Developers and agents
Read LLM Audit programmatically
Everything on llmaudit.app that a script, a crawler or an AI assistant can consume directly: the machine-readable index, the markdown version of every public page, and the embeds that live on your site instead of ours.
Machine-readable index
Two files describe the whole site to an assistant. Start with llms.txt: it links every entry point instead of dumping content.
llms.txt
llmaudit.app/llms.txt
Router file: core pages, comparisons, product facts, and the prompts worth evaluating.
llms-full.txt
llmaudit.app/llms-full.txt
Long-form companion with the decision-stage content inlined, so one fetch answers a comparison question.
sitemap.xml
llmaudit.app/sitemap.xml
Every indexable URL with an honest lastmod, which is bumped when the page changes and not on every crawl.
robots.txt
llmaudit.app/robots.txt
What is open to crawlers and what is not. The dashboards and the API are closed; the public pages are open.
Markdown views
Every page listed below serves plain markdown from the same URL, either by adding .md or by asking for it with an Accept header. The site follows the acceptmarkdown.com convention: Content-Type: text/markdown; charset=utf-8 and Vary: Accept on both representations, and a 406 when the client refuses everything the URL can produce.
Any page, with .md
llmaudit.app/pricing.md
Add .md to the path: /pricing.md, /methodology.md, /developers.md, /about.md, /reviews.md, /for/saas.md, /for/agencies.md, /alternatives.md, /compare.md, /blog.md, plus every /compare/{slug} and /blog/{slug}.
curl https://llmaudit.app/pricing.md
Any page, by content negotiation
llmaudit.app/
Ask for markdown with the Accept header and the canonical URL answers in markdown, without a redirect.
curl -H "Accept: text/markdown" https://llmaudit.app/
Recoverable 404s
llmaudit.app/llms.txt
A path that does not exist returns a real 404 with a short markdown body pointing at the index files above, so an agent that guessed a URL can recover in one hop.
curl -H "Accept: text/markdown" https://llmaudit.app/does-not-exist
Embeds and public links
Two surfaces are meant to live outside llmaudit.app: the badge you can paste on your own site and the read-only link to a report.
AI visibility badge (SVG)
llmaudit.app/api/badge/{token}
An SVG that states whether the brand was measured and when. The token is minted from your own report, and the badge falls back to a re-check state 60 days after the last run.
<a href="https://llmaudit.app/badge/{token}"><img src="https://llmaudit.app/api/badge/{token}" alt="AI search visibility, measured by LLM Audit" width="250" height="40"></a>Badge landing page
llmaudit.app/badge/{token}
Where the badge links: the brand, the month it was measured, and what was asked. Not indexable, shareable.
Shared report
llmaudit.app/share/{token}
Read-only view of a report, created from the report itself. No account needed to open it.
What does not exist yet
- Is there a public REST API to run audits?
- No. Every audit spends real money at three model providers, so running one needs the app. If you want to run audits programmatically, write to the address below and say what you would automate.
- Is there an MCP server?
- Not yet. The markdown views above are the supported way for an assistant to read this site today.