Paddle Boarding in the Virgin Islands???

My wife and I are getting ready to head down to the Virgin Islands in May. We will be using St. Thomas as our home base and make day trips to St. John, St Croix and Virgin Gorda. Does anyone know if you can rental SUP boards and paddles in these islands? If so, please forward me any contact info you may have.