Aldose reductase (AR), a key enzyme in the polyol pathway, contributes to diabetic complications through oxidative stress and cellular damage. We investigated the inhibitory potential of coumarins from Ruta chalepensis as AR inhibitors, combining experimental and computational approaches. Among studied coumarins, aegelinol demonstrated the strongest AR inhibition with a mixed inhibition mode (IC