This narrative review examines how orally administered medications alter gut microbiome composition and metabolites, leading to immune-mediated effects on bone mineralization and osteoporosis risk. It identifies probiotics, prebiotics, and fecal microbiota transplantation as promising but unproven therapeutic strategies.