If you want to go down the road a bit for someplace unusual and special you can go to Saxapahaw to
The General Store or
The Eddy Pub, but I think the other suggestions are good. I've heard good things about both Hursey's and the Blue Ribbon. There's supposed to be a really good Mexican place in Mebane, I think, as well.