AI Visibility Scorecard
code4lib
2016.code4lib.org · Education
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 1 times
ChatGPT
#204,820 of 937,433 in Education for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About code4lib
from 2016.code4lib.org
Schedule Overview Workshops Day 1 Day 2 Day 3 Attend Speakers Venues Conference Venues Reception Venue Sponsors Scholarships Conduct About Philadelphia March 7-10, 2016 Watch the livestream photo: Morgan Burke The conference for people who code for libraries.
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 5.4/10, code4lib has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What are people saying?
I keep coming back to Code4lib primarily because of the people I’ve gotten to know. Sure, the presentations are great, but what’s even better is knowing I can grab someone in the hallway, or in IRC, or even an email months later, to ask them about something they’re working on; to get advice and feedback.
Is this your brand?
The exact fixes for code4lib
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 code4lib.
Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/2016-code4lib-org
Cite this score: Engagemii (2026). "AEO Score for code4lib." Retrieved from https://engagemii.com/aeo/brands/2016-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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