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AI Visibility Scorecard
The Open Source Manifesto
dearrie.com · Technology
At 1.5/10, The Open Source Manifesto 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,806,435 of 2,825,433 in Technology for AI visibility
1.5
/10
AEO Score
About The Open Source Manifesto
from our crawl and measurement
The Open Source Manifesto describes itself simply: "A proposal for Rie Yano and anyone else who's tired of extraction. This site outlines a vision for free software, the collapse of class divides, and a future where humans work...." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.5 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
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 1.5/10, The Open Source Manifesto is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Open Source Manifesto
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dearrie
Cite this score: Engagemii (2026). "AEO Score for The Open Source Manifesto." Retrieved from https://engagemii.com/aeo/brands/dearrie
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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