G protein-coupled receptors (GPCRs) are key drug targets. In this article, Marshall and colleagues discuss the progress made towards generating GPCR-targeting antibodies, including which antigen formats and antibody platforms have been most successful. They review the current pipeline and outline outstanding challenges in antibody generation.