Surface defects play a key role in controlling the properties and performance of nanomaterials by acting as active sites for molecules adsorption and chemical reactions in heterogenous catalysis. Therefore, theoretical insights of surface defects, which is otherwise difficult to be obtained experimentally, could potentially serve as stepping stone for enhancing the understanding and development of adaptive catalysts, which is particularly emphasized on a large industrial scale.