Reasonably designing transition metal composite electrode materials with high defect levels can overcome the disadvantage of relatively moderate energy density in supercapacitors. Herein, an appealing potentiostatic strengthening tactic for constructing defect rich electrode materials is proposed. Notably, the densely nanoneedle-like nickel–cobalt-based selenide (NCSe) undergoes in situ electrochemical reconstruction after potentiostatic modification, with significant changes in morphology, structure, and composition. The highly active materials NCSe-E, transforming from weakly active substances NCSe mentioned above, are rich in oxygen vacancies and a large number of exposed active sites. Subsequently, it is compared with typical cyclic voltammetry (CV) scanning techniques and the phase evolution process is explored using in situ and ex situ methods. The results show that the plentiful defects promote the adsorption/desorption of OH–, leading to superior rate performance of NCSe-E, with a specific capacity of 3830 mC cm−2 at 1 mA cm−2 and capacity retention of 72.0 % at 50 mA cm−2. Kinetic analysis and theoretical calculations further reveal that oxygen vacancies enhance ions adsorption energy in NCSe-E and promote charge transfer during charging/discharging processes. This work indicates that the novel defect construction strategy provides some new insights for achieving reasonable regulation of high-performance transition metal compound electrode materials.