Membrane proteins are important drug targets; however, ligand discovery for membrane proteins is highly challenging due to their hydrophobic nature. We show that membrane proteins may be specifically labelled with a DNA tag by DNA-programmed affinity labelling (DPAL), thereby enabling the screening of chemical compounds against membrane proteins directly on live cells.