G protein-coupled receptors (GPCRs) are important targets for drug discovery. Here, the authors develop a Virion Display array of 315 functional non-odorant GPCRs, providing a platform for high-throughput, unbiased screening for small molecule drugs, affinity reagents, and microbial interactions.