AI Visibility Scorecard
Kernel Planet
planet.kernel.org · Technology
Somewhat visible. AI bots can read Kernel Planet, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 19 times
Meta AI · Claude · ChatGPT · Perplexity
#194,478 of 2,705,679 in Technology for AI visibility
22
5
AEO Visibility
iBorderline · 5.2/10
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 October 20, 2026 Linux Plumbers Conference: LPC 2026, Kernel Testing MC The Kernel Testing & Dependability Micro-Conference was back again at Plumbers this year, in Prague." That is how Kernel Planet introduces itself. 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 readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 19 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
Strong
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 5.2/10, 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
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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 Kernel Planet.
Source & Attribution
Scored by Engagemii on October 24, 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.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform