The Inspect Scout library introduces a seven-step pipeline to analyze AI interaction logs. This framework replaces fragmented methods with a standardized approach for assessing model behaviors and evaluation accuracy. Researchers can now use these concrete code examples to ensure reproducible results. It provides a necessary, though incremental, foundation for debugging complex agentic workflows.