The number of known proteins is infinitely small in comparison to the universe of possible proteins, which could in theory be realized. Yet these known proteins are the only major training ground for future protein design. Understanding how representative these proteins are of the overall potential diversity can therefore help inform strategies for a wide range of applications, including therapeutic, biocatalysis, or biomaterials development.