agentspeed.

kubernetes.io

scanned 7/25/2026, 7:40:32 PM · cached · refresh in 19h · rubric 2026.07.4
robots.txt present: passrobots.txt allows AI agents: passContent-Signal directives: failllms.txt present: warnSitemap present: passLink response headers: failCanonical URL: failMCP server card: failOAuth authorization metadata: failOAuth resource metadata: failAPI catalog / OpenAPI: failWeb Bot Auth: failMarkdown negotiation: failText-to-markup ratio: warnContent without JavaScript: skipHeading hierarchy: warnCookie wall blocks content: passPage title: passMeta description: warnJSON-LD present: failStructured data validates: skipSchema type coverage: passPaywall / login wall: passAgent Skills manifest: failWebMCP actions: failPrimary action reachable: passReachability: passTime to first byte: passFull render time: skipPage weight: pass65/ 100 · D
Needs work

This is how AI agents (not browsers) experience kubernetes.io. The score weights five categories of machine-readability; the ticks on the arc are the 30 individual checks behind it.

Discoverability
39
Readability
74
Structured data
33
Actionability
75
Performance
100

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Top fixes

failCanonical URLDiscoverability

No <link rel="canonical"> tag in <head>. Agents use canonical URLs to dedupe and cite.

Fix: Add <link rel="canonical" href="…"> pointing at the primary URL of each page.

failJSON-LD presentStructured data

No JSON-LD blocks found. Add a <script type="application/ld+json"> with a schema.org type for this page.

Fix: Add a <script type="application/ld+json"> describing the page (Organization, Article, Product, FAQPage).

warnllms.txt presentDiscoverability

Found /llms.txt but missing H1 header and markdown links.

Fix: Publish /llms.txt at your domain root. Build a spec-compliant one at /tools/llms-txt-generator.

failLink response headersDiscoverability

No HTTP Link: response headers. Emit canonical/alternate/describedby relations so HEAD-only or stream-rendering agents get them without parsing HTML.

Fix: Emit `Link:` headers for canonical, alternate-language, and describedby relations. Agents that fetch HEAD-only or stream-render rely on these.

warnMeta descriptionReadability

Meta description is 559 characters; aim for 50–200 so it's neither thin nor truncated.

Fix: Add `<meta name="description" content="...">` to your primary pages. Agents frequently use it as a summary.

warnText-to-markup ratioReadability

Visible text is 11.0% of HTML weight (4667/42423 bytes). Low. Markup may be crowding out agent-usable text.

Fix: Heavy ad or navigation markup crowds out agent-usable text. Aim for a text-to-DOM ratio above 15%.

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Fix it

Generated, ready-to-ship files for the gaps above — copy them or download and drop them into your repo.

Add an llms.txt
Publish this at https://kubernetes.io/llms.txt
# Kubernetes

> What kubernetes.io offers, in one or two sentences an AI agent can quote.

## Key pages
- [Home](https://kubernetes.io/)
- [Production-Grade Container Orchestration](https://kubernetes.io/)
- [The Absolute Beginner's Guide To Cloud Native](https://kubernetes.io/)
- [Attend upcoming KubeCon + CloudNativeCon events](https://kubernetes.io/)
- [Kubernetes Features](https://kubernetes.io/)

## About
Describe what kubernetes.io does, who it's for, and the primary action you want an
agent to be able to complete. Keep it factual and current.

What the agent receives

The agent’s-eye view
Kubernetes Kubernetes Documentation Kubernetes Blog Training Careers Partners Community Versions Release Information v1.36 v1.35 v1.34 v1.33 v1.32 English বাংলা (Bengali) 中文 (Chinese) Français (French) Deutsch (German) हिन्दी (Hindi) Bahasa Indonesia (Indonesian) Italiano (Italian) 日本語 (Japanese) 한국어 (Korean) فارسی (Persian) Polski (Polish) Português (Portuguese) Русский (Russian) Español (Spanish) Українська (Ukrainian) Tiếng Việt (Vietnamese) Light Dark Auto Production-Grade Container Orchestration Learn Kubernetes Basics Kubernetes , also known as K8s, is an open source system for automating deployment, scaling, and management of containerized applications. It groups containers that make up an application into logical units for easy management and discovery. Kubernetes builds upon 15 years of experience of running production workloads at Google , combined with best-of-breed ideas and practices from the community. Planet scale Designed on the same principles that allow Google to run billions of containers a week, Kubernetes can scale without increasing your operations team. Never outgrow Whether testing locally or running a global enterprise, Kubernetes flexibility grows with you to deliver your applications consistently and easily no matter how complex your need is. Run K8s anywhere Kubernetes is open source giving you the freedom to take advantage of on-premises, hybrid, or public cloud infrastructure, letting you effortlessly move workloads to where it matters to you. To download Kubernetes, visit the download section. The Absolute Beginner's Guide To Cloud Native by Kyle Penfound, Dagger & Cortney Nickerson, Kubeshop Watch Video Attend upcoming KubeCon + CloudNativeCon events Japan (Yokohama, Jul 28–30) North America (Salt Lake City, Nov 9–12) Kubernetes Features Automated rollouts and rollbacks Kubernetes progressively rolls out changes to your application or its configuration, while monitoring application health to ensure it doesn't kill all your instances at the same time. If something goes wrong, Kubernetes will rollback the change for you. Take advantage of a growing ecosystem of deployment solutions. Service discovery and load balancing No need to modify your application to use an unfamiliar service discovery mechanism. Kubernetes gives Pods their own IP addresses and a single DNS name for a set of Pods, and can load-balance across them. Storage orchestration Automatically mount the storage system of your choice, whether from local storage, a public cloud provider, or a network storage system such as iSCSI or NFS. Secret and configuration management Deploy and update Secrets and application configuration without rebuilding your image and without exposing Secrets in your stack configuration. Automatic bin packing Automatically places containers based on their resource requirements and other constraints, while not sacrificing availability. Mix critical and best-effort workloads in order to drive up utilization and save even more resources. Batch execution In addition to services, Kubernetes can manage your batch and CI workloads, replacing containers that fail, if desired. Self-healing Kubernetes restarts containers that crash, replaces entire Pods where needed, reattaches storage in response to wider failures, and can integrate with node autoscalers to self-heal even at the node level. Horizontal scaling Scale your application up and down with a simple command, with a UI, or automatically based on CPU usage. Vertical scaling Automatically adjust resource requests and limits based on actual usage patterns. IPv4/IPv6 dual-stack Allocation of IPv4 and IPv6 addresses to Pods and Services Designed for extensibility Add features to your Kubernetes cluster without changing upstream source code. Case Studies "Kubernetes is a great platform for machine learning because it comes with all the scheduling and …" Read more "Kubernetes is a great solution for us. It allows us to rapidly iterate on our clients' demands. " Read more "We realized that we needed to learn Kubernetes better in order to fully use the potential of it. At …" Read more "We made the right decisions at the right time. Kubernetes and the cloud native technologies are now …" Read more We are a CNCF graduated project &copy; 2026 The Kubernetes Authors | Documentation Distributed under CC BY 4.0 &copy; 2026 The Linux Foundation &reg;. All rights reserved. The Linux Foundation has registered trademarks and uses trademarks. For a list of trademarks of The Linux Foundation, please see our Trademark Usage page ICP license: 京ICP备17074266号-3

