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Auto-Claude Spec Manager provides a structured pipeline for transforming high-level feature ideas into production-ready specifications. By automating discovery, requirement gathering, and codebase context analysis, it ensures that AI-driven development processes have all the necessary information to execute complex builds successfully. The skill dynamically adapts its pipeline phases based on task complexity, ensuring technical accuracy, clear acceptance criteria, and actionable implementation plans for everything from minor UI tweaks to major architectural overhauls.