The development of new technologies to generate fuels from water splitting requires highly active and cost-effective catalysts. Organometallic complexes have attracted considerable interests due to their scientific significance and their ability to efficiently photo- and electro-catalyze H2 and O2 evolution reactions. Here, we combine density functional theory (DFT) and computational electrochemical analysis to predict the oxygen evolution reaction (OER) activity of a series of organometallic complexes containing methyl thiol ligands and compare it to that of Ni complex. We find that the OER activity versus the diameter of the hexagonal ring shows a maximum activity which corresponds to that of Ni complex. We also find an existence of linear correlations of the adsorption energies with the ring diameter of the oxidized complexes. In an effort to improve the OER activity of these complexes, we substitute a metal cation with Ni, and we show that Ni-doped complexes give rise to smaller overpotentials. The enhanced overpotential can be explained in terms of the overall affinity of active sites for reactive species resulting in a shift of their binding energies. Finally, we find that substituting Fe atoms into small organometallic Ni complex does not appear to have the same influence that has been observed in bulk materials. We believe these predictions will help guide catalyst design by identifying active and robust OER catalysts, capable to reduce the energy required for the anodic water oxidation. Reducing anodic overpotentials will help reduce the overall energy requirements of both H2 evolution and CO2 reduction systems.