Most sports massage therapists recommend wearing comfortable, loose-fitting clothing or athletic wear. It is also common to receive sports massage therapy while wearing shorts or underwear. It's common to wear athletic shorts and a tank top. Some women prefer to wear leggings or yoga pants instead of shorts.