AI Visibility Scorecard
coderelay.io · Technology
Borderline visible. AI bots can crawl code relay, 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 2 times
Claude
#1,309,472 of 2,704,542 in Technology for AI visibility
6
AI Naming Predictability
iRarely named · 6/100
Technology average 28
Top 86% of Technology
See what's behind this score →4
-
Network Authority
iNot connected yet
Technology average 0.0
0 relationships · Technology average 4
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
code relay is a business whose own site puts it this way: "What makes code relay unique is that instead of writing a whole bug fix, you make incremental progress and then pass it along to the next contributor." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4/10, code relay is crawlable but under-signaled - fixable, and the signals above are where to start.
Code Relay: Why?
Here's something you may or may not know: the world runs on open source software. But, let's not sugarcoat things: up until now, open source was hard, thankless, work. Work done by a small number of dedicated and passionate volunteers. Volunteers who are now facing burn-out and the stark realities of people and companies using the fruits of their labor without giving back.So let's give back.
Q: What backend are you using? Is it open source, where is the repo?
There isn't one, yet. Right now, I (@mmulet) respond to each email personally. When code relay grows large enough that it needs an automated backend, I intend to build it using code relay, and it will be open source.
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The exact fixes for code relay
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/coderelay-io
Cite this score: Engagemii (2026). "AEO Score for code relay." Retrieved from https://engagemii.com/aeo/brands/coderelay-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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