The RL codes for both the MRE and R 2 reward metrics can be found in the GitHub repository for this project. Also, the tabulated data for the manuscript figures are found in the SI. The data for figures 6 and 8 can be found in the repository. The Core MOFs AL isotherms for both CH4 and CO2 are found in the repository under the AL (GCMC + GP) sub folder. In that folder also contains the files required for the AL protocol for the MOFs. The GitHub repository link for this project is: