Many yet undiscovered enzymes still limit our understanding of metabolism. Here, we develop a high-throughput mass spectrometry approach to comprehensively profile proteome-scale protein collections for in vitro enzymatic activity. Overexpressed or purified proteins are incubated in a supplemented m...