AI Visibility Scorecard
Code Cabin
codecabin.dev · Media & Entertainment
Borderline visible. AI bots can crawl Code Cabin, 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 1 times
Claude
#692,422 of 1,966,627 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
8
AI Adoption
iBasic · 8/100
About Code Cabin
from our crawl and measurement
Code Cabin describes itself simply: "Lessons from the engineering management trenches - real experiments, honest outcomes." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
Our crawl found structured data on the page (WebSite, Blog, Organization), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Strong
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
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 4.9/10, Code Cabin is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Someone Else's Baby or Mine?
My wife says "you're here, but you're not actually here." She's right. The phone is always in my hand. My toddler wants connection and I'm checking Slack. I worked at a company I didn't care about - had perfect boundaries. Now I work for daily.dev and believe in what we're building - and it's taking over my life. The irony: caring about the work makes it harder to be present at home.
What If Your Chaos Is Actually Your Superpower?
The realization that changed how I see my leadership style (and why trying to be calm was making me worse). I send messages then solve them myself. I prototype instead of spec'ing. I jump on problems before thinking them through. Everyone else seems so measured and I felt like I was failing.
Is this your brand?
The exact fixes for Code Cabin
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.
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Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codecabin-dev
Cite this score: Engagemii (2026). "AEO Score for Code Cabin." Retrieved from https://engagemii.com/aeo/brands/codecabin-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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