Heat oil in a large saucepan on medium heat. Saute onion for 2 minutes until soft. Add the chicken stock, water and potatoes. Bring to boil and simmer for 10 minutes. Add broccoli and cook for another 5 minutes. Cool slightly. Blend until smooth. Stir in milk and season to taste.