These are some of the software that can be used to download all the PDFs from a web page:
- Batch Link Downloader
- ParseHub
- Bulk Download Manager
- uGet
OR
You could use wget and run the following command on your CMD:
wget -r -l 1 -nd -nH -A pdf http://example.com