AI Visibility Scorecard
developai.io · Nonprofits
Somewhat visible. AI bots can read OpenSourcesAI, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Perplexity
#126,821 of 827,183 in Nonprofits for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
OpenSourcesAI is a Sebastopol, CA business whose own site puts it this way: "Practical guide to open source AI models, tools, and workflows for developers and builders." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, ItemList), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 5.5/10, OpenSourcesAI has a working base to build on - fixable, and the signals above are where to start.
How to use OpenSourcesAI?
SYSTEM BRIEF: HOW TO USE OPENSOURCESAIOpenSourcesAI is a decentralized, privacy-first technical workspace built to help you escape cloud vendor lock-in.
Is this your brand?
The exact fixes for OpenSourcesAI
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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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Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/developai-io
Cite this score: Engagemii (2026). "AEO Score for OpenSourcesAI." Retrieved from https://engagemii.com/aeo/brands/developai-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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