As a first step towards systematically quantifying the uncertainties of QM/MM calculations, we have presented a point charge variation analysis for assessing the sensitivity of QM/MM reaction energies to changes of the MM point charges. To this end, we considered the derivative of the QM/MM reaction energy with respect to selected distortions of the MM charges.