This little tool by Andrew Baumann is awesome for collating and working with highlights in PDF files.

It is a pip module, so easily installed, and works by producing Markdown (default) or JSON text file with the extracted annotations.

For example, to extract all annotations and highlight into a markdown file:

pdfannots -o annots.md iupac_gold_book.pdf