Sustainable nanotechnology particularly, green synthesis off the metallic nanoparticles from the plant extracts has been gained significant attention due to its ecofriendly and cost-efficient approaches to its biomedical applications. These green methods utilize the bioactive compounds which occurs naturally like flavonoids, alkaloids, and polyphenols to facilitate the reduction and stabilization of the metal ions helps in the formation of metallic nanoparticles. Characterization techniques, including UV–Vis Spectroscopy, X-Ray diffraction (XRD), Transmission Electron Microscopy (TEM) and Dynamic Light Scattering (DLS), are employed to analyze the shape, size, surface charge and stability of the nanoparticles, ensuring their suitability for biomedical applications. Additionally, FTIR and EDX are used to confirm the functional groups and elemental composition further validating the plant mediated synthesis. Along with their optimized properties, risk and difficulties remains a hurdle in the synthesis promising the safety, toxicity concerns, and reproducibility associated with nanoparticles. Future studies must address enhanced methods for green synthesis, optimizing controlled release of pharmaceutical agents and initiating extensive medical trials to examine the efficacy and safety of these nanoparticles. Overall, green metallic nanoparticles which are involved in the biomedical applications shows an effective and sustainable approach for the enhancement of the healthcare sector and also providing potential milestones in the critical care while reducing the ecological footprints.