Two-dimensional polar materials with adjustable polarization hold significant potential to improve photocatalytic water-splitting performance. However, due to the distinct mechanism for regulating polarization and photocatalysis, achieving efficient polarization modulation for enhanced photocatalytic efficiency remains challenging. Herein, using first-principles calculations with non-adiabatic molecular dynamics simulations, we identify four single-layer materials of MoXX'N