I built http://jsonblob.com for this purpose. It has an HTTP API as well as we nice GUI interface to edit your JSON. It's open sourced and really just a thin webapp on top of mongo, so it's easy to run your own.
Yeah, it uses that for the editor, but also has a full HTTP API (http://jsonblob.com/api) behind it for storing the JSON and accessing it from outside the browser.