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AI Visibility Scorecard
opensourceseo — agent
opensourceseo.org · Nonprofits
At 3/10, opensourceseo — agent 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#677,523 of 754,549 in Nonprofits for AI visibility
3
/10
AEO Score
About opensourceseo — agent
from our crawl and measurement
"Open research on how brands, content, and tools become discoverable in the agent era. Specs, studies, and reference implementations." That is how opensourceseo — agent introduces itself. When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
The site gets some of it right: it has an llms.txt file for AI models. What holds it back is what is absent, including structured data describing the business, a sitemap, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
3
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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
2
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
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 3/10, opensourceseo — agent is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for opensourceseo — agent
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 opensourceseo — agent.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opensourceseo-org
Cite this score: Engagemii (2026). "AEO Score for opensourceseo — agent." Retrieved from https://engagemii.com/aeo/brands/opensourceseo-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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