AI Visibility Scorecard
Kernel Planet
planet.kernel.org · Technology
Well-positioned for AI search. The breakdown below shows where Kernel Planet is still leaving points on the table.
AI engines read this profile 17 times
Meta AI · Claude · ChatGPT · Perplexity
#2,696 of 2,707,789 in Technology for AI visibility
7
AEO Visibility
iVisible · 7.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
14
AI Adoption
iBasic · 14/100
About Kernel Planet
from our crawl and measurement
"Kernel Planet July 24, 2026 Linux Plumbers Conference: Linux Plumbers Conference Registration is now Open We’re pleased to announce Linux Plumbers Conference registration is now open." That is how Kernel Planet introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.4 out of 10, a strong showing.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 13 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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
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.
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 7.4/10, Kernel Planet has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Wait, attestation?
Ah yes you may be wondering why I’m using go-attestation and why the term “attestation” is in my agent’s name. It’s because when I’m generating the key I’m also generating all the artifacts required to prove that the key was generated on a particular TPM.
How do I fix it?
Attempt 1:At the point where zink is loading in mesa for this case, we have the file descriptor of the GPU device that we want to load a driver for. We don't actually need to enumerate all the physical devices, we could just find the ones for that fd. There is no API for this in Vulkan. I wrote an initial proof of concept instance extensions call VK_MESA_enumerate_devices_fd.
Is this your brand?
The exact fixes for Kernel Planet
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/planet-kernel-org
Cite this score: Engagemii (2026). "AEO Score for Kernel Planet." Retrieved from https://engagemii.com/aeo/brands/planet-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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