I just spent many minutes looking for something in my on-prem Portal while in Catalog Pane, only to discover I was logged into AGOL. I use enterprise login for both, so there is no "obvious" indication of what Portal I'm logged into unless I move my mouse over the name in the upper-right of the Pro UI and click on it.
I think it should look like this when you're logged into Portal:
And when you're logged into AGOL
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