Bitter broth is a result of using bitter vegetables and scraps. Avoid carrot peels and celery leaves both of which are extremely bitter and have no place in a stock pot. Other mildly bitter items like veggies from the brassica family, fresh parsley and onion peel can be included in moderation but in larger amounts can be too bitter.