Mobility Database

Mobility Database is a business whose own site puts it this way: "Discover open public transit data worldwide. Mobility Database provides GTFS, GTFS-RT, and GBFS feeds to help developers, cities, and agencies build better mobility tools." Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.

On the page it is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity, structured data describing the business and credibility markers like credentials or reviews.

Off the page, other sites link to it and AI engines recognise it as a distinct business. There is some, but not much, sign that the domain is only lightly established. Beyond that, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 140 words.