A honeycomb-like scaffold is constructed bionicly, with DCPD-coated magnesium alloy as the matrix and zinc ion-containing AlgMa hydrogel wrapped on the outside to promote the integrated repair of bone and cartilage damage. The scaffold promotes bidirectional differentiation of BMSCs, is antibacterial, provides mechanical support, and slowly degrades by slowly releasing magnesium ions and zinc ions.