Someone convinced me last time[0] that these aren't the well-known scrapers we know but other actors. We wouldn't be able to tell, certainly. I'd like to help the scrapers be better about reading my site, but I get why they aren't. I wish there were an established protocol for this. Say a $site/.well-known/machine-readable.json that instructs you on a handful of established software or allows pointing to an appropria…
As referenced in the article, there absolutely is an alternative. https://metabrainz.org/datasets Linked to from the homepage as “datasets”. I may be too broadly interpreting what you mean by “machine-communicable” in the context of AI scraping though.
But it's not like you're writing a "metabrainz crawler" and a "metafilter crawler" and a "wiki.roshangeorge.dev crawler". You're presumably trying to write a general Internet crawler. You encounter a site that is clearly a HTTP view into some git repo (say). How do you know to just `git clone` the repo in order to have the data archived as opposed to just browsing the HTTP view.
As you can see, I've got a lot of crawlers on my blog as well, but it's a mediawiki instance. I'd gladly host a Mediawiki dump for them to take, but then they'd have to know this was a Mediawiki-based site. How do I tell them that? The humans running the program don't know my site exists. Their bot just browses the universe and finds links and does things.
In the Metabrainz case, it's not like the crawler writer knows Metabrainz even exists. It's probably just linked somewhere in the web the crawler is exploring. There's no "if Metabrainz, do this" anywhere in there.
The robots.txt is a bit of a blunt-force instrument, and friendly bot writers should follow it. But assuming they do, there's no way for them to know that "inefficient path A to data" is the same as "efficient path B to data" if both are visible to their bot unless they write a YourSite-specific crawler.
What I want is to have a way to say "the canonical URL for the data on A is at URL B; you can save us both trouble by just fetching B". In practice, none of this is a problem for me. I cache requests at Cloudflare, and I have Mediawiki caching generated pages, so I can easily weather the bot traffic. But I want to enable good bot writers to save their own resources. It's not reasonable for me to expect them to write a me-crawler, but if there is a format to specify the rules I'm happy to be compliant.