Thurimella et al. introduce a deep learning framework using protein language models to predict allergenic proteases in the microbiome. The model identified hundreds of candidate allergenic proteases in oral and gut microbiomes, and two predicted microbial proteases were experimentally validated as Th2-skewing allergens.