Do crawler visits cost me money in Google Ads?

Generally no. Declared crawlers visit your pages, they do not click your paid ads, so they are not what is draining your budget. This is worth keeping straight, because people who see bot traffic in their site logs often assume it is the same thing as click fraud. It is not. The traffic costing you money is the kind that never admits to being automated.