Excessive generation of reactive oxygen species (ROS) poses a huge obstacle to the healing process of diabetic wounds, resulting in chronic, non-healing wounds. While numerous anti-ROS therapeutics have been developed, satisfied intra- and extra- cellular ROS homeostasis is hard to be established in diabetic wounds. To address this issue, a nanoparticle via loading metformin and CeO2 into mesoporous silica (MSN@Met-CeO2) is designed and synthesized, which is then encapsulated within ROS-responsive hydrogel and shaped as microneedles (MNs) for better application in diabetic wounds. Interestingly, a unique metformin-cerium chelate (Ce· 3Metformin) is formed during the synthesis of MSN@Met-CeO2 MN, which significantly strengthened the inhibitory effect of metformin on mitochondrial complex I. With the presence of Ce· 3Metformin, MSN@Met-CeO2 MN performed a remarkable effect on intracellular mtROS reduction as well as extracellular ROS elimination, the latter is primarily accomplished through the dissociative CeO2 in MSN@Met-CeO2 MN. In the mouse diabetic wound model, MSN@Met-CeO2 MN exhibited a superior pro-healing effect with accelerated inflammation resolution and enhanced angiogenesis, thus highlighting its significant potential for clinical application.