I started to make a list and then decided that I probably can't do much better than these folks (though I'm tempted to make it into something a little easier to take to the library and tick off as you go...)
Though I will add the book I gift the most: A Child's First Book of Poems
It's out-of-print, so I buy it used and for whatever reason, there are two separate listings on Amazon:
