Melt the butter in a pot, add the onion, shallot, and mushrooms. Cook until tender. Add flour (you're making a roux), stir, and cook for a little longer. Add chicken stock, half & half, and thyme. Cook until mushrooms are completely soft. Finish with the cream and salt and pepper.