I use the browser's bookmarks for this.
I make a "folder" in bookmarks for bounties and I add them there.
For this you have to have enabled to see bookmarks; adding a bookmark can be done dragging the address into the bookmarks folder.

And for getting exactly to a post, you click on the #number on it's right side next to "quote" to open it, then do the bookmarking.