Pour chicken stock into a large pot, and bring to a boil. Add celery, carrots, and onion to the pot.
Whisk flour, salt, pepper, and milk together in a bowl; add to the pot along with butter.
Boil for 10 minutes, then strain out vegetables by pouring through a sieve, or use an immersion blended to puree the vegetables into the soup.
