Human metapneumovirus (HMPV) remains a critical challenge in respiratory healthcare, particularly due to the lack of targeted antiviral therapies and vaccines. This study employs an integrative computational framework to identify and evaluate the antiviral potential of nature-based compounds derived from traditional medicinal plants. A suite of advanced methodologies, including virtual screening, molecular docking, molecular dynamics (MD) simulations, density functional theory (DFT) calculations, pharmacophore modeling, and ADMET profiling, was utilized to comprehensively analyze candidate compounds. Among the tested compounds, Glycyrrhizin exhibited exceptional properties, with a binding energy of -65.4 kcal/mol, eight stabilizing hydrogen bonds, and remarkable dynamic stability (RMSD 1.3 Angstrom). Similarly, Withaferin A demonstrated a binding energy of -63.7 kcal/mol and high pharmacokinetic potential. Quantum-level analyses revealed favorable electronic properties, while ADMET profiling confirmed the compounds safety and drug-like characteristics. These findings underscore the potential of traditional phytochemicals to serve as lead candidates in antiviral drug development. This research bridges the gap between traditional medicine and modern computational techniques, paving the way for innovative and efficient therapeutic strategies against HMPV.