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AI Visibility Scorecard
Code4Lib
code4lib.org · Technology
Somewhat visible. AI bots can read Code4Lib, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Meta AI
#39,594 of 2,623,115 in Technology for AI visibility
6.8
/10
AEO Score
About Code4Lib
from our crawl and measurement
"We are developers and technologists for libraries, museums, and archives who are dedicated to being a diverse and inclusive community, seeking to share ideas and build collaboration." That is how Code4Lib introduces itself. Its AI visibility score is 6.8 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 (WebSite). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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
5
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
0
No press coverage found yet.
Community
6
Forum and community discussion.
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 6.8/10, Code4Lib has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Code4Lib
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/code4lib-org
Cite this score: Engagemii (2026). "AEO Score for Code4Lib." Retrieved from https://engagemii.com/aeo/brands/code4lib-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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