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Metallic nanoparticles (MNPs) have emerged as versatile platforms for addressing unmet clinical needs in diagnosis, therapy, and theranostics. This review synthesizes recent advances in the clinical application of iron-, gold-, hafnium-, gadolinium-, silver-, copper-, titanium-, and zinc-based nanoparticles across oncology, infection control, biomedical coatings, and diagnostic imaging. In oncology, superparamagnetic iron oxide nanoparticles (SPIONs) have demonstrated a median overall survival of 13.4 months in patients with recurrent glioblastoma and achieved intratumoral temperatures of 42-48.5 °C during magnetic hyperthermia. Gold-silica nano shells generated tumor-free ablation zones in up to 87.5% of prostate lesions, with oncologic success reported in 73% of treated patients. CYT-6091, a ~27 nm PEGylated gold nanoparticle conjugated with TNF-α, enabled systemic delivery of this cytokine without inducing severe hypotension, showing a substantially improved safety profile compared with free TNF-α. In antimicrobial applications, Nano Silver Fluoride reduced dentin caries progression by more than 30% compared with controls, while copper nanoparticle-reinforced universal adhesives preserved mechanical performance and retention rates over 48 months. Collectively, these findings highlight the capacity of MNPs to integrate diagnostic and therapeutic functions, including MRI/CT contrast enhancement, magnetic hyperthermia, photothermal and photodynamic therapies, and gene delivery. Despite significant progress, challenges related to heterogeneous biodistribution, long-term toxicity, and regulatory approval remain, emphasizing the need for the development of safer and more efficient metallic nanomedicines aligned with emerging clinical demands in personalized medicine.