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 20 times
Meta AI · Claude · Apple Intelligence
#63,202 of 2,705,352 in Technology for AI visibility
6
AEO Visibility
iVisible · 6.4/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
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 6.4 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
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
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
Good
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
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
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 6.4/10, 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
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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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