AutoGrow4 is an open-source program for semi-automated computer-aided drug discovery. It uses a genetic algorithm to evolve predicted ligands on demand and so is not limited to a virtual library of pre-enumerated compounds. AutoGrow4 is a useful tool for generating entirely novel drug-like molecules and for optimizing preexisting ligands.