Can you thicken soup with baking powder if you don't have flour?

Nope, by doing that it just makes it have powder in it. Flour is the best bet. Its at any grocery store.

Other thickening agents used in soups include: arrowroot powder, corn starch, Okra, and pureed potatoes.