#77,378 OF 812,802 IN NONPROFITS
SCORE HISTORY BEGINS 2026-09-08
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AI Visibility Scorecard
Open Source Collective Docs
docs.oscollective.org · Nonprofits
Somewhat visible. AI bots can read Open Source Collective Docs, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#77,378 of 812,802 in Nonprofits for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
?
AI Adoption
iNone detected · -/100
About Open Source Collective Docs
from docs.oscollective.org
Open Source Collective is a nonprofit that promotes a healthy and sustainable open source ecosystem for those who create, maintain, and rely on open source software.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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
3
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
0
No press coverage found yet.
Community
2
Forum and community discussion.
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 5.9/10, Open Source Collective Docs has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Open Source Collective Docs
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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 September 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/docs-oscollective-org
Cite this score: Engagemii (2026). "AEO Score for Open Source Collective Docs." Retrieved from https://engagemii.com/aeo/brands/docs-oscollective-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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