I just spotted this though: "Currently, the automated Zulip server installation process only supports Ubuntu 14.04 Trusty"
Not at all keen to run Ubuntu, if it was available on CentOS 7 or Debian I'd give it a go but I guess I'll hold off for now.
https://groups.google.com/forum/#!topic/zulip-devel/8iz25Ad-...