Pymatgen offers several functionalities that are particularly beneficial for catalysis research. With its ability to handle complex crystallographic data, it allows researchers to model and analyze catalytic surfaces and active sites accurately. This is essential for understanding the catalytic activity and designing more efficient catalysts.