Skin wound healing often leads to scar formation, presenting physical and psychological challenges for patients. Advancements in messenger RNA (mRNA) modifications offer a potential solution for pulsatile cytokine delivery to create a favorable wound‐healing microenvironment, thereby preventing cutaneous fibrosis. This study aimed to investigate the effectiveness of human adipose‐derived stem cells (hADSCs) enriched with N1‐methylpseudouridine (m1ψ) modified transforming growth factor‐β3 (TGF‐β3) and interleukin‐10 (IL‐10) mRNA in promoting scar‐free healing in preclinical models. The results demonstrated that the modified mRNA (modRNA)‐loaded hADSCs efficiently and temporarily secreted TGF‐β3 and IL‐10 proteins. In a dorsal injury model, hADSCs loaded with modRNA TGF‐β3 and IL‐10 exhibited multidimensional therapeutic effects, including improved collagen deposition, extracellular matrix organization, and neovascularization. In vitro experiments confirmed the ability of these cells to markedly inhibit the proliferation and migration of keloid fibroblasts, and reverse the myofibroblast phenotype. Finally, collagen degradation mediated by matrix metalloproteinase upregulation was observed in an ex vivo keloid explant culture model. In conclusion, the synergistic effects of the modRNA TGF‐β3, IL‐10, and hADSCs hold promise for establishing a scar‐free wound‐healing microenvironment, representing a robust foundation for the management of wounds in populations susceptible to scar formation.