• Appling a high-throughput computational method to theoretically explore the potential of MOFs as the de-nitration catalysts. • The reaction sites consisted of metal centers and coordination atoms. • Four MOFs were found the best activity with ΔG max <0.4 eV. • The rate-determining step of NH 3 -SCR altered by various adsorption strength of metal sites. MOFs have exhibited excellent catalytic activity for selective catalytic reduction of nitrogen oxides (NO x) with NH 3 (NH 3 -SCR). However, the exploration of stable, eco-friendly and highly efficient MOFs for NH 3 -SCR still lacks theoretical guidance, and the theoretical mechanism for the catalytic activity should be clarified, especially with regards to the hitherto unclear effect of the active sites. Herein, high-throughput computational methods based on first-principles calculations were adopted to screen superior MOFs catalysts for NH 3 -SCR, focusing on the coordination environment of unsaturated metal active sites. In this study, a density functional theory (DFT) calculation was carried out for the thermodynamics of NH 3 -SCR reaction simulation for 231 types of MOFs consisting of different metal sites and ligand atoms. The Mo-MOF (ε(trim) 4/3) was found to exhibit the lowest over potential of 0.29 V among all of the MOFs we studied. The electronic structure analysis further reveals that ε(trim) 4/3 has a suitable adsorption capacity for NH 2 fragment and H atom, which leads to a good catalytic effect. And the hybridization at lower energy level between the orbitals of O atom and Mo site is the origin of preferable SCR activity of Mo-MOF. This computational work provides an effective catalyst screening strategy to guide future experimental studies. [ABSTRACT FROM AUTHOR]