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Shouldn't hurt the blade at all. Olive oil and a straight blade was all the ancient romans used.
And until Hadrian there were practically no beards or mustaches worn by romans.

Have you tried mixing the oil with a pleasantly scented (after-shampoo) hair conditioner? It will improve the scent and the whole will exceed the sum of the parts.