AI Visibility Scorecard
Open Source Ecology
opensourceecology.org · Nonprofits
Borderline visible. AI bots can crawl Open Source Ecology, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude · Apple Intelligence
#9,561 of 827,785 in Nonprofits for AI visibility
73
AI Naming Predictability
iNamed occasionally · 73/100
Nonprofits average 9
Top 1% of Nonprofits
See what's behind this score →4.8
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Nonprofits average 2. Claim your page and Engagemii is your first.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Nonprofits average 14
See what's behind this score →0
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.
- Company ·
- Open Source Ecology
- Website ·
- opensourceecology.org
- Industry ·
- Nonprofits
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
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 read your site and name it in answers. At 4.8/10, Open Source Ecology is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Open Source Ecology
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Open Source Ecology.
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.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform