Many inorganic inhibitors are considered costly, toxic, and environmentally concerning due to their potential to leach into the environment and causing pollution, and requiring careful handling and disposal. Consequently, there is growing interest in developing cost-effective and non-hazardous green inhibitors. Design of optimal green inhibitors through trial-anderror experiments is overwhelming due to the large number of potential inhibitor molecules.