I have java ee6 web profile sdk & I am using eclipse ee. I installed Glassfish plugin for eclipse using Download additional server adapters in the New Serve
You must to add a password to your admin user. Eclipse mistake. Eclipse doesn't recognise the domain without admin password.
When you create the domain, add a admin user and a password and Eclipse doesn't complain any more.