The design of three-dimensional (3D) scaffolds should focus on creating a highly porous, 3D structures with an interconnected pore network that supports cell growth. The scaffold’s pore interconnectivity is directly linked to vascularization, cell seeding, guided cell migration, and transportation of nutrients and metabolic waste. In this study, different types of food flavors including monosodium glutamate, sugar, and sodium chloride were used as the porogens along with PCL/PVP blend polymer for solvent casting/particulate leaching method. The morphology, porosity, interconnectivity, chemical composition, water absorption, and mechanical properties of the fabricated scaffolds are carefully characterized. The scaffolds are biocompatible in both in vitro and in vivo experiments and do not trigger any inflammatory response, while enhancing new bone formation and vascularization in rabbit calvaria critical‐sized defects. The new bone merge and become denser along with the experiment timeline. The results indicate that the 3D PCL/PVP scaffolds, using monosodium glutamate as porogen, exhibited suitable biological performance and held promise for bone tissue engineering in oral and maxillofacial surgery.