AI Visibility Scorecard
Code for Agents
harnessyourcode.com · Technology
Borderline visible. AI bots can crawl Code for Agents, 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
#1,684,063 of 2,706,566 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
8
AI Adoption
iBasic · 8/100
About Code for Agents
from our crawl and measurement
Code for Agents · Make your codebase a place agents can work is a business whose own site puts it this way: "AI coding agents fail in codebases built only for humans. Learn what agent-legible code looks like and how to get there." 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 (ProfessionalService) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Strong
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, Code for Agents is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Where to start: don't boil the repo?
[1]measurePoint an agent at a real task and watch where it struggles. Those friction points are your blockers, not a rewrite wishlist, a ranked queue.[2]fix the top blockersSplit the god files agents keep misreading. Write the context file. Turn tribal knowledge into text. Highest-leverage items first, nothing speculative.[3]re-measureSame tasks, same agent, new score.
Is this your brand?
The exact fixes for Code for Agents
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Code for Agents.
Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/harnessyourcode
Cite this score: Engagemii (2026). "AEO Score for Code for Agents." Retrieved from https://engagemii.com/aeo/brands/harnessyourcode
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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