AI导哈

MCP 服务器资源列表

这是一个精选的模型上下文协议（MCP）服务器、工具与资源列表，帮助开发者发现并集成用于 AI 模型与本地及远程数据源安全交互的服务，适用于 AI 应用开发、工作流自动化、数据分析和系统集成等场景。

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使用说明

# Awesome MCP 🚀

A curated list of awesome Model Context Protocol (MCP) servers, tools, and resources

Contents

What is MCP?

The Model Context Protocol (MCP) is an open standard that enables AI models to securely interact with local and remote resources through standardized server implementations.

Key Benefits:

  • 🔌 Universal connector - One protocol to connect AI to any data source
  • 🟢 Secure by design - Controlled access to resources
  • 🛠️ Extensible - Build custom integrations easily
  • 🤝 Interoperable - Works across different AI platforms

Quick Start

New to MCP? Start here:

  1. Install a client: Claude Desktop or Cursor
  2. Run a local server: Try the Filesystem server
  3. Try a simple task: Ask the AI to "Summarize files in this folder" or "Read this text file"

👉 Pro Tip: Use npx to run servers instantly without installation (e.g., npx -y @modelcontextprotocol/server-filesystem).

Use Cases

Find the right tool for your goal:

Goal Recommended MCPs
Coding Agent Git, VS Code, RepoMapper
Research Fetch, Wikipedia, Brave
Automation Puppeteer, n8n, Cron
Personal AI OS Filesystem, Shell, Memory
Data Analysis PostgreSQL, Excel, Open-Meteo

Legend

Understanding server capabilities and risks:

Hosting:

  • 🏠 Local - Runs on your local machine
  • ☁️ Cloud - Remote service / API

Risk Level:

  • 🟢 Safe - Read-only, no system modifications
  • 🟡 Moderate - Write access, can modify data
  • 🔴 High Risk - Can execute commands or critical OS operations

Pricing:

  • 🆓 Free - No cost, no API key required
  • 🔑 Free (Key) - Free but requires API key registration
  • 💰 Freemium - Free tier available with paid upgrades
  • 💲 Paid - Requires payment

Security Model

MCP servers follow the principle of least privilege and user-controlled access:

Security Principles:

  • ✅ Explicit capability exposure - Tools are declared upfront
  • ✅ User-approved access - Manual approval for sensitive operations
  • ✅ Sandboxed execution - Isolated from system when possible
  • ✅ Auditable tool calls - All actions are logged and traceable

🔴 Exercise Caution With:

Servers that provide:

  • Shell execution - Can run arbitrary commands
  • Filesystem write access - Can modify/delete files
  • Network access - Can make external requests
  • System control - Can change OS settings

Always review server code and permissions before use.

Offline & Regional Usage

For air-gapped or offline environments:

  • Prioritize Local (🏠) servers (e.g., Filesystem, SQLite).
  • Avoid Cloud (☁️) servers that require internet access.
  • Use local LLMs (e.g., via Ollama) combined with local MCP servers for a fully offline stack.

Official Resources

MCP Servers

Free Servers

Servers that are free to use, with no API keys or optional free registration.

📚 Knowledge & Information

☁️ Weather & Environment

  • Open-Meteo Weather 🆓 ☁️ 🟢 - Global weather data and forecasts
  • Weather.gov 🆓 ☁️ 🟢 - US weather data

🛠️ Tooling & Ecosystem

  • MCP Inspector 🆓 🏠 - Official debugger for testing MCP servers
  • Smithery 🆓 ☁️ - Discovery and installation registry for MCP servers
  • Glama 🆓 ☁️ - AI workspace with integrated MCP directory

####💻 Developer Tools

  • Git 🆓 🏠 🟡 - Git repository operations
  • GitHub 🔑 ☁️ - GitHub repository integration

🔍 Search & Data

  • Fetch 🆓 ☁️ 🟢 - Web content fetching
  • Brave Search 🔑 ☁️ 🟢 - Web search
  • Google Search 🆓 ☁️ 🟢 - Google search results
  • Statsnet 🆓 ☁️ 🟢 - Background check any company in the world: registration, executives, courts and finances. Remote: https://statsnet.co/mcp

🧠 AI & Productivity

Paid/Freemium Servers

Servers with free tiers or that require paid API access.

