Yes it is still there. They moved to a new store and I'm sure you can find the address on their webpage. They also have a facebook page. I have family down there and went to visit them last summer and made a stop at the quilt store.
www.quiltsandquilts.com
Since your in the area, there are a couple good shops in Springfield, Mo too.