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rqt_graph is a graphical tool, and it sounds like you're trying to run it on a system that doesn't have a window manager.
Do other graphical programs work?
If you can provide more information about your setup, such as if you system has a graphical display, and/or if you're trying to use X forwarding over ssh, the community might be able to provide more help.