a soup kitchen is where homeless people go to get a meal. The Capuchin Services Center served 1,500 to 3,000 people a day. That center opened on November 2, 1929. Al Capone, the notorious gangster from Chicago, established the first soup kitchen. He started it because he wanted to clean up his shady image. his kitchen served three meals.