▲ 0.5 since Jul 2026
#1,423,455 OF 2,699,841 IN TECHNOLOGY
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AI Visibility Scorecard
KitOps
kitops.org · Technology
Borderline visible. AI bots can crawl KitOps, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#1,423,455 of 2,699,841 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
4
AI Adoption
iBasic · 4/100
About KitOps
from our crawl and measurement
"Discover KitOps: an open-source DevOps tool that packages and versions your AI/ML models, datasets, code, and configurations into reproducible artifacts called ModelKits." That is how KitOps introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
2
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4.4/10, KitOps is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why engineers choose Kitops?
One Package for Your Entire AI StackBundle models, datasets, code, agent skills, MCP servers, guardrail configs, and policies into a single versioned OCI artifact. No more scattered repos, zip files, or git submodules for your AI components.AI Supply Chain Security, Built InSign with Cosign and generate SBOM‑ready evidence.
Is this your brand?
The exact fixes for KitOps
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 KitOps.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kitops-org
Cite this score: Engagemii (2026). "AEO Score for KitOps." Retrieved from https://engagemii.com/aeo/brands/kitops-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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