kubernetes.io
Finalizing the report
Preparing the stored Is Agentic score
kubernetes.io
Preparing the stored Is Agentic score
kubernetes.io
These checks describe whether an ordinary agent can enter, read, and operate the public site.
Agents can reach the site
Crawler access and bot defenses.
Core content is available
Useful content remains accessible without a fragile browser-only path.
Navigation fails safely
Redirects and missing pages give agents a recoverable path.
Controls are understandable
Forms and interactive controls expose usable names and structure.
The public website is always evaluated. Optional surfaces appear when the scan finds positive evidence that they apply.
Needs work
Weighted across 15 applicable checks
Blocked
Weighted across 8 applicable checks
Critical access gaps come first, followed by other applicable readiness gaps.
Keep the correct HTTP 404 status. The remaining requirement is a Markdown error body when agents request Accept: text/markdown. Include at least 20 characters explaining the error and a link to your docs, sitemap, or llms.txt. Verify with curl -sS -L -i -H 'Accept: text/markdown' https://yourdomain.com/some-path-that-does-not-exist. Check both the final 404 status and the Markdown body with Content-Type: text/markdown. Checking the status alone does not verify the missing requirement.
Serve at least 500 characters of meaningful homepage content in raw HTML. Add a clear H1, keep deeper heading levels sequential, and remove excessive non-content markup.
Enable Markdown negotiation on the scanned homepage. Supporting it only on /docs or a separate .md URL does not satisfy this check. Requests with Accept: text/markdown must receive a nonempty Markdown body with Content-Type: text/markdown and Vary: Accept. Keep serving HTML for Accept: text/html. Adding Vary alone does not create a Markdown response. Verify both with curl -sS -L -i -H 'Accept: text/markdown' https://yourdomain.com/ and curl -sS -L -i -H 'Accept: text/html' https://yourdomain.com/. Check the final response headers and body: Markdown with Vary: Accept for the first request, HTML for the second.
Add name and description to the Organization JSON-LD entity for full score.
Add all four signals to your homepage: <link rel="canonical">, <html lang="...">, <meta property="og:image">, and <meta property="og:type">. Agents use these for entity resolution and attribution.
Checks are grouped by relevance for Docs & content sites.
3264 chars with H1, but first content heading is H4, not H1; heading hierarchy skips H1 to H4
How to pass
Serve at least 500 characters of meaningful homepage content in raw HTML. Add a clear H1, keep deeper heading levels sequential, and remove excessive non-content markup.
Site accessible to 6 AI agent user-agents
No meta-refresh stubs, JavaScript-redirect stubs, or cross-domain hops across 6 checked pages
All 5 sampled pages are publicly readable (5 with substantive content)
Homepage https://kubernetes.io does not meet the Markdown negotiation requirements: Accept: text/markdown returned text/html; charset=utf-8; Vary header missing Accept (got "accept-encoding")
How to pass
Enable Markdown negotiation on the scanned homepage. Supporting it only on /docs or a separate .md URL does not satisfy this check. Requests with Accept: text/markdown must receive a nonempty Markdown body with Content-Type: text/markdown and Vary: Accept. Keep serving HTML for Accept: text/html. Adding Vary alone does not create a Markdown response. Verify both with curl -sS -L -i -H 'Accept: text/markdown' https://yourdomain.com/ and curl -sS -L -i -H 'Accept: text/html' https://yourdomain.com/. Check the final response headers and body: Markdown with Vary: Accept for the first request, HTML for the second.
The nonexistent path https://kubernetes.io/__ora-404-probe-vi2mah4n correctly returns HTTP 404. Partial credit: no Markdown error body was detected.
How to pass
Keep the correct HTTP 404 status. The remaining requirement is a Markdown error body when agents request Accept: text/markdown. Include at least 20 characters explaining the error and a link to your docs, sitemap, or llms.txt. Verify with curl -sS -L -i -H 'Accept: text/markdown' https://yourdomain.com/some-path-that-does-not-exist. Check both the final 404 status and the Markdown body with Content-Type: text/markdown. Checking the status alone does not verify the missing requirement.
