A work piece guide assembly is for use with a table saw having a fence that defines an elongated slot. The work piece guide assembly includes a body having a mating component configured to be received in the elongated slot of the fence. A handle for manipulating the guide assembly is supported by the body. The work piece guide assembly includes an arm having a first end portion pivotably mounted in relation to the body and a second end portion defining a work piece contact surface. A roller is rotatably connected to the second end portion of the arm.