Cu@GD core–shell nanowire arrays are synthesized by self-catalyzing growth method. The Cu@GD NA/CF exhibits greatly enhanced catalytic activity for hydrogen evolution. Synergetic interaction between GD and Cu is crucial for the catalytic performance.