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AI Visibility Scorecard
Open Source Ecology
opensourceecology.org · Nonprofits
Somewhat visible. AI bots can read Open Source Ecology, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#261,996 of 751,703 in Nonprofits for AI visibility
5.1
/10
AEO Score
About Open Source Ecology
from our crawl and measurement
Open Source Ecology is a business whose own site puts it this way: "See an overview of Open Source Ecology’s work describing the Global Village Construction Set: We’re developing open source industrial machines that can be made for a fraction...." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places, missing in others.
Our crawl found structured data on the page (Organization, WebSite, ImageObject), a sitemap, substantial page content. It also found the gaps that keep answer engines guessing: an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
0
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
7
Forum and community discussion.
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 5.1/10, Open Source Ecology 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 Ecology
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Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opensourceecology-org
Cite this score: Engagemii (2026). "AEO Score for Open Source Ecology." Retrieved from https://engagemii.com/aeo/brands/opensourceecology-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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