AI Visibility Scorecard
code4z.com · Nonprofits
At 1.75/10, Code4z Foundation is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 4 times
Claude
Top 50% in Nonprofits for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Nonprofits average 9
Top 29% of Nonprofits
See what's behind this score →1.75
-
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
from our crawl and measurement
Code4z Foundation describes itself simply: "Extension for Visual Studio Code - Code4z extension pack for Mainframe users working with z/OS applications and tools." When AI engines look at it, they find little to work with. It scores 1.75 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.
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.75/10, Code4z Foundation is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
How Does It Work?
The Code4z Foundation pack simplifies your common workflows and enables you to work with COBOL, HLASM, JCL, and PL/I code in the same way you work with other languages in Visual Studio Code. The pack provides a modern mainframe programming experience and includes the following features: Language
Is this your brand?
The exact fixes for Code4z Foundation
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/code4z
Cite this score: Engagemii (2026). "AEO Score for Code4z Foundation." Retrieved from https://engagemii.com/aeo/brands/code4z
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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