☁️ Cloud Platforms

🗄️ Databases

  • BigQuery 💰 ☁️ 🟢 - Google BigQuery access
  • MongoDB 💰 ☁️ 🟡 - MongoDB database access
  • PostgreSQL 🆓 🏠 🟡 - PostgreSQL database access
  • SQLite 🆓 🏠 🟡 - SQLite database access
  • Supabase 💰 ☁️ 🟡 - Supabase platform integration

💬 Communication & Collaboration

  • Basecamp 💰 ☁️ - Basecamp project management
  • Discord 💰 ☁️ 🟡 - Discord server management
  • Gmail 💰 ☁️ 🟡 - Gmail email access
  • Slack 💰 ☁️ 🟡 - Slack workspace integration

💰 Finance & Business

  • Stripe 💲 ☁️ - Stripe payments API
  • Chargebee 💲 ☁️ - Subscription management
  • PayPal 💲 ☁️ - PayPal integration
  • Alpha Vantage 💰 ☁️ 🟢 - Financial market data
  • NotFair 💰 ☁️ 🟡 - Google Ads MCP server: diagnose performance, recommend optimizations, execute approved changes via the Google Ads API

🔍 Search & Analytics

  • Exa 💰 ☁️ 🟢 - AI-powered search
  • Perplexity 💰 ☁️ 🟢 - AI search and answers
  • Fathom Analytics 💰 ☁️ 🟢 - Privacy-focused analytics
  • Robot Speed 💰 ☁️ 🟡 🟢 - SEO / AI visibility MCP. Free tools at https://www.robot-speed.com/api/mcp/free; full remote at /api/mcp.

🎨 Creative & Media

  • Spotify 💰 ☁️ - Spotify music streaming
  • YouTube 💰 ☁️ - YouTube video platform
  • DALL-E 💲 ☁️ - AI image generation
  • Kleap 💰 ☁️ 🟡 🟢 - No-code website builder MCP (remote https://kleap.co/api/mcp). Create, edit, and publish live sites from an AI agent.
  • Midjourney 💲 ☁️ - AI image generation
  • RunAPI MCP 💲 ☁️ - Create image, video, music/audio, text-to-speech, and other model API jobs through RunAPI.

📊 Data & Analytics

  • Snowflake 💲 ☁️ - Cloud data platform
  • dbt 💰 🏠/☁️ - Data transformation
  • Tableau 💲 ☁️ - Data visualization
  • Amplitude 💲 ☁️ - Product analytics

🛠️ Development Tools

  • Linear 💰 ☁️ - Issue tracking
  • Docker 🆓 🏠 🔴 - Container management

🌐 Web Services

  • Airtable 💰 ☁️ 🟡 - Cloud database platform

🟢 Security

  • 1Password 💲 🏠 🟢 - Password management
  • Okta 💲 ☁️ - Identity management
  • Auth0 💲 ☁️ - Authentication platform

Automation

Servers that enable workflow automation, browser automation, and task orchestration.

Browser Automation

  • Agent QA 🔑 🏠 🔴 🟢 - Run natural-language web, Android, and iOS tests and inspect artifacts through MCP; source-available (FSL-1.1-ALv2), with no software fee for permitted use and separate model/browser/device provider costs.
  • Playwright 🆓 🏠 🔴 - Official Microsoft Playwright MCP server for web automation
  • Browserbase 💰 ☁️ 🔴 - Cloud browser automation with headless Chrome
  • Puppeteer 🆓 🏠 🔴 - Browser automation for web scraping
  • Browser-Use 🆓 🏠 🔴 - Browser automation in Docker with VNC

Workflow Automation

  • n8n 💰 🏠/☁️ - Workflow automation platform
  • Zapier 💰 ☁️ - Connect 5000+ apps and automate workflows
  • Make.com 💰 ☁️ - Visual automation platform
  • Apple Shortcuts 🆓 🏠 - macOS automation integration

Task Automation

  • Cron 🆓 🏠 🔴 - Scheduled task execution
  • Home Assistant 🆓 🏠 🟡 - Control smart home devices
  • IFTTT 💰 ☁️ - If-This-Then-That automation

OS Control

Servers that provide system-level control and OS integration capabilities.

