Like chicken broth, chicken stock usually does not contain gluten. But again, be very careful to read labels and allergen warnings. Store-bought stock that is certified gluten-free will be the safest choice for celiacs and others trying to avoid gluten. Swanson is one of the most popular brands carrying gluten-free chicken stock.