What's more rural than sleeping right at the wall? The below link offers meals and (english speaking!) guides, but it seems like you can sleep in a courtyard or in sleeping bags? Not sure how comfortable that can be, but it sure would be an experience! See for yourself, the meals look pretty good.
http://thechinaguide.com/sleeponthewall/