We evaluate the correlation between binding energy (BE) and electron density ρ(r) at the bond critical point for 28 neutral hydrogen bonds, recently reported by Emamian and co‐workers (J. Comput. Chem., 2019, 40, 2868). As an efficient tool, we use local stretching force constant kHBa derived from the local vibrational mode theory of Konkoli and Cremer. We compare the physical nature of BE versus kHBa, and provide an important explanation for cases with significant deviation in the BE– kHBa relation as well as in the BE–ρ(r) correlation. We also show that care has to be taken when different hydrogen bond strength measures are compared. The BE is a cumulative hydrogen bond strength measure while kHBa is a local measure of hydrogen bond strength covering different aspects of bonding. A simplified and unified description of hydrogen bonding is not always possible and needs an in‐depth understanding of the systems involved. The correlation between binding energy (BE) and electron density ρ(r) at bond critical point for 28 neutral hydrogen‐bonded systems investigated by Emamian et al. in J. Comput. Chem., 2019, 40, 2868 is reassessed with the local vibrational mode theory.