Fusion of endothelial monolayer for rapid reendothelialization is the key to vascular transplantation, which is crucial for remodeling long-distance (≥10 mm) vascular injury (LDVJ) and reducing the long-term repair period. Although silk fibroin (SF) has been widely prepared as a scaffold to repair vascular injuries, it is still challenging to remodel LDVJs. The design and manufacture of functional scaffolds with a rapid reendothelialization enhancement effect are helpful to solve this problem. Here, we developed a well-designed functional magnetic scaffold (MDP) with a temperature-controlled switch, intelligently regulating the release of magnetic nanoparticles (MNPs) to induce macrophages migration and M2 polarization. The results show that the radial support force of MDP is appropriately five times higher than that of pure silk fibroin scaffold (SFC), and the degradation of MDP is delayed, which is beneficial to maintaining the integrity of the scaffold. MDP induces the migration of macrophages, upregulates the expression of repair cytokines such as TGF-β, IL-10 and VEGF, and promotes the proliferation of mouse aortic vascular smooth muscle (MOVAS) cells. More importantly, the enhanced migration of macrophages at the phase transition temperature is more conducive to the proliferation and accumulation of vascular repair-related cells, which is conducive to rapid reendothelialization. In addition, MDP also significantly regulates the polarization of macrophages to M2 type, which is conducive to the secretion of repair cytokines to further promote vascular recovery. The evaluation of endothelial cells' adhesion and function also proved that MDP could increase the expression of vascular endothelial cadherin (VE-Cad) and collagen IV (COL IV) and has the potential for rapid reendothelialization. The replacement model in vivo animal experiments further proved that MDP exhibited a better repair effect than SFC, providing a new option for the repair of LDVJ in the future.