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The Code Reviewer skill automates the detection of technical debt by performing deep complexity analysis and identifying common code smells like deep nesting, long functions, or magic numbers. It helps developers maintain high engineering standards through severity-based reporting and specific naming convention checks, ensuring every pull request or file meets production-grade quality before deployment. By integrating directly into the development workflow, it provides immediate feedback on cyclomatic complexity and DRY violations with copy-paste ready solutions.