Excellent dual-phase catalysts with spatially separated oxygen reduction reaction (ORR) and oxygen evolution reaction (OER) sites offer great potential for high-efficiency zinc-air batteries (ZABs). However, weak interactions between interfaces and poor electron transfer severely degrade their activity and stability at industrial current densities. Here, we engineer a unique Fe-Ni bifunctional center by anchoring Ni-OH onto the pyridine N4 atoms of the second shell of COPBTC(Fe) and further reveal the self-reconstruction mechanism of the Fe-N4+4/Ni-OH interfacial structure. Theories reveal that when the Fe-N bond is stretched by 1.57% and the Ni-O bond is compressed by 3.83%, the increase in the state electron density of the Fe-Ni active site reduces the ORR/OER rate-determining step energy barrier. Furthermore, the anchoring dual-phase sites stabilize the metal center and suppress metal dissolution. The self-optimized COPBTC(Fe-Ni)strainOH provides an extremely low voltage gap ΔE = 0.547 V. After 20,000 ORR cycles and 40 h of OER operation at 100 mA cm-2, it still outperforms the benchmark Pt/C-IrO2. Furthermore, at an industrial current density (100 mA cm-2), its ZABs exhibit a 4-fold higher cycling stability than the original structure, providing a new possibility for the practical application of ZABs.