Program/application/extension/bot that finds all videos on a certain website and downloads them?

I am able to download videos one by one on a certain website that hosts some hundred or so videos. I am a paid subscriber to the website so I'm not doing anything illegal. (and no, it's not porn).

The process is labor-intensive for each video. I have to click on each link to get to where the player shows up. Then (in chrome) I open up the webpage developer, go to the network tab, play the video until i see where it shows up on the developer network tab, right click to open up in new page, then once it opens up i right click to save the video to my hard disk.

Is there anything out there that will do this all automatically for the entire website for me? Each iteration takes about 5 minutes, and I'd like to just release a program on the site that will do it all for me.

Thanks!