Background Breast cancer bone metastasis has become one of the most common complications; however, it may cause cancer recurrence and bone nonunion and local bone defects.Methods Herein, In vitro, we verified the effect of bioscaffold materials on cell proliferation and apoptosis through CCK8 experiment, staining of living dead cells, and flow cytometry. We used immunofluorescence technology and flow cytometry to verified whether bioscaffold materials regulated the polarization of macrophages, and we use ALP staining, alizarin red staining and PCR to verify whether the bioscaffold material promotes bone regeneration. In vivo, we once again studied the effect of bioscaffold materials on tumors by measuring tumor volume in mice, Tunel staining, and caspase-3 immunofluorescence. We also constructed a mouse skull ultimate defect model to verify the effect on bone regeneration.Results Graphene oxide (GO) nanoparticles, hydrated CePO4 nanorods and bioactive chitosan (CS) are combined to form a bioactive multifunctional CePO4/CS/GO scaffolds, which has the following characteristics such as photothermal therapy to kill tumors, macrophage polarization promotes blood vessel formation and induces bone formation. The CePO4/CS/GO scaffold activates the caspase-3 proteasein local tumor cells, thereby lysing DNA between nucleosomes and causing apoptosis. On the one hand, the as-released Ce3+ ions promote the M2 polarization of macrophages, which secretes vascular endothelial growth factor (VEGF) and Arginase-1 (Arg-1), which promotes angiogenesis. On the other hand, the as-released Ce3+ ions also activated BMP-2/Smad signaling pathway that facilitated bone tissue regeneration.Conclusion the multifunctional CePO4/CS/GO scaffolds may become a promising platform for therapy of breast cancer bone metastases.