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AI Visibility Scorecard
Codex Harness
codex-harness.com · E-commerce
Borderline visible. AI bots can crawl Codex Harness, 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
#307,186 of 687,986 in E-commerce for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
4
AI Adoption
iBasic · 4/100
About Codex Harness
from our crawl and measurement
"Codex Harness, the open-source agent harness behind OpenAI Codex. Browse every Codex plugin, with its bundled skills, slash commands and MCP servers." That is how Codex Harness the open agent harness behind Codex introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
Our crawl found structured data on the page (WebSite, Organization), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
8
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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
0
Little domain authority yet.
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 4.5/10, Codex Harness is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Codex Harness
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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 Codex Harness.
Source & Attribution
Scored by Engagemii on September 14, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codex-harness
Cite this score: Engagemii (2026). "AEO Score for Codex Harness." Retrieved from https://engagemii.com/aeo/brands/codex-harness
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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