Topological indices are numerical values associated with the chemical structure of molecules or materials, derived from the topology of their molecular graphs. These indices provide a quantitative measure of the structure's topology and can be used to predict various properties and behaviors of the molecules, including their catalytic activity. In catalysis, topological indices serve as valuable tools for understanding and optimizing catalytic processes.