We used DFT to compute reaction energetics and show that LFERs fail to generalize across diverse chemical spaces of MOFs. We identified promising MOFs for future experimental studies by using this workflow to first select MOF candidates with good reaction energetics and then compute their full energy landscapes to confirm both their thermodynamic and kinetic feasibility for methane to methanol catalysis.