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The biological mechanisms of aging drive the development of chronic diseases such as cardiovascular disease, diabetes, dementia, and cancer that dominate our current medical system. Geroscience-guided approaches seek to mitigate these pathological consequences of aging by targeting the fundamental hallmarks of aging. Using modalities that modulate these aging mechanisms to reinforce longevity we can prevent the onset of these diseases as well as target many of them at once. In this way, geroscience-guided approaches hope to extend both lifespan and healthspan in the near future. This article builds upon a previous paper which proposed a standardized process for evaluating FDA-approved medications for their geroscience potential and prioritized them to reflect preclinical and clinical evidence. In this article, we provide an update of the previous list of candidate gerotherapeutics to reflect the new and rapidly evolving evidence. We include the geroscience-guided evidence for three new FDA-approved drugs which did not have strong arguments for inclusion before: bisphosphonates, GLP-1 receptor agonists, beta blockers. This updated prioritization should help guide the efforts and financial investments for translating geroscience and allow immediate progress involving such candidate gerotherapeutics, especially the top 4 drugs: SGLT2 inhibitors, metformin, bisphosphonates, and GLP-1 receptor agonists. Since all of these drugs have been approved for safety and used extensively, repurposing them as gerotherapeutics should be considered in older adults.