Thermodynamics exerts a substantial influence on catalytic hydrogen evolution, guiding catalyst design and affecting reaction efficiency. However, a comprehensive approach that incorporates additional factors, such as electrical properties and charge transport, is essential for optimizing catalyst performance. The development of heterostructure composite catalysts has demonstrated potential in effectively regulating electronic structure and d-band center positions, which may result in more efficient hydrogen evolution catalysts .