AI Visibility Scorecard
Open Source Brain
opensourcebrain.org · Technology
Somewhat visible. AI bots can read Open Source Brain, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Claude · Meta AI · Apple Intelligence
#566,342 of 2,705,025 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Open Source Brain
from our crawl and measurement
Open Source Brain works in Technology. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.0 out of 10, readable in places, missing in others.
What holds it back is structured data describing the business, an llms.txt file, a sitemap, the first things an answer engine looks for.
AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 5.3/10, Open Source Brain has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Open Source Brain
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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opensourcebrain-org
Cite this score: Engagemii (2026). "AEO Score for Open Source Brain." Retrieved from https://engagemii.com/aeo/brands/opensourcebrain-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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