Graphical Abstract A simple and convenient method was applied to construct self-supported V doped CoP nanowires on nickel foam. Through the architecture design and element doping, a combined electronic and geometrical structure optimization was achieved to enlarge surface area, expose more active sites, lower charge transfer resistance, and adjust H* adsorption. Consequently, the material exhibits remarkable activity and stability as alkaline HER catalyst.