SQAF is an agentic framework for deterministic AI Skill quality assessment. It orchestrates specialized reviewers to evaluate design, execution, and overall readiness through evidence-based assessments. SQAF introduces a shift-left QA approach, reducing iteration effort, scaling costs, and improving skill quality before deployment.