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AI Visibility Scorecard
Shapely — Shapely 2.1.2 documentation
shapely.readthedocs.io · Technology
Well-positioned for AI search. The breakdown below shows where Shapely — Shapely 2.1.2 documentation is still leaving points on the table.
Monitoring for AI engine activity
In the Engagemii AEO index
#7,693 of 2,784,949 in Technology for AI visibility
7.9
/10
AEO Score
About Shapely — Shapely 2.1.2 documentation
from our crawl and measurement
Shapely Shapely 2.1.2 documentation is a business whose own site puts it this way: "Are there references for the algorithms used by shapely?." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.9 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, 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.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
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.
What this score means
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, Shapely — Shapely 2.1.2 documentation has a working base to build on - fixable, and the signals above are where to start.
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Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/shapely-readthedocs-io
Cite this score: Engagemii (2026). "AEO Score for Shapely — Shapely 2.1.2 documentation." Retrieved from https://engagemii.com/aeo/brands/shapely-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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