Moringa oleifera is a nutrient-rich medicinal plant recognized for its broad-spectrum therapeutic potential. However, the specific bioactive metabolites and their molecular mechanisms in curing and preventing these diseases remain inadequately explored. The present study unveiled how moringa metabolites interact with specific molecular targets linked to various diseases and explored their potential as natural therapeutic agents against these diseases. The study first constructed a metabolite library based on compounds identified through multiple analytical techniques, including GC-MS, LC-MS, HPLC, UFLC, and NMR, as reported in previous studies. Then utilized a comprehensive computational approach integrating virtual screening, ADMET analysis, molecular docking, and dynamics simulations, and MM-GBSA/MM-PBSA methods to predict and evaluate the binding affinities and stabilities of moringa-derived metabolites against disease-related proteins. In total, 72 metabolites derived from moringa were screened against the ten genes, the overexpression of which was reported in five related disease conditions, including Alzheimer's, Parkinson's, Kidney Stones, Multiple Sclerosis, and Asthma diseases. These metabolites demonstrated strong interactions with genes associated specifically with Alzheimer's and Parkinson's diseases. To enhance the reliability and translational relevance of the computational predictions, experimentally validated inhibitors lanabecestat (APP inhibitor), GNE0877 (LRRK2 inhibitor), and olaparib (PARP1 inhibitor) were included as positive controls to benchmark the binding affinity and interaction stability of moringa metabolites. Our findings revealed that metabolites delta-tocopherol and gamma-tocopherol exhibit potential to inhibit poly (ADP-ribose) polymerase 1 (PARP1), while 1-acetyl-4,4-bis[4-(3-bromopropoxy)-3,5-dimethoxyphenyl] piperidine and 9,9'-bianthracene showed potential in inhibiting leucine-rich repeat kinase 2 (LRRK2); overexpression of both genes is linked to Parkinson's disease. Additionally, the metabolite 1-acetyl-4,4-bis[4-(3-bromopropoxy)-3,5-dimethoxyphenyl] piperidine also demonstrated potential in inhibiting the amyloid precursor protein (APP) associated with Alzheimer's disease. The identified metabolites displayed strong binding affinities, favorable ADMET properties, and stable interactions during molecular dynamics simulations compared to their respective control compound, positioning them as promising natural therapeutic agents against Alzheimer's and Parkinson's diseases. The study underscores the relevance of integrating computational methodologies to explore the therapeutic potential of bioactive plant compounds.