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The Claude Memory Optimizer skill is designed to streamline the CLAUDE.md files that serve as the 'memory' for AI coding assistants. By analyzing existing documentation, identifying structural weaknesses, and applying context compression techniques, it ensures Claude has the most relevant project information without wasting tokens on fluff. This skill is essential for maintaining large codebases where clear architectural rules, path aliases, and common mistake patterns must be communicated to the AI to prevent repetitive errors and maintain strict coding standards.