# LLM Audit developer and agent resources > How to read llmaudit.app programmatically: the machine-readable index, markdown content negotiation, and the embeds that live outside the site. Canonical page: https://llmaudit.app/developers ## 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**: https://llmaudit.app/llms.txt Router file: core pages, comparisons, product facts, and the prompts worth evaluating. - **llms-full.txt**: https://llmaudit.app/llms-full.txt Long-form companion with the decision-stage content inlined, so one fetch answers a comparison question. - **sitemap.xml**: https://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**: https://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**: https://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**: https://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**: https://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)**: `https://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. ``` AI search visibility, measured by LLM Audit ``` - **Badge landing page**: `https://llmaudit.app/badge/{token}` Where the badge links: the brand, the month it was measured, and what was asked. Not indexable, shareable. - **Shared report**: `https://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. Contact: jorgenahuelsoria@gmail.com --- Machine-readable index: https://llmaudit.app/llms.txt · Full context: https://llmaudit.app/llms-full.txt · All URLs: https://llmaudit.app/sitemap.xml · Developer and agent resources: https://llmaudit.app/developers.md