AI Visibility Scorecard
LINBIT
oss.linbit.com · Technology
Somewhat visible. AI bots can read LINBIT, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#393,421 of 2,705,685 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About LINBIT
from our crawl and measurement
LINBIT describes itself simply: "LINBIT software download page for LINSTOR, LINSTOR Connectors, DRBD Linux Kernel Driver, DRBD Windows Driver and utilities." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places, missing in others.
Under the hood there is structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure and substantial page content, but the score is capped by what is missing: an llms.txt file, a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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
Fair
Forum and community discussion.
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 5.5/10, LINBIT has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LINBIT
Which AI engines already crawl you
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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 LINBIT.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/oss-linbit
Cite this score: Engagemii (2026). "AEO Score for LINBIT." Retrieved from https://engagemii.com/aeo/brands/oss-linbit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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