Hydrogen production by water electrolysis is considered to be economical and environmentally friendly. Encouraging the reconstruction of electrocatalysts during the oxygen evolution reaction (OER), which produces a large number of active species with high activity, might be viewed as a promising technique for increased activity. In this work, thermally induced complete reconstructions (TICR) are used to create (oxy)hydroxide with low crystallinity and abundant boundary/vacancy from molybdate precatalysts. The obtained Ni-doped CoOOH (CMO1200-90/NF) with boundary/vacancy demonstrates the efficient electrocatalytic activity for OER. An oxygen precipitation overpotential of 299 mV (100 mA cm−2) is exhibited, while the durability of this structure is verified in a strong corrosive environment (1 M KOH) with a long-term stability of 100 h. Compared with Ni-doped CoMoO4 precatalyst, the overpotential is reduced by 102 mV at 100 mA cm−2. During the hydrothermal process, trace amounts of Ni elements are doped and have a synergistic effect with Co to induce the modulation of electronic structure. This work investigates the phenomenon of thermally induced and highlights the commercial potential of deep reconstruction catalysts in high-temperature water electrolysis.