Protein function prediction has improved using high-precision protein structures predicted by AlphaFold2.A new model called MSNGO integrates structural features and network propagation methods for multi-species protein function prediction.Using structural features significantly enhances the accuracy of multi-species protein function prediction.MSNGO outperforms previous methods relying on sequence features and protein-protein interaction networks.