Nanotherapeutic techniques are becoming increasingly important in the treatment of bone disorders owing to their targeted drug delivery. This study formulates zein nano coop composites containing chimeric antioxidants (ascorbic acid, luteolin, resveratrol, and coenzyme Q) (AZN) and evaluates its application in bone regeneration using osteoblasts and a Zebrafish osteoporosis model. In vitro experiments with human osteoblast-like MG63 cells showed enhancement of bone mineralization and regeneration. It further exhibited high biocompatibility in Zebrafish larvae, with increased calcium/phosphorus deposition and upregulation of osteogenic genes. The study has unequivocally demonstrated the potential of AZN in bone regeneration and fracture healing in both normal and osteoporosis models, underscoring the significance of this research. Further investigations using higher animal models are warranted to expand on these findings. The impact of this research seems far-reaching, with the possible development of new, effective, and safe treatment options for osteoporosis, addressing the limitations of the currently available treatments.