Can you take a screenshot of the “Service Unavailable” message you are seeing?
Also, since this sounds like a server-level issue, can you provide the logs for that site as well as the Local log? That should give us a better idea of what issues Local is having.
One other troubleshooting piece, does it make any difference if you create a “preferred” site or one that has nginx?