AI Visibility Scorecard
Cal's Code Stuff
code.iamcal.com · Technology
Somewhat visible. AI bots can read Cal's Code Stuff, but it is missing signals that would get it named ahead of competitors.
AI engines read this profile 11 times
Meta AI · Claude · Apple Intelligence · Parallel
#6,072 of 2,704,064 in Technology for AI visibility
92
AI Naming Predictability
iAI names companies like this often · 92/100
Technology average 28
Top 1% of Technology
See what's behind this score →6.5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. 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
Technology average 17
See what's behind this score →0
About Cal's Code Stuff
from our crawl and measurement
"iamcal.com Weblog Book Software Code Articles GitHub About Cal's Code Stuff This is a random collection of snippets, small tools and libraries." That is how Cal's Code Stuff introduces itself. Its AI visibility score is 6.5 out of 10: the engines can find it, but they do not have much to hold on to.
The site gets some of it right: it has a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.
Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.
- Company ·
- Cal's Code Stuff
- Website ·
- code.iamcal.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Jul 31, 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
Good
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
Weak
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 6.5/10, Cal's Code Stuff has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cal's Code Stuff
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/code-iamcal
Cite this score: Engagemii (2026). "AEO Score for Cal's Code Stuff." Retrieved from https://engagemii.com/aeo/brands/code-iamcal
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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