Purple Star plants can be harvested with use of the Herbalism skill. You can attempt to harvest at 5.0 skill - a higher skill grants a much better chance at succesfully harvesting the resource.
Resource Harvested[]
Purple Star Petals
Recipes[]
Purple Star Petals are used to make the Toughness Potion.