Or, for the online, next-day delivery version of this, McMaster-Carr. For example, here's their catalog for one type of (rather expensive) screw:
Their physical catalog is one hard catalog that I really miss! Despite the fact that the website undoubtedly offers more product than the multi-thousand paged hard edition, I remember many projects in my college days inspired by simply flipping through it's pages.