Thus, in this Communication, we show that GCNCMC: 1) can be used to accurately identify fragment binding sites within a protein structure; 2) identify multiple binding modes with correct populations without any a priori knowledge; 3) predicts binding affinities which are in excellent agreement with more complex alchemical free energy methods.