The XC functional is a key component in DFT that approximates the many-body effects of electron-electron interactions. Its choice impacts the reliability of the computed properties such as adsorption energies, reaction barriers, and electronic structures. An inappropriate choice can lead to significant errors, making the understanding of catalytic mechanisms inaccurate.