AI Visibility Scorecard
code4lib 2021
2021.code4lib.org · Nonprofits
Borderline visible. AI bots can crawl code4lib 2021, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 3 times
ChatGPT · Claude
#9,554 of 827,757 in Nonprofits for AI visibility
70
AI Naming Predictability
iNamed occasionally · 70/100
Nonprofits average 9
Top 2% of Nonprofits
See what's behind this score →4.8
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Nonprofits average 2. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Nonprofits average 14
See what's behind this score →0
About code4lib 2021
from our crawl and measurement
"Skip to main content Toggle navigation Home Schedule Speakers Sponsors General Info Conduct & Safety code for lib 2021 Code4Lib 2021 March 22 - 26 • Online image attributions The conference." That is how code4lib 2021 introduces itself. When AI engines look at it, they find little to work with. It scores 4.8 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
- Company ·
- code4lib 2021
- Website ·
- 2021.code4lib.org
- Industry ·
- Nonprofits
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 21, 2026
The 6 on-page 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
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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 read your site and name it in answers. At 4.8/10, code4lib 2021 is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What Comes Next?
Code4Lib 2022 Attendees, fill out the post-conference survey! See you next year!
Is this your brand?
The exact fixes for code4lib 2021
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for code4lib 2021.
Source & Attribution
Scored by Engagemii on October 21, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/2021-code4lib-org
Cite this score: Engagemii (2026). "AEO Score for code4lib 2021." Retrieved from https://engagemii.com/aeo/brands/2021-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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