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15 Best MCP Servers in 2026

The most useful Model Context Protocol servers for AI development, ranked by GitHub stars and real-world utility.

📅 Updated: February 2026⏱️ 10 min read

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.

🎖️ Official MCP Servers

These are maintained by major companies and provide production-ready integrations.

1. GitHub MCP Server

⭐ 26,600

github/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.

OfficialProduction ReadyTypeScript
View on GitHub →

2. Playwright MCP Server

⭐ 26,625

microsoft/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.

OfficialBrowser AutomationTypeScript
View on GitHub →

3. AWS MCP Servers

⭐ 8,035

awslabs/mcp

Official AWS MCP servers for cloud infrastructure. Manage EC2, S3, Lambda, and other AWS services through AI. Great for DevOps and cloud automation.

OfficialCloudPython
View on GitHub →

🛠️ Frameworks & Meta-Tools

Tools to build, test, and manage MCP servers.

4. Context7

⭐ 44,561

upstash/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.

Most StarredDocumentation
View on GitHub →

5. FastMCP

⭐ 22,543

jlowin/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}!"
FrameworkPython
View on GitHub →

6. MCP Inspector

⭐ 8,522

modelcontextprotocol/inspector

Official visual testing tool for MCP servers. Debug tool calls, inspect responses, test your server before deploying. Essential for development.

OfficialDebugging
View on GitHub →

🗄️ Database Servers

Connect AI to your data sources with these database integrations.

7. MindsDB

⭐ 38,382

mindsdb/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.

Multi-DatabasePython
View on GitHub →

8. Google GenAI Toolbox

⭐ 12,704

googleapis/genai-toolbox

Google's MCP server for databases. Supports AlloyDB, Cloud SQL, Spanner, and more. Built-in connection pooling, authentication, and security.

OfficialGCP
View on GitHub →

👨‍💻 Developer Tools

MCP servers that enhance developer workflows.

9. Figma Context MCP

⭐ 12,958

GLips/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.

DesignCursor Compatible
View on GitHub →

10. GitMCP

⭐ 7,513

idosal/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.

FreeRemote
View on GitHub →

11. Serena

⭐ 19,638

oraios/serena

Powerful coding agent toolkit with semantic retrieval and editing. Understands codebases at a deep level, finds relevant code, and makes precise edits.

Coding AgentSemantic Search
View on GitHub →

12. PAL MCP Server

⭐ 10,997

BeehiveInnovations/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.

Multi-ModelCoding Agents
View on GitHub →

🔬 Specialized Servers

Domain-specific MCP servers for unique use cases.

13. Chrome MCP

⭐ 10,244

hangwin/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.

BrowserExtension
View on GitHub →

14. GhidraMCP

⭐ 7,221

LaurieWired/GhidraMCP

MCP server for Ghidra reverse engineering. Let AI analyze binaries, decompile code, and understand assembly. Essential for security researchers.

SecurityReverse Engineering
View on GitHub →

15. HexStrike AI

⭐ 6,581

0x4m4/hexstrike-ai

Cybersecurity MCP server with 150+ tools. Automated pentesting, vulnerability discovery, bug bounty automation. For security professionals only.

SecurityPentesting
View on GitHub →

📋 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:

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