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Give Ubuntu a shot. Since you are using spare parts, you have nothing to lose, and most likely it will detect all your hardware.
The server packages/software you mentioned is ready available in Ubuntu and is actually easier to set up (i.e. done automatically for you) than it is to do the same on Windows.
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