"The Falcon didn't follow me here," Setzer answered simply. "And even if she had, there's nowhere to fly her here. The domes see to that."

So yes, they were quite effectively stuck. Or at least to the best of Setzer's knowledge. Stuck until whatever governed this city decided to toss them back to their ruined world - a thought that was hardly comforting.