概要
PopKit Chain Management provides a robust framework for developers to track and audit the performance of complex, multi-agent Claude Code workflows. It enables programmatic access to workflow validation, execution metrics, and performance analysis, allowing users to identify bottlenecks, calculate success rates, and visualize the structure of their automated chains. By logging detailed step-by-step data—including duration and confidence levels—this skill transforms opaque AI processes into measurable, transparent, and auditable engineering pipelines for continuous improvement.