the heterogeneous metal-based molecular electrocatalyst can typically exhibit attractive features compared to its homogeneous analogue including recoverability and durability. As such, it is necessary to evaluate the electrocatalytic behavior of heterogenized molecular catalysts of interest toward gaining insights concerning the retainability of such behaviors while benefiting from heterogenization. in this work, we examined computationally the electrochemical properties of nanographene-based heterogenized molecular complexes of Rhodium. We assessed, as well, the electrocatalytic behavior of the heterogenized molecular catalyst for hydrogen evolution reaction (HeR). two electrochemical pathways were examined, namely one-and two-electron electrochemical reduction pathways. interestingly, it is computationally demonstrated that [Rh iii (cp*)(phen)cl] + -Gr can exhibit redox and electrocatalytic properties for HeR that are comparable to its homogeneous analogue via a twoelectron reduction pathway. on the other hand, the one-electron reduction pathway is notably found to be less favorable kinetically and thermodynamically. furthermore, molecular insights are provided with respect to the HeR employing molecular orbitals analyses and mechanistic aspects. importantly, our findings may provide insights toward designing more efficient graphene-based molecular heterogeneous electrocatalysts for more efficient energy production.Molecular electrocatalysts have recently gained great level of interests due to its practicality in promoting various chemical transformations via redox mediation for energy applications 1-5 . In principle, these electrocatalysts are generally synthetic in nature that comprise transition metals coordinated with a variety of ligands. Commonly, these electrocatalysts are synthetically prepared and tested as homogeneous molecular electrocatalysts for various types of important chemical transformations of interest, such as the hydrogen evolution reaction (HER) 4,6-10 . Prospectively, the heterogeneous versions of such electrocatalyst can be advantageous in terms of robusticity and practicality toward their potential integration within devices for redox-mediated energy conversion. Hence, great interests have recently grown toward such heterogenization of molecular electrocatalysts using various types of nanomaterial, such as carbon nanotubes and graphene [11][12][13][14] .Efforts concerning heterogenization of molecular electrocatalysts have focused on the attachment of the homogeneous molecular catalysts to the surface of nanomaterials serving as electrodes for redox mediation catalysis of reactions of interests. Various approaches have been developed in this regards, this includes self-assembled monolayers (SAMs), or via noncovalent immobilization such as π-π stacking 11-17 . However, for the heterogenized molecular electrocatalysts, it must be mentioned that efficient electronic coupling between the electrode and molecular catalysts is crucial toward retaining the characteristics electrocatalytic prope...