The preferred method is using Chrome to print this page.
The generated table of contents has page numbers (clickable in PDF) but it lacks leader dots at the moment.
If the printing or PDF conversion function of your browser gives you bad results then you can still download a server-side rendered limited version of the booklet. However, this version has an inferior layout, e.g. images are scaled badly and page numbers are missing.