AI Visibility Scorecard
Lib
lib.nomfoundation.org · Nonprofits
Somewhat visible. AI bots can read Lib, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Claude · Meta AI · ChatGPT
#232,973 of 827,017 in Nonprofits for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Lib
from our crawl and measurement
Lib works in Nonprofits. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
On the page it is passable on basic crawler access. What holds it back is structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Away from its own site, other sites link to it, AI engines recognise it as a distinct business, people discuss it in places AI engines read and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established. Beyond that, there is no press coverage to draw on.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
Social Mentions
Fair
Social discussion and mentions.
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 5.1/10, Lib has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lib
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/lib-nomfoundation-org
Cite this score: Engagemii (2026). "AEO Score for Lib." Retrieved from https://engagemii.com/aeo/brands/lib-nomfoundation-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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