In a large bowl mix together the cake mix, eggs, oil, and vanilla.
Add in the M&M's and mix until well combined.
Chill the dough in the refrigerator for 1 hour.
Preheat the oven to 350 degrees.
Roll the dough into 1 inch balls and place on a cookie sheet.
Bake for 8-10 minutes or until set.