▲ 0.4 since Jul 2026
#512,771 OF 2,699,841 IN TECHNOLOGY
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AI Visibility Scorecard
Codefrost — Building tools developers love
codefrost.com · Technology
Somewhat visible. AI bots can read Codefrost — Building tools developers love, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Meta AI
#512,771 of 2,699,841 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
12
AI Adoption
iBasic · 12/100
About Codefrost — Building tools developers love
from our crawl and measurement
"Codefrost creates developer tools and provides senior engineering to help founders and teams plan, version, govern, audit, and improve AI-assisted software." That is how Codefrost Building tools developers love introduces itself. When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found structured data on the page (Organization, Person, Service) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.4/10, Codefrost — Building tools developers love has a working base to build on - fixable, and the signals above are where to start.
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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 September 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codefrost
Cite this score: Engagemii (2026). "AEO Score for Codefrost — Building tools developers love." Retrieved from https://engagemii.com/aeo/brands/codefrost
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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