Place the butter, sugar, cocoa powder, and milk into a large saucepan over medium heat. Bring the mixture to a boil over medium heat. Let boil for one minute.
Remove the mixture from heat, and add in the oats, peanut butter, and vanilla extract. Use a cookie scoop to place the cookies onto a large plate. Place one chocolate kiss on each cookie. Let sit until the cookies have completely set.