In a large saucepan over medium heat, place butter, sugar, cocoa powder and milk. Heat over medium heat until boiling. Let boil for one minute without stirring.
Remove from heat and stir in the oats, peanut butter, and vanilla extract until combined. Use a cookie scoop to place cookies onto a large large plate. Let sit until the cookies are fully set.