AI Visibility Scorecard
The Collaborative Library
thecollaborativelibrary.com · Technology
Somewhat visible. AI bots can read The Collaborative Library, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Meta AI · Apple Intelligence
#226,583 of 2,706,057 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.8/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About The Collaborative Library
from our crawl and measurement
"The Collaborative Library aims to link up people who do research and those who are interested in the outcomes." That is how The Collaborative Library introduces itself. Its AI visibility score is 5.8 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 5.8/10, The Collaborative Library has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
WHAT IS THE COLLABORATIVE LIBRARY (TCL)?
It is a community‐driven platform offering lay (or plain language) summaries of peer‐reviewed research articles. Our mission is to make research easy to understand, encourage public engagement and be accessible to all. We allow contributions in multiple formats (written, audio, video) and encourage students, clinicians and service users to participate. Membership is free.
Is this your brand?
The exact fixes for The Collaborative Library
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for The Collaborative Library.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thecollaborativelibrary
Cite this score: Engagemii (2026). "AEO Score for The Collaborative Library." Retrieved from https://engagemii.com/aeo/brands/thecollaborativelibrary
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform