AI Visibility Scorecard
freckles · a minimal interface to all tings devops
freckles.io · Technology
Borderline visible. AI bots can crawl freckles · a minimal interface to all tings devops, 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 12 times
Claude · Meta AI · Apple Intelligence · ShapBot
#566,361 of 2,705,505 in Technology for AI visibility
3
5
AEO Visibility
iBorderline · 4.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About freckles · a minimal interface to all tings devops
from our crawl and measurement
freckles · a minimal interface to all tings devops is a business whose own site puts it this way: "Examples Downloads Documentation Usage frecklets (default) frecklets (community) Support forum License Public & private licenses About About freckles Features Use-cases Status & roadmap." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
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
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 4.7/10, freckles · a minimal interface to all tings devops is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for freckles · a minimal interface to all tings devops
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/freckles-io
Cite this score: Engagemii (2026). "AEO Score for freckles · a minimal interface to all tings devops." Retrieved from https://engagemii.com/aeo/brands/freckles-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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