We don't get to see them, the ones involved in running this place never show themselves.

[ That actually isn't strictly true but it had been shared with him in confidence so... ]

There is nowhere to go, no way to escape. The people brought here are from all over time and space and different realities, escaping the city wouldn't help us in getting home. There is no need for visible jailers.