Reusable, installable, agent-oriented QA framework for spec-driven automated testing. It provides a standarized qa/ directory , a 6 stages human-in-the-loop workflow for discovering and writing down test target's specs, analyzing and generating test cases, implementing them in playwright and integrate in CI/CD pipeline.