MCP servers give AI models superpowers—access to GitHub, databases, browsers, and more. But with hundreds of servers available, which ones actually matter? I've ranked the 15 most useful MCP servers based on GitHub stars, active development, and real-world utility.
Quick Jump
🎖️ Official MCP Servers
These are maintained by major companies and provide production-ready integrations.
1. GitHub MCP Server
⭐ 26,600github/github-mcp-server
GitHub's official MCP server. Access repositories, issues, PRs, code search, and more directly from your AI assistant. Essential for any developer workflow.
2. Playwright MCP Server
⭐ 26,625microsoft/playwright-mcp
Microsoft's browser automation server. Let AI control browsers, take screenshots, fill forms, and navigate web pages. Perfect for web scraping and testing automation.
3. AWS MCP Servers
⭐ 8,035awslabs/mcp
Official AWS MCP servers for cloud infrastructure. Manage EC2, S3, Lambda, and other AWS services through AI. Great for DevOps and cloud automation.
🛠️ Frameworks & Meta-Tools
Tools to build, test, and manage MCP servers.
4. Context7
⭐ 44,561upstash/context7
The highest-starred MCP server. Provides up-to-date code documentation for LLMs. Query any library's docs directly in your AI assistant—no more hallucinated APIs.
5. FastMCP
⭐ 22,543jlowin/fastmcp
The fastest way to build MCP servers in Python. Simple decorators, automatic type validation, built-in testing. If you're building custom servers, start here.
from fastmcp import FastMCP
mcp = FastMCP("My Server")
@mcp.tool()
def hello(name: str) -> str:
return f"Hello, {name}!"6. MCP Inspector
⭐ 8,522modelcontextprotocol/inspector
Official visual testing tool for MCP servers. Debug tool calls, inspect responses, test your server before deploying. Essential for development.
🗄️ Database Servers
Connect AI to your data sources with these database integrations.
7. MindsDB
⭐ 38,382mindsdb/mindsdb
Federated query engine for AI. Connect to 100+ data sources (PostgreSQL, MySQL, MongoDB, Snowflake, etc.) through a single MCP server. Query anything with natural language.
8. Google GenAI Toolbox
⭐ 12,704googleapis/genai-toolbox
Google's MCP server for databases. Supports AlloyDB, Cloud SQL, Spanner, and more. Built-in connection pooling, authentication, and security.
👨💻 Developer Tools
MCP servers that enhance developer workflows.
9. Figma Context MCP
⭐ 12,958GLips/Figma-Context-MCP
Extract Figma designs for AI coding agents. Cursor, Claude, and others can understand your designs and generate accurate code. Huge time-saver for design-to-code workflows.
10. GitMCP
⭐ 7,513idosal/git-mcp
Free, open-source remote MCP server for any GitHub project. Access documentation, code, and context without hallucinations. No setup required—just point to any repo.
11. Serena
⭐ 19,638oraios/serena
Powerful coding agent toolkit with semantic retrieval and editing. Understands codebases at a deep level, finds relevant code, and makes precise edits.
12. PAL MCP Server
⭐ 10,997BeehiveInnovations/pal-mcp-server
Universal AI model bridge. Use Claude Code, Gemini CLI, Codex CLI with any model—GPT-4, Gemini, OpenRouter, Ollama, and more. All models working as one.
🔬 Specialized Servers
Domain-specific MCP servers for unique use cases.
13. Chrome MCP
⭐ 10,244hangwin/mcp-chrome
Chrome extension-based MCP server. Control your actual browser— navigate, click, fill forms, extract content. Great for automation that needs real browser context.
14. GhidraMCP
⭐ 7,221LaurieWired/GhidraMCP
MCP server for Ghidra reverse engineering. Let AI analyze binaries, decompile code, and understand assembly. Essential for security researchers.
15. HexStrike AI
⭐ 6,5810x4m4/hexstrike-ai
Cybersecurity MCP server with 150+ tools. Automated pentesting, vulnerability discovery, bug bounty automation. For security professionals only.
📋 Honorable Mentions
- mcp-use (9,038 ⭐) — Easiest way to interact with MCP servers using custom agents
- Activepieces (20,655 ⭐) — 400+ MCP servers for workflow automation
- MCP Registry (6,355 ⭐) — Official community registry for discovering servers
- Awesome MCP Servers (80,234 ⭐) — Curated list of all MCP servers
🚀 Getting Started
Ready to use these servers? Here's how to get started:
1. Install an MCP Client
Claude Desktop, Cursor, VS Code with Continue, or any MCP-compatible client.
2. Configure Servers
Add servers to your client's config file (usually claude_desktop_config.json).
3. Start Building
Learn to build your own servers with our Python tutorial.
Learn More About MCP
Check out our other tutorials to master MCP development: