
PrefectHQ/fastmcp28kSDKs, frameworks, tutorials and debugging tools for building MCP servers. They are not included in the MCP server leaderboard.

PrefectHQ/fastmcp28k
modelcontextprotocol/python-sdk25k
microsoft/mcp-for-beginners17kThis 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.
Security

modelcontextprotocol/typescript-sdk14k
mcp-use/mcp-use11kThe fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.
Frontend

modelcontextprotocol/csharp-sdk4.6kThe official C# SDK for Model Context Protocol servers and clients. Maintained in collaboration with Microsoft.
AI & agents

modelcontextprotocol/java-sdk3.7kThe official Java SDK for Model Context Protocol servers and clients. Maintained in collaboration with Spring AI
AI & agents

nitrocloudofficial/nitrostack2.5kThe full-stack TypeScript framework to build, test, and deploy production-ready MCP servers and AI-native apps.
Testing

MCPJam/inspector2.2kTesting and evaluation platform to chat, inspect, and debug MCP servers, MCP apps, and ChatGPT apps.
Testing

modelcontextprotocol/php-sdk1.6kThe official PHP SDK for Model Context Protocol servers and clients. Maintained in collaboration with The PHP Foundation.
AI & agents

ArcadeAI/arcade-mcp1kMCP Server Framework and Tool Development library for building custom capabilities into agents.
AI & agents

modelcontextprotocol/ruby-sdk921
golf-mcp/golf840Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents
DevOps & cloud