A key outcome of this comparative analysis was the identification of a consensus set of 611 MOFs that were selected by all methods. These balance diversity with performance potential. As demonstrated by the principal component (PC) projection and property histograms, the common MOFs span a broad range of structural and adsorption-related properties. This ensures that the selected MOFs are not biased toward any specific subset of the property space but instead provide comprehensive coverage, making them highly valuable for future predictive models.