The atomic-level reconstruction behavior of CoP in the oxygen evolution reaction are revealed by molecular dynamics simulation and in situ characterization, mainly including: broken Co-P and reconstructed Co-O species. The fast reconstruction behavior and reaction kinetics of CoP catalysts are realized by heteroatomic Ni, which originate from the lower P vacancy formation energy and rate-limiting step energy barriers.