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This skill provides a comprehensive, four-phase framework for developing robust Model Context Protocol (MCP) servers in Python or TypeScript. It bridges the gap between raw API endpoints and AI-ready tools by emphasizing agent-centric design principles, such as context window optimization and actionable error messaging. Whether you are building with FastMCP or the TypeScript SDK, this guide ensures your integration follows industry best practices for implementation, security, and systematic evaluation using realistic testing scenarios.