In summation, given that most studies on catalytic amyloids use the esterolysis of paranitrophenyl acetate as a benchmark reaction for measuring catalytic activity, our work offers a deeper insight into the catalytic role of glucagon amyloid fibrils, offering valuable insights with broader implications for catalytic amyloid. We anticipate that this work will facilitate further exploration into the atomic-level mechanisms of related amyloid fibrils.