AI Visibility Scorecard
Codzign
ctxloom.com · Technology
Borderline visible. AI bots can crawl Codzign, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,972,890 of 2,704,685 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
60
Muse Index Score
iAI agent readiness
Transactable · 60/100
?
AI Adoption
iNone detected · -/100
About Codzign
from our crawl and measurement
ctxloom Local-first code graph for AI coding agents is a business whose own site puts it this way: "Local-first MCP server for Claude Code, Cursor, and Gemini. 34 tools, ~92% token reduction, multi-project, no cloud. 14-day trial." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 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.
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 3.8/10, Codzign is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Codzign
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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 August 13, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ctxloom
Cite this score: Engagemii (2026). "AEO Score for Codzign." Retrieved from https://engagemii.com/aeo/brands/ctxloom
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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