Preheat the oven to 350 degrees.
Mix the cake mix, eggs and oil together in a large bowl. (Batter will be thick). Mix in food coloring until the dough is the color that you desire.
Then stir in the chocolate chips.
Use a cookie scoop to scoop out the cookies and place on cookie sheets leaving about 2 inches between each cookie.
Bake for 8 to 10 minutes until cookies brown SLIGHTLY on the edges.
Allow to cool completely and then serve.