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The Project Analyzer skill provides Claude with a systematic framework for auditing existing codebases, identifying everything from technology stacks and directory layouts to architectural patterns and testing strategies. By generating detailed project reports, it helps developers quickly understand unfamiliar code, maintain coding standards, and implement new features that seamlessly align with established conventions, making it an essential tool for both legacy maintenance and new project setup.