A tool holder for a grinding machine, where the tool holder is mounted to a grinding platform of the grinding machine. The tool holder includes a plate member having a tapered slot where opposing stop elements are provided within the slot at a central location. The tool includes a pair of circular elements that are positioned on either side of the stop elements in the slot and are forced into the tapered shape of the slot so that the tool is held to the tool holder.