Shim gripper being a hand-actuated tool comprising an elongated shaft having a handle at the upper end and a pair of spring-operated pick-up fingers at the lower end to grasp a shim comprising a thin, tapered piece of non-metal material used as a leveler or filler between pieces of furniture and the floor in the home, office, restaurant or store, the tool being sold as a unit with the non-metallic shims