San Francisco has a place like that, but upscale: Delancy Street Restaurant, in South Beach.[1] It's a retraining facility for ex-cons, operating since 1991. It's also an excellent restaurant. I recommend the chicken.

[1] http://www.delanceystreetfoundation.org/enterrestaurant.php