily integrates into your editor

MCP server for Unreal Engine 5 with 23 tools for game development automation.

Reddit browser for AI assistants. Browse posts, search content, analyze users. No API keys needed.

MCP Server for interacting with Android Devices.

Read and write access to Airtable database schemas, tables, and records.

Execution engine for AI agents. 412 modules: browser, file, Docker, data, crypto.

Local-first MCP proxy with BM25 tool discovery, security scanning, quarantine & ~99% token savings

A basic MCP server to operate on the Postman API.

MCP server + Claude Code plugin for ComfyUI: run workflows, generate images, manage models & VRAM.

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

Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks.

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

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