Stress concentration surrounding wounds drives fibroblasts into a state of high mechanical tension, leading to the delay of wound healing, exacerbating pathological fibrosis, and even causing tissue dysfunction. Here, an innovative skin stress-shielding hydrogel wound dressing is reported that makes the wound sites shrink as a response to body temperature and then remolds the stress micro-environment of wound sites to reduce the formation of skin scars. Composed of a modified natural temperature-sensitive polymer cross-linked with polyacrylic acid networks, this hydrogel wound dressing has demonstrated a substantial decrease in scar area for full-thickness wounds in rat models. The physical forces exerted by the wound dressing are instrumental in attenuating the activation and transduction of fibroblasts within the wound sites, thereby mitigating the excessive deposition of the extracellular matrix (ECM). Notably, the wound dressing significantly down-regulates the expression of transforming growth factor-β1(TGF-β1) and collagen I, while concurrently exerting a dramatic inhibitory effect on the integrin-focal adhesion kinase (FAK)/phosphorylated-FAK (p-FAK) signaling pathway. Collectively, the fabrication of functional hydrogels with a stress-shielding profile is a new route for achieving scar-less wound healing, thus offering immense potential for improving clinical outcomes and restoring tissue integrity.