AI Visibility Scorecard
GitRoll
gitroll.io · Technology
Borderline visible. AI bots can crawl GitRoll, 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 7 times
Claude · Apple Intelligence · Meta AI · ShapBot
#549,480 of 2,706,083 in Technology for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
More likely to be named than 91% of Technology companies
5
AEO Visibility
iBorderline · 4.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About GitRoll
from our crawl and measurement
"GitRoll's AI builds data-driven coding portfolios, demonstrates real software skills while eliminating tests, bias, and trivia." That is how GitRoll introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 2 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
Good
Clear headings and answer-style content.
Entity Clarity
Good
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
Strong
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
Fair
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
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, GitRoll is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
If your code shapes the world, then why are you still in the shadow?
Traditional biased systems create unfair hierarchies, leaving 35M+ developers undervalued and exploited. Their work built modern society but is overshadowed by corporations paying 20x less. It's time to challenge this injustice, recognize all builders, and fuel innovation through fairness.
Is this your brand?
The exact fixes for GitRoll
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for GitRoll.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/gitroll-io
Cite this score: Engagemii (2026). "AEO Score for GitRoll." Retrieved from https://engagemii.com/aeo/brands/gitroll-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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