Diabetes is a universal disease in the world. In the wounds of diabetic individuals, chronic inflammation and an inefficient fibrogenic process hinder the formation and deposition of the ECM, which delays the process of wound healing. To reconstruct the ECM of a diabetic patient's wound, in this work, we designed a pH-responsive "Double H-bonds" (hydrogen bond and hydrazone bond) hyaluronic acid-collagen hydrogel. This hydrogel can be self-gelled quickly in neutral and alkaline environments. But the weakly acidic inflammatory environment of diabetic wounds may accelerate the degradation of the hydrogel and the release of metformin. The in vitro results showed that the hydrogel can enhance the adhesion and infiltration of fibroblasts while inhibiting the growth of macrophages. Meanwhile, metformin could be released and polarize macrophages from M1 to M2, thereby accelerating the migration of fibroblasts and the production of collagen in a high glucose environment. The in vivo results proved that this hydrogel could remodel the ECM in diabetic mice wounds.