Identifying specific protein-ligand interactions is a long-standing problem in drug discovery and chemical biology, which is only exacerbated by the abundance of uncharacterized proteins revealed by genomics. Last month in Chemistry Biology, Sem et al. described a powerful technique for rapidly screening protein families for ligands.