The application of theoretical screening techniques in catalyst design has evolved over multiple decades, expanding across various categories from hydrogen/oxygen evolution reactions, nitrate reduction, to methane/ethanol generation . These broad applications highlight the capability of computational techniques (typically based on density functional theory, or DFT, calculations) in virtual catalyst identification .