Mix together oats, coconut, and cocoa powder in a large bowl.
Bring sugar, butter, and milk to a boil in a saucepan, stirring occasionally; remove immediately from heat and stir into oat mixture until well combined.
Drop 15 spoonfuls of dough onto a sheet of waxed paper. Let cool completely at room temperature before serving.