Melanoma remains a highly aggressive malignancy, particularly in advanced metastatic stages where therapeutic options are limited. Natural compounds provide a structural basis for discovering novel anticancer agents. In this study, we employed an integrated in silico approach to evaluate the pharmacokinetic properties, toxicity profiles, and molecular targets of key alkaloids from Chelidonium majus, including berberine, sanguinarine, chelerythrine, chelidonine, protopine, umbelliferone and coptisine. ADME/T predictions (SwissADME and DeepPK) revealed favorable drug-likeness and oral bioavailability for most compounds, with berberine exhibiting the most balanced safety and absorption profile. All compounds demonstrated high intestinal absorption (>99%) and implicated key melanoma targets, including APE1/Ref-1, CXCR4, CCR2, TLR8, galectin-3, and VEGFR2. These molecules represent valuable templates for the development of melanoma therapies. Among the tested compounds, chelidonine emerged as a potential APE1 inhibitor, exhibiting the highest binding affinity and forming specific interactions within the enzyme’s catalytic site, suggesting its potential as a DNA repair-targeted agent in melanoma. These findings support the further exploration of natural alkaloids, including structural optimization or advanced formulation strategies, to enhance safety, bioavailability, and therapeutic efficacy in melanoma.