Valid sitemap found at https://kubernetes.io/sitemap.xml with multiple sitemaps entries
JSON-LD Organization found - missing name and description on this entity
How to pass
Add name and description to the Organization JSON-LD entity for full score.
3/4 metadata signals present - missing: canonical URL
How to pass
Add all four signals to your homepage: <link rel="canonical">, <html lang="...">, <meta property="og:image">, and <meta property="og:type">. Agents use these for entity resolution and attribution.
Organization schema found but missing: contactPoint, address
How to pass
Add Organization JSON-LD that includes both contactPoint (with email/phone and contactType) and address (PostalAddress). This lets AI verify your business legitimacy and answer contact queries.
Only About page verified - missing: Contact, Privacy
How to pass
Publish real /about, /contact, and /privacy pages with at least 500 characters of content each. These are the pages AI agents check to verify your business is legitimate before recommending you.
All 6 measured pages fit an agent context budget (largest ~15K tokens)
Agent discovered 2 developer-resource types by name (auth docs, API docs) across 4 pages
kubernetes.io ranks #9 for "Kubernetes Container Orchestration"
How to pass
Make sure your own domain ranks in the top results when people search your brand together with your main product (for example "Acme payments API"). If it does not, your brand may be too generic, conflict with a more established term, or not yet indexed. Strengthen it by describing your main product clearly in your homepage title and headings, earning press mentions that link to your domain, and avoiding redirect chains that mask your main domain in search results.
Wikipedia "Kubernetes" verified - create a Wikidata item with P856 (official website) = kubernetes.io to complete knowledge graph coverage
How to pass
Establish a Wikipedia article and a Wikidata entity for your brand, with the domain set as the official website (Wikidata property P856) and a corresponding external link on Wikipedia. Wikipedia is the largest single source of citations in ChatGPT and a primary input to Knowledge Graphs across Google, Bing, and LLM training data. Earn third-party press coverage first to satisfy notability, then draft the article with cited references rather than self-promotion.
NPM package found: @kubernetes/client-node - "NodeJS client for kubernetes"
Agent config found: github.com/kubernetes/kubernetes/blob/master/AGENTS.md
93% of 500 sampled sitemap entries carry lastmod; newest is 4 day(s) old
Documentation site found at https://kubernetes.io
Developer portal found at /docs
REST API documentation found at /docs/api. Best-of-protocols score: 7/7.
Onboarding signals described but not verified live: free tier available
How to pass
Offer a free tier or trial, self-serve API key generation, and a sandbox environment. Agents can't fill out 'contact sales' forms.
CLI tool mentioned at https://kubernetes.io
How to pass
Publish an official CLI tool on npm, PyPI, or Homebrew. A CLI lets agents and developers script interactions with your product without building API integrations from scratch.
SDK package found only in npm
How to pass
Publish official SDK packages across multiple language ecosystems (npm, PyPI, Go modules, RubyGems). Auto-generate them from your OpenAPI spec using tools like openapi-generator. For each package set the project URL or homepage to your product domain (package.json repository/homepage, PyPI Home-Page or project_urls, RubyGems homepage_uri) - this is how agents verify the package is your official SDK.
77 native controls, 0 non-native div-soup affordances (100% native).
75/77 interactive elements have a computable accessible name (97%).
2/2 form controls have an associated label (100%).
No hidden instruction text detected in accessibility-tree attributes or off-screen content.
What does kubernetes.io do and who is it for? Explain it back to me.
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Source: Ora API
What does kubernetes.io do and who is it for? Explain it back to me.
6 steps1 reasoning step1 search
Agent successfully assembled a comprehensive explanation of Kubernetes by fetching the homepage, docs, and concepts pages, then supplemented the site's silence on competitors with external search results. The site readily surfaced core purpose, features, and pricing, but offered no comparative positioning—requiring the agent to acknowledge this gap and fetch external sources to fully answer the task.