Abstract The growing consumption of lithium‐ion batteries calls for recycling of electrode materials. Conventional direct recycling mainly consists of cathode‐to‐cathode and anode‐to‐anode strategies. In this work, a cathode‐to‐anode approach is proposed using a LiCoO 2 model system and extending to Co‐lean/Co‐free cathodes (LiNi 0.8 Co 0.1 Mn 0.1 O 2 , LiMn 2 O 4 , and LiFePO 4 ). Commercial cathodes are featured with single‐crystalline or secondary‐particle polycrystalline morphology, thus exhibiting higher tap density than anodes (LiCoO 2 2.7 g cm −3 vs Si 0.25 g cm −3 ). By means of an intuitively direct conversion, the anodes are bestowed with well‐assembled morphology and high tap density from cathodes. During discharging, a dual conductive network is formed to facilitate lithium storage, where the binder‐derived carbon functions as electronic‐conductive and LiF/Li 2 O as ionic‐conductive motifs. Recycled cathodes exhibit an outstanding rate volumetric capacity (883 mAh cm −3 , 5 A g −1 , LiCoO 2 ) and cyclic performance (1286 mAh cm −3 , 1000 cycles, 2 A g −1 , LiMn 2 O 4 ). The morphologically inherited cathode‐to‐anode strategy proves to be a universal method for battery recycling toward high volumetric energy density.