How to quickly watch security camera footage?

I have an IP camera which records 10s .AVI video clips and uploads to my FTP server once motion is detected.
So at the end of the day, I have hundreds of small video clips in my FTP.

I want to quickly fast-forward through them. I tried drag-dropping all videos into VLC, which is fine but it doesn't work well when I increase playback speed to more than 10x.

Can you recommend any specialized software for this task?

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