AI Visibility Scorecard
code4lib 2019
2019.code4lib.org · Nonprofits
Somewhat visible. AI bots can read code4lib 2019, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
ChatGPT · Claude
#88,892 of 826,676 in Nonprofits for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About code4lib 2019
from our crawl and measurement
"Toggle navigation Home Schedule Speakers Sponsors General Info Conduct & Safety code for lib 2019 San José, California 19-22 February 2019 Livestream Closed captioning Slides...." That is how code4lib 2019 introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places, missing in others.
The site gets some of it right: it has a readable heading structure, substantial page content. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.
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
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
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 5.7/10, code4lib 2019 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 2019
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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 September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/2019-code4lib-org
Cite this score: Engagemii (2026). "AEO Score for code4lib 2019." Retrieved from https://engagemii.com/aeo/brands/2019-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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