JSON Feed is a new alternative to RSS and Atom.
There’s now a WordPress plugin available. It adds a /feed/json endpoint) and a link to it in your <head>
<link rel="alternate" type="application/json" title="JSON Feed" href="http://example.com/feed/json/" />
You need to download from GitHub: its not in the WordPress plugin repo.