Preheat the oven to 350 F. In a large bowl, combine cake mix with eggs and vegetable oil until smooth.
Place the sprinkles into a shallow dish. Roll the cookie dough into balls, and roll each one into the sprinkles. Place the cookies onto a large ungreased baking sheet at least 2-inches apart. Bake for 10-12 minutes.
Remove from the oven, and place one chocolate kiss on each cookie.