The Inspect Scout library introduces a seven-step pipeline to analyze AI system logs. This framework provides concrete code examples to help researchers track model propensities and evaluation failures. It targets the current lack of standardized analysis methods. Practitioners can now implement more reproducible workflows to debug complex agentic behaviors and tool interactions.