This study isolated nine compounds from Atriplex leucoclada, eight reported for the first time from this species, and demonstrated that both the n-hexane and defatted methanol extracts exhibit selective COX-2 inhibition in vitro (IC50 5.96 and 14.4 μg/mL, respectively) with selectivity indices comparable to ibuprofen. Molecular docking confirmed high binding affinities of the identified compounds to COX-2, suggesting A. leucoclada as a promising source of safe anti-inflammatory agents.