Bring the water to a simmer over medium heat. Add the tea bags, cinnamon, and cloves and bring the heat down to the lowest setting. Allow the bags to soak for 5 minutes, stirring every minute, or until the mixture turns a slight reddish brown. Remove the tea bags, cinnamon stick, and whole cloves and discard them. Stir the whiskey or brandy into the tea and remove from heat. Set the mixture aside.