A stump grinder is a landscaping power tool that cuts away tree stumps using a circular cutting wheel. The wheel is directed and controlled by the hydraulic pump cylinders which push it into the stump. When grinding a stump and stump tree removal, you should start by removing any rocks or large stones from around the tree stump area.