AI Visibility Scorecard
Introduction
openresourcelibrary.com · Technology
Somewhat visible. AI bots can read Introduction, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · ShapBot
#667,373 of 2,707,521 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
About Introduction
from our crawl and measurement
Introduction is a business whose own site puts it this way: "Welcome to the VERSO Open Resource Library, an open source toolkit for students getting started with research computing, open source software, and collaborative development." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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.
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 5.2/10, Introduction has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Use This Library?
The library is organized into three sections: Concepts — foundational ideas and practices (version control, testing, ethics, licensing, etc.) Tools — practical guides for specific software (Git, GitHub, VS Code, Python, Docker, etc.) VERSO Standards — conventions used in VERSO projects (commit messages, AI use, etc.) Most pages include a References section with links to additional resources if you want to go deeper.
Is this your brand?
The exact fixes for Introduction
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Introduction.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/openresourcelibrary
Cite this score: Engagemii (2026). "AEO Score for Introduction." Retrieved from https://engagemii.com/aeo/brands/openresourcelibrary
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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