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  1. Connect via ssh to your server and bind port, e.g.

    ssh -L 8000:localhost:8000 user@your.server.com
    

    You can use some extra ssh-options if you want...

  2. Run

    ./sage -notebook
    

    on your server.

  3. Open a browser (locally) and type in

    http://localhost:8000
    

BTW: You do not need a X session to your server for that.