How long can you spend in the museum? Is there a time limit because at some point you would have completed all the challenges.

No time limit

@james sullivan Does that mean you can play a challenge more than once?

You can explore for as long as you like, but once you leave there's no going back.

You can spend as much time as you want at each station, of course giving consideration to your fellow spies :)