When considering the relative energies of polypeptides, the db-MFCC-MBE(2) scheme is the only method that is able to consistently provide accurate energies across all considered structural motifs. This underlines the potential of the db-MFCC-MBE(2) scheme as starting point for the parametrization of machine-learning potentials for the use in molecular dynamics simulations of ground and excited states.