Thanks for your suggestions Chris and Terry.

The answer I was looking for is the modulefinder module which is part of
the standard lib. Works like a charm!

Quote: This module provides a ModuleFinder class that can be used to
determine the set of modules imported by a script. can
also be run as a script, giving the filename of a Python script as its
argument, after which a report of the imported modules will be printed. 

Note there's a similar module for Python 2.7.


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