#2,385,529 OF 2,693,567 IN TECHNOLOGY
SCORE HISTORY BEGINS 2026-07-10
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AI Visibility Scorecard
Open Composition
opencomposition.com · Technology
At 2/10, Open Composition 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 1 times
Claude
#2,385,529 of 2,693,567 in Technology for AI visibility
2
AEO Visibility
iNear-invisible · 2/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Open Composition
from our crawl and measurement
Open Composition describes itself simply: "Ongoing open source Internet artwork. Contribute through GitHub here: https://github.com/acjbizar/opencomposition/." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page it is passable on a partly stated business identity and basic crawler access. What holds it back is a heading structure that lays out what it offers, structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
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
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 2/10, Open Composition is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Open Composition
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Open Composition.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opencomposition
Cite this score: Engagemii (2026). "AEO Score for Open Composition." Retrieved from https://engagemii.com/aeo/brands/opencomposition
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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