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The mcp-builder skill provides a comprehensive framework for architecting and implementing Model Context Protocol (MCP) servers that bridge the gap between LLMs and external services. It guides developers through agent-centric design principles, technical implementation using Python or Node.js SDKs, and evaluation-driven development to ensure tools are optimized for AI context limits and real-world task completion. By focusing on workflows rather than just API endpoints, this skill helps create robust integrations that Claude can use reliably.