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AI Visibility Scorecard
LLMs as Agents — for Astronomy & the Physical Sciences
agent4astro.com · Technology
At 1.7/10, LLMs as Agents — for Astronomy & the Physical Sciences is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,797,254 of 2,830,090 in Technology for AI visibility
1.7
/10
AEO Score
About LLMs as Agents — for Astronomy & the Physical Sciences
from our crawl and measurement
"The material is deliberately provider-general, examples route through OpenRouter so any model can stand in, while LangGraph is featured for building the agent loop." That is how LLMs as Agents for Astronomy & the Physical Sciences introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.7 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
1
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
4
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
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 1.7/10, LLMs as Agents — for Astronomy & the Physical Sciences is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for LLMs as Agents — for Astronomy & the Physical Sciences
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Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/agent4astro
Cite this score: Engagemii (2026). "AEO Score for LLMs as Agents — for Astronomy & the Physical Sciences." Retrieved from https://engagemii.com/aeo/brands/agent4astro
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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