Active compounds identified from Cucumis maderaspatanus extracts target AURKA, CDK1, and VEGFR-2 in oral cancer. The most potent compounds, such as Alpha-Curcumene, exhibited strong binding and favorable drug-likeness properties according to Lipinski’s Rule of Five. This evidence concerns the gene CDK1 and lip and oral cavity carcinoma.