Code Penguin

"Code Penguin ProjectsTagsAbout Posts Aug 5, 2023 Custom Polyglot Notebook Kernel Polyglot Notebooks are a great Visual Studio Code extension that allows you to create interactive Notebooks." That is how Code Penguin introduces itself. Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a workable page structure. What holds it back is structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, 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 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).