Cut potatoes in half. Press a cookie cutter into the cut side of each potato, then use a sharp knife to cut around the edges. Remove cookie cutter.
Place paints on a paper plate and dip potato shapes into paints. Press painted potatoes on a piece of paper, then rinse potatoes and repeat. Let paint dry completely.