In addition to glycemic control, several commonly used antidiabetic agents have been found to exert regulatory effects on bone metabolism, partly through modulation of AGEs, which are implicated in diabetic bone fragility. Among these, metformin has received particular attention for its potential to enhance osteoblast differentiation and inhibit osteoclast activity, primarily via activation of the AMPK signaling pathway [
89,
90]. Furthermore, emerging experimental and clinical data suggest that metformin may reduce AGE accumulation through improved glycemic control, antioxidative capacity, and anti-inflammatory mechanisms, which may contribute to its observed association with lower fracture risk and increased BMD at multiple skeletal sites such as the lumbar spine and femoral neck. Pioglitazone, a thiazolidinedione and PPARγ agonist, has shown similar effects in reducing AGE formation, but its role in bone health remains controversial [
91,
92]. While it may exhibit anti-inflammatory and glycemic benefits, clinical studies have reported increased fracture risk with long-term use, especially in postmenopausal women [
93]. GLP-1-receptor agonists (GLP-1RAs), such as semaglutide and dulaglutide, originally developed for glucose regulation, have shown potential to affect both bone metabolism and AGE-related pathways [
94]. Some preclinical studies suggest antioxidant and anti-inflammatory properties that may indirectly reduce AGE burden. Meta-analyses of clinical trials have also indicated a potential reduction in bone turnover and fracture risk, although findings remain inconclusive. SGLT2 inhibitors (SGLT2i), including empagliflozin and dapagliflozin, have demonstrated inconsistent effects on bone health. While some studies report neutral outcomes, others raise concerns about increased fracture risk in elderly populations [
95,
96]. Experimental data indicate possible reductions in systemic AGE levels via improved metabolic and oxidative profiles, but further validation is needed in clinical settings. Taken together, these findings underscore the importance of considering both metabolic and skeletal effects when selecting antidiabetic therapies. Expanding our understanding of how these agents influence AGE accumulation and bone remodeling may enhance personalized treatment strategies for patients with type 2 diabetes and comorbid osteoporosis.