Modulating the hetero-structures with abundant interfaces in catalyst is a feasible but challenging strategy to improve the catalytic performance. In this work, a highly efficient catalyst (R-CoMoOx/Ni (Co)) was prepared with plentiful interfacial structures to accelerate the hydrogen evolution reaction (HER), which contained both reduced CoO and MoO2 as a R-CoMoOx substrate and metallic Ni (Co) particles as the catalytic center. The combination of CoO and MoO2 with a Co-O-Mo local structure in R-CoMoOx led to an electron-enriched Co center to catch the dissociated H+, while the abundant interfacial interaction between R-CoMoOx and Ni (Co) could accelerate the charge transfer and then facilitate the production of H2 through a fast Volmer-Tafel pathway. As a result, the integrated R-CoMoOx/Ni (Co) catalyst could drive alkaline HER with ultra-low overpotentials of 16 mV for 10 mA cm−2 (25 °C) and 186 mV for 1000 mA cm−2 (60 °C), respectively, with a good stability over 100 h. Moreover, by coupling with RuO2 electrode in an anion exchange membrane system, it could achieve 1000 mA cm−2 at 1.78 V for overall water splitting with a high energy conversion efficiency of 70.4 %. The H2 production cost at 1000 mA cm−2 was merely $ 0.952 per gasoline gallon equivalent, much less than the target cost of the US Department of Energy.