AI Visibility Scorecard
Evolution Engine by CodeQual
codequal.dev · Technology
Borderline visible. AI bots can crawl Evolution Engine by CodeQual, 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
#1,684,455 of 2,707,329 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
8
AI Adoption
iBasic · 8/100
About Evolution Engine by CodeQual
from our crawl and measurement
"Evolution Engine, codebase drift detection CLI. Correlates signals from git, CI, dependencies, and deployments to detect structural drift before it breaks." That is how Evolution Engine by CodeQual introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found structured data on the page (SoftwareApplication), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once 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
Fair
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 4.3/10, Evolution Engine by CodeQual is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Evolution Engine by CodeQual
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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 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codequal-dev
Cite this score: Engagemii (2026). "AEO Score for Evolution Engine by CodeQual." Retrieved from https://engagemii.com/aeo/brands/codequal-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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