Photothermal therapy (PTT) is an efficient way to combat bacterial infections and circumvent multidrug resistance. However, balancing efficacious bacterial killing and minimizing damage to the surrounding normal tissues remain a great challenge. Herein, a highly cooperative Prussian blue/kaolinite (PB/Kaol) hybrid nanosystem is constructed for antibacterial therapy to accelerate the healing of infected wounds. After hybridization with Kaol, the prepared PB/Kaol forms interfacial Al-O-Fe bonds, a fast charge transfer channel from Kaol to PB, which contributes to the enhanced photothermal effect of PB/Kaol. Additionally, the hydroxyl and Lewis acid-base sites of the Kaol surface could promote the adhesion of PB/Kaol to bacteria, thereby ensuring that as much hyperthermia as possible is focused on the bacteria and minimizing damage to the surrounding healthy tissues. Furthermore, PB/Kaol inherits the anti-inflammatory and hemostasis functions of PB and Kaol, resulting in the rapid healing of infected wounds.