I've had the thought a few times while going for broke on my startup. The food was totally fine, and the shelters generally safe, but, well, the clientele was not generally people you'd wish to associate with.

Food, even healthy food, can be cheap if you're willing to spend a bit of time preparing. I'd cook a pot of beans before hitting up soup kitchens.