Hydrogen storage serves a vital role in the advancement of hydrogen-based energy production for commercial use. Solid-state hydrogen storage has garnered significant interest and requires thorough investigation. This study involved the first-principles investigations to explore the phase stability, optoelectronic responses and hydrogen storage potential of Na-based metal perovskites NaAH3 (A = Sc, Ti, V). The main scope of this study is to evaluate the possible applicability of metal perovskites NaAH3 (A = Sc, Ti, V) hydrides for solid-state hydrogen storage. Initially, we assess the structural stability of NaAH3 metal hydrides through calculations of formation enthalpies and phonon dispersion curves. The mechanical stability is assessed through elastic stiffness constants, indicating that NaAH3 metal hydrides exhibit mechanical stability by satisfying the Born stability criteria. Calculations of the electronic band structure reveal that all NaAH3 hydrides exhibit metallic properties. Further, we also investigated the optical responses of NaAH3 hydrides in detail. The gravimetric hydrogen storage capacities of NaScH3, NaTiH3, and NaVH3 hydrides are 4.09, 3.93, and 3.78 wt%, respectively. Furthermore, we have estimated the volumetric hydrogen storage capacities (CV) for all NaAH3 (A = Sc, Ti, V) metal perovskite hydrides. The obtained CV values for NaAH3 (A = Sc, Ti, V) are 78.99, 95.19, and 110.37 , respectively, meeting the US-DOE target established for 2025. In short, this study suggests that Na-based perovskite hydrides could serve as effective solid-state hydrogen storage materials.