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I'm not sure what image you're using... but my suggestion would be look into something like VNC (vnc-server). This is actually what the 'in-browser console' uses, but it's also usable without a browser.

Login credentials-wise.. you'll need to setup an ssh key pair to access your instances. Here's a good summary on how to do that:

https://wiki.openstack.org/wiki/Documentation/HowTo/FirstTimers#Set_up_ssh

and

http://docs.openstack.org/user-guide/content/Launching_Instances_using_Dashboard.html