System Operations

  • Filesystem 🆓 🏠 🟡 🔴 - Secure file operations with access controls
  • Shell 🆓 🏠 🔴 - Execute shell commands securely
  • Windows PowerShell 🆓 🏠 🔴 - Windows system control
  • macOS AppleScript 🆓 🏠 🔴 - macOS automation and control

Desktop Integration

RAG & Vector Databases

Servers for Retrieval-Augmented Generation and vector database integration.

Vector Databases

  • Pinecone 💰 ☁️ 🟡 - Managed vector database
  • Weaviate 🆓 🏠/☁️ 🟡 - Open-source vector search engine
  • Qdrant 🆓 🏠 🟡 - Vector similarity search engine
  • Milvus 🆓 ☁️ 🟡 - Cloud-native vector database
  • Chroma 🆓 🏠 🟡 - AI-native open-source embedding database

RAG Platforms

  • LlamaIndex 🆓 🏠 - Data framework for LLM applications
  • LangChain 🆓 🏠 - Build LLM applications
  • Haystack 🆓 🏠 - End-to-end NLP framework

Knowledge Management

  • Memory 🆓 🏠 🟡 - Knowledge graph-based persistent memory
  • Obsidian 💰 🏠 🟡 - Personal knowledge base
  • Notion 💰 ☁️ 🟡 - Connected workspace

Embedding Services

Observability & Monitoring

Servers for application monitoring, logging, tracing, and performance analysis.

Application Performance Monitoring (APM)

  • Datadog 💰 ☁️ - Full-stack observability platform
  • New Relic 💰 ☁️ - Performance monitoring
  • Dynatrace 💲 ☁️ - Software intelligence platform

Logging & Log Analytics

  • Grafana Loki 🆓 🏠/☁️ 🟢 - Log aggregation system
  • Elasticsearch 💰 ☁️ - Search and analytics engine
  • Logfire 💰 ☁️ - OpenTelemetry traces and metrics

Metrics & Monitoring

  • Prometheus 🆓 🏠 🟢 - Monitoring system and time series database
  • Grafana 🆓 🏠/☁️ - Observability and data visualization
  • VictoriaMetrics 🆓 🏠 - Time series database
  • Netdata 🆓 🏠 🟢 - Real-time performance monitoring

Error Tracking

  • Sentry 💰 ☁️ - Error tracking and performance monitoring
  • Rollbar 💰 ☁️ - Error monitoring
  • Bugsnag 💰 ☁️ - Error monitoring and reporting

Distributed Tracing

  • Jaeger 🆓 🏠/☁️ - End-to-end distributed tracing
  • Zipkin 🆓 🏠/☁️ - Distributed tracing system
  • OpenTelemetry 🆓 🏠 - Observability framework

Infrastructure Monitoring

  • Zabbix 🆓 🏠/☁️ - Enterprise monitoring solution
  • Kubernetes 💰 ☁️ - Container orchestration monitoring

Real-World Projects

Production-ready MCP servers and reference implementations from real-world use cases.

Code Analysis & Development

  • CodeGraph Context 🆓 🏠 - Index code into graph database for AI context
  • VS Code MCP 🆓 🏠 - Read directory structure, lint problems, edit files
  • RepoMapper 🆓 🏠 🟢 - Dynamic repository mapping for AI
  • Code Assistant 🆓 🏠 🔴 - Multi-project coding agent

Data Processing

  • Data Exploration 🆓 🏠 - Autonomous CSV data analysis
  • Excel MCP 🆓 🏠 🟡 - Excel manipulation and analysis
  • dbt Docs 🆓 🏠 🟢 - dbt project metadata and lineage

Content & Media

Security & DevOps

Multi-Agent Systems

  • Agent MCP 🆓 🏠 - Framework for multi-agent coordination
  • Roundtable 🆓 🏠 - Unify multiple AI coding assistants
  • Owlex 🆓 🏠 - Query multiple CLI agents in parallel

Experimental & Research

Early-stage or experimental servers not yet production-ready.

