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We present an automated approach to analyzing code structures of block-based programs and developing indicators of code quality: complexity, content, and structure. Using sample responses for debugging tasks from the Scratch repository, we validate how our indicators reflect a priori categorizations of four debugging patterns and present preliminary findings.