Using network pharmacology, molecular docking, GEO database validation, and in vitro experiments in LPS-induced Raw264.7 macrophages, this study identified quercetin and naringenin from Folium Artemisiae argyi as bioactive compounds that suppress MMP9 and pro-inflammatory cytokines IL-1β and IL-6.