A rock picking system for efficiently picking rocks from a field. The rock picking system generally includes a frame, a reel unit rotatably connected to a front portion of the frame, a motor mechanically connected to the reel unit to cause rotation of the reel unit, and a plurality of front teeth extending forwardly and downwardly from a lower front end of the frame. The reel unit includes a plurality of teeth that assist in pushing rocks in a field over the front teeth by providing a rearward and upward force to the rocks as they engage the front teeth.