We now demonstrate a material recommendation system based on a low rank matrix model. Here, the materials are COFs, and the properties are the equilibrium uptakes of a variety of gases at different conditions, obtained from molecular simulations. The Julia code to reproduce all of our work is available at github.com/SimonEnsemble/material_recommendation_system.