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AgentSpeed score for kubernetes.io
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Full breakdown

11 pass4 warn12 fail3 skip
Discoverability
pass
robots.txt present
A robots.txt is reachable at the site root.
100/100
pass
robots.txt allows AI agents
All 8 answer-time access agents allowed.
100/100
fail
Content-Signal directivesemerging
No Content-Signal directives. Add e.g. `Content-Signal: ai-train=no, ai-summarize=yes` to declare granular AI usage policy beyond binary allow/disallow.
0/100
warn
llms.txt present
Found /llms.txt but missing H1 header and markdown links.
60/100
pass
Sitemap present
sitemap.xml reachable and referenced from robots.txt.
100/100
fail
Link response headers
No HTTP Link: response headers. Emit canonical/alternate/describedby relations so HEAD-only or stream-rendering agents get them without parsing HTML.
0/100
fail
Canonical URL
No <link rel="canonical"> tag in <head>. Agents use canonical URLs to dedupe and cite.
0/100
fail
MCP server cardemerging
No valid MCP Server Card at /.well-known/mcp/server-card.json. Publish one so agents can discover your tools without HTML scraping.
0/100
fail
OAuth authorization metadataemerging
No RFC 8414 metadata at /.well-known/oauth-authorization-server. Agents that act on behalf of users need this to discover your authorization endpoints.
0/100
fail
OAuth resource metadataemerging
No RFC 9728 metadata at /.well-known/oauth-protected-resource. Publish it so agents can discover required scopes without hand-coded credentials.
0/100
fail
API catalog / OpenAPIemerging
No /.well-known/api-catalog (RFC 9727) and no /openapi.json|yaml. Publish one so agents that integrate with APIs can discover your endpoints.
0/100
fail
Web Bot Authemerging
No Web Bot Auth JWKS at /.well-known/http-message-signatures-directory.json. Publish one to allow trusted agents while keeping a default-deny posture for the rest.
0/100
Readability
fail
Markdown negotiationemerging
Accept: text/markdown returns HTML, not markdown. Serve a markdown variant of primary content when requested; agents summarize and cite it more reliably.
0/100
warn
Text-to-markup ratio
Visible text is 11.0% of HTML weight (4667/42423 bytes). Low. Markup may be crowding out agent-usable text.
69/100
skip
Content without JavaScript
Browser pass unavailable; cannot measure JS dependency.
—
warn
Heading hierarchy
Heading issues: 1 skipped level(s).
75/100
pass
Cookie wall blocks content
No common consent-modal markers detected.
100/100
pass
Page title
A concise <title> is present (10 chars).
100/100
warn
Meta description
Meta description is 559 characters; aim for 50–200 so it's neither thin nor truncated.
60/100
Structured data
fail
JSON-LD present
No JSON-LD blocks found. Add a <script type="application/ld+json"> with a schema.org type for this page.
0/100
skip
Structured data validates
No JSON-LD blocks present; nothing to validate (covered by structured_data.jsonld_present).
—
pass
Schema type coverage
Page intent unclear; no specific schema.org type expected.
100/100
Actionability
pass
Paywall / login wall
No paywall or login-wall detected on the landing URL.
100/100
fail
Agent Skills manifestemerging
No Agent Skills manifest at /.well-known/agent-skills.json. Enumerate the tasks agents can perform (search, add-to-cart, contact-support) so they pick the right one without scraping.
0/100
fail
WebMCP actionsemerging
No WebMCP detected. On pages with first-class actions (cart, support, account), embed a WebMCP server so on-page agents invoke tools directly.
0/100
pass
Primary action reachable
Primary offering identified ("Open source container orchestration system") with price/CTA ("Learn Kubernetes Basics").
100/100
pass
Reachability
HTTP 200.
100/100
Performance
pass
Time to first byte
TTFB 178ms. Healthy.
100/100
skip
Full render time
Full-render time unavailable (browser pass skipped or failed).
—
pass
Page weight
Initial document is a lean 41 KB.
100/100
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