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AI Visibility Scorecard
McMurdo Dry Valleys LTER
mcm.lternet.edu · Nonprofits
Somewhat visible. AI bots can read McMurdo Dry Valleys LTER, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#9,351 of 621,863 in Nonprofits for AI visibility
6.6
/10
AEO Score
About McMurdo Dry Valleys LTER
from our crawl and measurement
"Established in 1992 as part of the National Science Foundation’s LTER Program, the project investigates how physical, chemical, and biological processes interact to shape ecosystem." That is how McMurdo Dry Valleys LTER 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.
On its own pages the site does well on a clear heading structure and visible credibility markers. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity and structured data describing the business.
Off the page, other sites link to it and AI engines recognise it as a distinct business. There is some, but not much, sign that the domain is only lightly established, press coverage is thin, there is little discussion of it and it barely surfaces on Reddit.
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
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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
4
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
1
Press and news coverage.
Community
2
Forum and community discussion.
1
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 6.6/10, McMurdo Dry Valleys LTER has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for McMurdo Dry Valleys LTER
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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/mcm-lternet-edu
Cite this score: Engagemii (2026). "AEO Score for McMurdo Dry Valleys LTER." Retrieved from https://engagemii.com/aeo/brands/mcm-lternet-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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