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AI Visibility Scorecard
readthedocs.io · Technology
Well-positioned for AI search. The breakdown below shows where Read the Docs is still leaving points on the table.
AI engines read this profile 1 times
Claude
#7,693 of 2,784,949 in Technology for AI visibility
7.9
/10
AEO Score
from our crawl and measurement
Read the Docs is a business whose own site puts it this way: "Read the Docs is a documentation building and hosting platform aimed at helping developers creating documentation from code with versioned documentation, integrated search, pull request." Measured against the twelve signals AI engines rely on, it scores 7.9 out of 10, a strong showing.
On its own pages the site does well on a clear heading structure and sitemaps and entity links AI can follow. It is passable on a few credibility markers and basic crawler access. What holds it back is a clearly stated business identity and structured data describing the business.
Off the page, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, it turns up in press coverage, people discuss it in places AI engines read and it comes up on Reddit.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
7
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
7
Press and news coverage.
Community
9
Forum and community discussion.
9
Reddit mentions and discussion.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 7.9/10, Read the Docs has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Read the Docs
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/readthedocs-io
Cite this score: Engagemii (2026). "AEO Score for Read the Docs." Retrieved from https://engagemii.com/aeo/brands/readthedocs-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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