The zebrafish has become a popular model organism to investigate many biological processes, in part owing to the combination of facile genetic manipulation and rapid, external embryonic development. The application of large-scale screening to identify chemical suppressors of a cancer-prone mutant highlights new technology for whole organism–based small-molecule discovery.