Sandra is good for specific components, as is Everest. The full versions of neither are free though.
If you're looking for something for a specific component, you may be able to find something free for that. (ie. hdtach for hard drives)
If you just want the raw numbers, it's probably just as easy to simply check review sites for the pieces of hardware you've got, or the manufacturer's sites for CPUs, GPUs, etc.