Bacteriophages (the viruses that infect bacteria) play key roles in microbial communities, but the functions of most of their genes remain unknown. Here, Boulay et al. present a machine-learning classifier that uses protein language models to assign functions to bacteriophage proteins more accurately than existing approaches.