Try convert one of the PDFs to TXT and run the plugin against the TXT version, probably best to isolate the TXT format into a different book.
If the PI can find the ISBN in the TXT version then there must be something in the PDF that is effectively hiding it. Are the PDF's 'protected' in any way?
BR
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