This study isolated two rare flavonoid glycosides from Litsea glutinosa leaves for the first time from a Litsea species. The methanol extract significantly reduced fasting blood glucose in streptozotocin-induced diabetic mice, with the 500 mg/kg dose achieving 66.69% inhibition, comparable to metformin (73.87%). Molecular docking showed both compounds had higher binding affinities to human pancreatic α-amylase and aldose reductase than standard drugs, suggesting potential as natural antidiabetic agents.