AI Visibility Scorecard
31 Days of Vibe Coding
31daysofvibecoding.com · Media & Entertainment
Borderline visible. AI bots can crawl 31 Days of Vibe Coding, 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
Claude
#233,814 of 1,966,357 in Media & Entertainment for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 81% of Media & Entertainment companies
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
12
AI Adoption
iBasic · 12/100
About 31 Days of Vibe Coding
from our crawl and measurement
31 Days of Vibe Coding is a business whose own site puts it this way: "Learn to ship production features faster with AI. Real tactics from building collectyourcards.com - no hype, no theory, just what actually works." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic).
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
Good
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 4.2/10, 31 Days of Vibe Coding is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for 31 Days of Vibe Coding
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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 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/31daysofvibecoding
Cite this score: Engagemii (2026). "AEO Score for 31 Days of Vibe Coding." Retrieved from https://engagemii.com/aeo/brands/31daysofvibecoding
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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