Mix sugar, cocoa, milk, butter, and water in a pan. Bring to a boil. Stir and boil 2 minutes. Remove from heat and add peanut butter. Stir until peanut butter is melted. Add rolled oats. Add vanilla. Mix well.
Drop by spoonfuls on waxed paper. Let cool at room temperature before serving or storing.