How to run Python script under gdb?

With Python from pyenv as described in our "Developer's Corner", I lost the ability to run a script under the gdb debugger.

$ gdb python
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"/home/jwu/.pyenv/shims/python": not in executable format: file format not recognized
(gdb) quit