Those air compressors are dry and have no oil reservoir. The only oil used would be during assembly a light coat would have been applied to the moving parts. If the filer material is missing from the intake it will be very noisy and will be drawing in potentially damaging dust.
Here is a video of a fellow restoring one:
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Raymond
