To prepare for a machine shop equipment auction, meticulously assess inventory needs, research available machinery, and set a budget. Thoroughly inspect items beforehand, seeking operational functionality and maintenance records. Attend previews if possible, and engage with auction staff for insights. Register in advance, understand bidding rules, and have a clear strategy.