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AI Visibility Scorecard
Halotools Documentation — halotools v0.1.dev146+gf1d299a69
halotools.rtfd.org · Technology
Somewhat visible. AI bots can read Halotools Documentation — halotools v0.1.dev146+gf1d299a69, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#70,678 of 2,634,368 in Technology for AI visibility
6.6
/10
AEO Score
About Halotools Documentation — halotools v0.1.dev146+gf1d299a69
from our crawl and measurement
"The source code is publicly available at https://github.com/astropy/halotools." That is how Halotools Documentation halotools v0.1.dev146+gf1d299a69 introduces itself. Its AI visibility score is 6.6 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 Authority
4
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
0
No press coverage found yet.
Community
6
Forum and community discussion.
Social Mentions
0
No social discussion found yet.
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 6.6/10, Halotools Documentation — halotools v0.1.dev146+gf1d299a69 has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Halotools Documentation — halotools v0.1.dev146+gf1d299a69
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Halotools Documentation — halotools v0.1.dev146+gf1d299a69.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/halotools-rtfd-org
Cite this score: Engagemii (2026). "AEO Score for Halotools Documentation — halotools v0.1.dev146+gf1d299a69." Retrieved from https://engagemii.com/aeo/brands/halotools-rtfd-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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