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AI Visibility Scorecard
Open Source Cowboy
opensourcecowboy.com · Technology
At 2.8/10, Open Source Cowboy is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 2 times
Claude
#2,357,482 of 2,631,801 in Technology for AI visibility
2.8
/10
AEO Score
About Open Source Cowboy
from our crawl and measurement
"Get Started Why We Exist We bridge Web2 and Web3 to address the challenges of modern infrastructure governance and ecosystem design, recognizing the importance of open source technology and." That is how Open Source Cowboy introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
On the page it is passable on a workable page structure, a partly stated business identity and basic crawler access. What holds it back is structured data describing the business, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The business dates to 2025.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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 Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.8/10, Open Source Cowboy is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Open Source Cowboy
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opensourcecowboy
Cite this score: Engagemii (2026). "AEO Score for Open Source Cowboy." Retrieved from https://engagemii.com/aeo/brands/opensourcecowboy
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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