Hi bogdan.
I'd recommend the youtube.dl program. It's a command line program which means, you'll have to run it from the command line. It doesn't crash and is sort of fast, it can take time to download all videos depending on how many videos you have. There is also winff which was mentioned in the Youtube.dl topic. The buttons aren't labeled but once you get used to it, there should be no problem.