Bookmarking PDF in Google Chrome

There's a chrome extension called "PDF Bookmark" it is free and works in my case. Here's the link for your reference.

As of Chrome version 31+ the page number is displayed by the scroll bar if you scroll at all. I'm not sure when (what version) this feature was added.