A domain-validity rubric screens candidate metamorphic relations by ensuring tolerance exceeds numerical floor and preconditions are met. The method transforms valid relations into executable, oracle-free test assets, validated across multiple CFD tasks and PDE families, distinguishing model violations from out-of-domain applications.