# AI Citation Readiness Checker

> Audit your robots.txt, llms.txt, and page HTML for AI-crawler access and citation-readiness. Three evidence-based layers, instant results, nothing uploaded.

- **Canonical URL:** https://boringtoolskit.com/ai-citation-readiness-checker/
- **Category:** Text & Developer Tools
- **Evidence level:** authored-methodology
- **Reviewed:** July 26, 2026
- **Last verified:** 2026-10-18
- **Privacy:** Inputs and results stay in this browser unless the page clearly labels an external request.

## How it works

The checker runs five fixed structure tests and sums their point values: open robots.txt access for AI crawlers (30), a sitemap.xml reference in robots.txt (20), FAQPage structured data (20), heading-organized body text (20), and an llms.txt file (10). Each test earns either its full points or zero, so the readiness score is the sum of earned points out of 100. Every test is a local string and structure check with no network calls.

## Worked example

Worked example: a site whose robots.txt contains 'User-agent: GPTBot' with 'Disallow: /' earns 0 of the 30 crawler access points. It declares 'Sitemap: https://example.com/sitemap.xml' for 20 points, ships FAQPage JSON-LD on its top pages for 20 points, serves clean H1 and H2 structured paragraphs for 20 points, and hosts llms.txt for 10 points. Total = 0 + 20 + 20 + 20 + 10 = 70 out of 100. Removing the GPTBot block moves the same site to 100 because crawler access is the largest single block at 30 points.

## Assumptions

- The robots.txt content, sitemap reference, structured data, and HTML you paste in match what is live on your domain right now.
- The fixed weights of 30, 20, 20, 20, and 10 points are editorial values based on crawl log fetch frequency and citation behavior, not statistical coefficients.
- The checker reads pasted text only; it does not fetch URLs or render JavaScript, so JavaScript-only content counts as absent unless you paste the rendered HTML.

## Common questions

### Does blocking GPTBot hurt my Google rankings?

No. GPTBot and Google-Extended govern OpenAI products and AI training access, not classic Google Search. Googlebot indexing runs separately, so a block aimed at AI crawlers removes you from AI answers without directly changing classic web rankings.

### Is llms.txt required for AI citations?

No. Server log data across 83 sites shows most AI agents never request llms.txt, which is why it is worth only 10 of the 100 points. A missing llms.txt is a small gap; blocked robots.txt access or a missing sitemap reference are the gaps that actually move the score.

### What score should I aim for?

Treat 80 or above as ready: the major AI crawlers can fetch your robots.txt, follow your sitemap, and quote passages from your pages. Scores from 50 to 79 mean partial readiness with one or two fixes pending, and below 50 usually points to a robots.txt or sitemap problem that blocks crawling.

## Related tools

- /llms-txt-generator/
- /faq-schema-builder/
- /ai-crawler-access-simulator/

## Sources

- [15-day AI crawler log attribution: robots.txt and sitemap.xml as the only universal fetch paths](https://geo010.com/)
- [83-site server log study of llms.txt requests by AI agents](https://ezy.ai/)
- [GPTBot and OAI-SearchBot crawler documentation](https://platform.openai.com/docs/bots)

---

*Local planning estimate. Verify current terms, rates, and policies before acting.*