You can use all purpose flour to thicken brown gravy if you don't have cornstarch. Typically you will double the amount of flour. For example, 2 tablespoons of cornstarch equals 4 tablespoons of flour. Other cornstarch alternatives include arrowroot powder, potato starch, tapioca starch, and rice flour.