Searching for photos on icloud.com

I have uploaded my photo library to icloud, and I was really looking forward to being able to access my pictures from my PC with icloud.com.

Indeed, all the pictures are there, but how do I search my 30,000 pictures for faces, places, keywords, albums, etc.? Searcin from ios devices and my mac is easy, but I don't see a search option at all on icloud.com. Am I missing something? Without a search feature Photos in icloud.com is pretty much useless.