Renewed interface profile approach significantly improves binding affinity accuracy. Interface profile score is complementary to physics-based potentials. Interface profiles are robust when starting with low-resolution complex structures. Profile score is robust for calculating both single- and multiple-point mutations. The approach has strong potential to be used for protein interface engineering.