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Hoofy is an MCP server designed to be an AI development companion, integrating three core systems: persistent memory, an adaptive change pipeline, and a comprehensive project pipeline. It provides AI agents with the ability to maintain context across sessions using an embedded SQLite database, manage ongoing development through tailored workflows based on change type and size, and guide greenfield projects from vague ideas to validated architecture with a "Clarity Gate." This single Go binary offers 32 specialized tools, ensuring AI builds precisely what is intended by enforcing structured specifications and adaptive change management, all with zero external dependencies.