May I ask what your reluctance to running Calibre and using the server from that? I'm not sure that there is much 'overhead' (RAM & CPU usage) from running Calibre. From what I can see, Calibre, when not actually doing anything, doesn't use much resources at all.
The reason I ask is, although quite robust if you are not comfortable using the Command Line Interface, it may not be worth it.
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