A predictive descriptor for the d-band center in intermetallic alloys accelerates the design of robust molecular switches

> 0.90). This work not only accelerates the exploration of robust room-temperature molecular switches, but also establishes a rational design framework for high-performance intermetallic substrates with optimal adsorption properties, thereby significantly reducing reliance on costly density functional theory calculations.