I was able to print to PDF in Chrome and combined the PDFs in Acrobat.
find . -iname '*.html' -exec wkhtmltopdf {} {}.pdf \;
There are also tools to convert the resulting files to a single pdf. The only problem I got is, that the woff fonts are not rendered by "wkhtmltopdf" :-/ Ideas?