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This skill provides a comprehensive framework for developing MCP servers, focusing on agent-centric design principles, workflow optimization, and robust implementation patterns in both Python and TypeScript. It bridges the gap between raw APIs and AI-ready tools by emphasizing evaluation-driven development, concise context management, and actionable error handling to ensure LLMs can effectively perform real-world tasks using the Model Context Protocol.