Using these computational tools, we screened the Cambridge Structural Database (CSD) containing over 86,000 non-disordered MOF structures hierarchically, initially delineated by the metallic center, subsequently refining the selection based on the organic linker, thereby identifying potentially safe candidates that may be considered for drug delivery applications. The pipeline developed here can be easily transferred to other, similar systems to accelerate de-risking strategies of new materials.