SkillAlign is proposed, a provider-agnostic framework that represents candidate skills as multi-view procedural cards and renders them through alternative exposure interfaces, including full instructions, hints, compressed summaries, workflows, or no exposure, which enables counterfactual evaluation where the task, age...