Note: These servers are actively developed but may have incomplete features, breaking changes, or stability issues. Use with caution in production environments.

  • Hyperconsciousness 🆓 🏠 🟡 🧪 - Developer-alpha MCP server for encrypted, append-only knowledge with scoped, expiring grants; build from source.

  • Submit your experimental MCP server via PR!

Agent Patterns

Strategic patterns for building reliable agents:

  • Planner-Executor: One agent creates a plan, another executes steps (uses Sequential Thinking).
  • Tool-Only: Simple agent that just calls tools (e.g., "Get weather").
  • Memory-Backed: Agent that persists state across sessions using Memory or PostgreSQL.
  • Multi-Agent Swarm: Specialized agents collaborating (e.g., Research Agent + Writer Agent + Editor Agent).

Evaluation & Benchmarks

When choosing servers, consider:

  • Latency: Local (🏠) is faster than Cloud (☁️).
  • Capability: Does it support all operations you need?
  • Risk: Check the risk level (🟢/🟡/🔴).
  • Cost: 🆓 vs 💰.

Reference Architectures

Common patterns for combining MCP servers into powerful AI systems.

🖥️ Local AI OS

Components: Claude Desktop + Filesystem + Shell + Browser Automation
Use Case: Complete local system control and automation

🧠 RAG System

Components: Vector DB (Chroma/Qdrant) + Memory MCP + Document Loaders
Use Case: Intelligent document Q&A and knowledge retrieval

👨‍💻 Coding Agent

Components: Git + RepoMapper + VS Code MCP + GitHub
Use Case: Autonomous code analysis, refactoring, and PR management

🏠 Home Automation Agent

Components: Home Assistant + Cron + Slack + OpenAI
Use Case: Smart home control, energy monitoring, and family notifications

🤖 Automation Agent

Components: Browser Automation + n8n + Cron + Slack
Use Case: End-to-end workflow automation and notifications

🏢 Enterprise Agent

Components: Observability Stack + IAM + Cloud MCPs + Databases
Use Case: Production monitoring, access control, and data integration

🔬 Research Agent

Components: ArXiv + Semantic Scholar + RAG + Memory
Use Case: Academic research, literature review, and citation management

Templates & Starters

Reusable templates and starter projects for building MCP servers.

Contributing: Have a useful template? Submit a PR!

Clients

Applications and tools that support MCP:

  • Claude Desktop - Anthropic's desktop AI assistant
  • Cline - VS Code AI coding assistant
  • Zed - Collaborative code editor with AI
  • Cursor - AI-powered code editor
  • Continue - Open-source AI code assistant

Frameworks & SDKs

Build your own MCP servers:

Tutorials & Guides

Community

Contributing

Contributions welcome! Please read the contribution guidelines first.

Looking for where to start? Check issues labeled "good first issue" in the server repositories!

How to Submit

  1. Fork this repository
  2. Add your MCP server to the appropriate category
  3. Follow the format: - [Name](link) 🆓/💰 🏠/☁️ - Brief description
  4. Ensure it's alphabetically ordered within the category
  5. Include appropriate legend icons
  6. Submit a Pull Request

Submission Criteria

  • ✅ Must be a working MCP server
  • ✅ Must have clear documentation
  • ✅ Must be actively maintained (🟢 or 🟡)
  • ✅ Must specify pricing model
  • ✅ Must follow MCP specification
  • ✅ Must include legend tags

Maintenance Status

When submitting, please indicate:

  • 🟢 Active - Updated in last 3 months
  • 🟡 Maintained - Updated in last year
  • 🔴 Archived - No longer maintained

We periodically review and may move stale servers to an archived section.

License

To the extent possible under law, the contributors have waived all copyright and related rights to this work.

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