AI Visibility Scorecard
cdn.kernel.org · Nonprofits
Somewhat visible. AI bots can read The Linux Kernel Archives, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Meta AI
#47,950 of 826,666 in Nonprofits for AI visibility
6
AEO Visibility
iVisible · 6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
The Linux Kernel Archives is a business whose own site puts it this way: "patch] [view diff] [browse] stable: 7.1.5 2026-07-24 [tarball] [pgp] [patch] [inc." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.0 out of 10, readable in places and missing in others.
What holds it back is structured data describing the business, an llms.txt file, a sitemap, the first things an answer engine looks for.
AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Good
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 6/10, The Linux Kernel Archives has a working base to build on - fixable, and the signals above are where to start.
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cdn-kernel-org
Cite this score: Engagemii (2026). "AEO Score for The Linux Kernel Archives." Retrieved from https://engagemii.com/aeo/brands/cdn-kernel-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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