memtest86 or memtest86+ is good for testing memory.
As far as motherboards, I use these:
http://www.pcengines.ch/test.htm
but I usually use them when a system won't boot at all.
I suppose to test a CPU you could try CPU Burn-in
http://users.bigpond.net.au/cpuburn/