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AI Visibility Scorecard
MDN Connect
mdnconnect.org · non-profit organization management
Borderline visible. AI bots can crawl MDN Connect, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#414,966 of 619,787 in Nonprofits for AI visibility
4.3
/10
AEO Score
About MDN Connect
from our crawl and measurement
"Therefore pray earnestly to the Lord of the harvest to send out laborers into his harvest." That is how MDN Connect introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
On the page itself the strengths are clear: crawler access and the files AI engines look for. What holds it back is structured data describing the business, a clearly stated business identity, a heading structure that lays out what it offers, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
There is not much on the page to read either, about 109 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2007.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
8
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
7
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
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 4.3/10, MDN Connect is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MDN Connect
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mdnconnect-org
Cite this score: Engagemii (2026). "AEO Score for MDN Connect." Retrieved from https://engagemii.com/aeo/brands/mdnconnect-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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