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AI visibility for developer tools

Developers ask AI which tool to use and how to use it. Get cited with readable docs, examples that run, honest comparisons and a clear place in the stack.

By the Why Won't AI teamPublished 2 min read
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As of November 2026, developers ask AI assistants which tool to use for a job and then ask an AI coding agent to write the code. A developer tool shows up in both when its docs are readable and correct, when it has pages that say clearly where it fits in a stack, and when its comparisons are honest.

Say where your tool fits

  • Name the job your tool does and the jobs it does not do.
  • Name the tools it works with, and the tools it replaces.
  • Show a short diagram or list of a typical stack with your tool in it.

Docs are your best marketing page

In our own category, the domains AI cited most were platform docs. Clear docs get cited for how-to questions, and AI coding agents read them to write code. See the guide on API docs that AI coding agents can use.

Comparisons and alternatives

Developers ask AI to compare tools and to find alternatives. Honest pages with dated facts and a fair account of where others are better give an assistant something safe to repeat. If you sell your tool as a subscription, also read the guide for SaaS companies.

Be where developers ask

  • GitHub: a clear README with install steps and an example.
  • Package registries: a description and keywords that match the job.
  • Community sites such as Reddit and dev.to, where you have real experience to share.
  • MCP registries, if your tool has an MCP server.

Questions people ask

Do README files get cited?

GitHub was among the domains cited in our own test. A clear README helps people and AI alike.

Should docs live on a subdomain?

Either works. Make sure crawlers can read the pages, and link docs from your main site.

Does an MCP server help visibility?

It lets AI apps use your tool, and registry listings link back to you. It does not replace readable docs.

What this does not tell you

Which developer questions name your competitors and not you, and which of your docs pages AI crawlers can read today.

Sources

  1. 1.Model Context Protocol: the protocol AI apps use to call tools on other services
  2. 2.OpenAPI Initiative: the OpenAPI format for describing HTTP APIs
  3. 3.Google Search Central: AI features and your website: how AI Overviews and AI Mode choose pages

Related guides

Improve what AI saysComparison pages that AI assistants can citeRead Improve what AI saysWrite API docs that AI coding agents can useRead Can AI read your site?Make your site ready for AI agentsRead Can AI read your site?List your product in AI agent directoriesRead