AI Visibility Scorecard
kuberneteslab.dev · Technology
Borderline visible. AI bots can crawl KubernetesLab, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,684,377 of 2,707,165 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
KubernetesLab is a business whose own site puts it this way: "It costs about 20ms per response and the default deployment tops out around 100 requests per second, and one iteration-count setting turns out to own that cost." When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
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.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 4.3/10, KubernetesLab is crawlable but under-signaled - fixable, and the signals above are where to start.
What changes when you put Agent Router in front of your MCP servers?
Authorization down to call arguments really does work. It costs about 20ms per response and the default deployment tops out around 100 requests per second, and one iteration-count setting turns out to own that cost. Writing the condition the way the documentation shows leaves tools/list returning nothing, so an agent finds no tools at all: wrap the CEL in has().September 16, 2026 · 15 min · Hoon Jo
What changes when you connect agents over A2A?
What A2A gives you is a contract for progress and cancellation. What it costs is a larger response (seven times plain HTTP for the same job) and 1.2 to 2.1 ms more per call. The authentication the agent card declares is not enforced by the SDK’s default setup, so read declaration and enforcement separately.September 14, 2026 · 18 min · Hoon Jo
What changes when you put a gateway in front of MCP?
The gateway hop costs under 1 ms per tool call and never improves p99, and in return you get control and observation the server cannot do on its own. One argument-conditioned policy was accepted and still did not enforce what it said, so turn a policy on and then check it with real calls.September 7, 2026 · 16 min · Hoon Jo
How much CPU and memory does a CNI actually use?
A CNI is picked once and rarely revisited, and there is no organized data on what it consumes day to day. Measuring 5 CNIs in 14 configurations under identical conditions showed an 8x memory spread, an eBPF map share that kubectl top never sees, and a 70% kube-proxy memory saving from the nftables mode that had not been published as a number.August 4, 2026 · 7 min · Hoon Jo
Does switching CLAUDE.md to AGENTS.md slow Claude Code down?
The two AGENTS.md migration workarounds (import, symlink) were measured on Kubernetes incident-response tasks: no penalty in speed or context-load tokens; deltas moved with the symlink control, marking them as run variance.July 3, 2026 · 4 min · Hoon Jo
Is this your brand?
The exact fixes for KubernetesLab
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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 October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kuberneteslab-dev
Cite this score: Engagemii (2026). "AEO Score for KubernetesLab." Retrieved from https://engagemii.com/aeo/brands/kuberneteslab-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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