Heat oven to 350°F. In large bowl, beat cake mix, peanut butter, butter, water and eggs with electric mixer on low speed until well blended. Stir in candy pieces. Drop by rounded teaspoonfuls 2 inches apart onto ungreased cookie sheets.
Bake 8 to 12 minutes or until light golden brown. Immediately remove from cookie sheets.