Is docs.ray.io agent ready?
docs.ray.io is partly agent ready: it scores 47/100 (grade C) on the w2agent rubric. Weakest areas: Agent Auth (20), Structured Data (25), Bot Accessibility (49).
Changed since last check
No change in score since the previous check (2026-09-16)
Regressed: Response time
Category scores
Technical
88
Agent Auth
20
Agent Discovery
50
Agent Protocols
58
Content Quality
61
Structured Data
25
Bot Accessibility
49
Agent protocol panel
- A2A agent cardNot found
- OAuth discoveryNot found
- MCP discoveryNot found
- llms.txt validityPresent
Check results
Bot Accessibility
- ~No error status codespartial
- ~Response timepartial
- ✓XML sitemap existspass
- ✗AI agent accessfail
- ✓Edge treatment of agent user-agentstracked, not scoredpass
- ✓robots.txt existspass
- ✓Content negotiation (Markdown)pass
- —Declared AI usage preferencestracked, not scoredskip
Structured Data
- ~OpenGraph meta tagspartial
- ✓Semantic HTML elementspass
- ✗Appropriate Schema.org typefail
- —JSON-LD validskip
- ✓Heading hierarchypass
- ✗Schema.org JSON-LD presentfail
- ✗Schema.org completenessfail
Content Quality
- ✓FAQ contentpass
- ✓Answer-first contentpass
- ✓Content lengthpass
- ~Token efficiency (HTML-to-text ratio)partial
- ✗Freshness signalsfail
- ✗Author attributionfail
- ✓Citation readinesspass
- ✓Lists and tables for structured infopass
Agent Discovery
- ✓llms.txt follows specpass
- ✓llms.txt existspass
- —MCP server cardtracked, not scoredskip
- ✗Markdown alternate linksfail
- ✗/.well-known/agent-card.jsonfail
- ✓llms.txt links resolvepass
Agent Protocols
- ✓Discoverable API endpointspass
- ✗MCP endpointfail
- ✗Action schemasfail
- —/.well-known/ucpskip
- ✓Structured formspass
- —WebMCP imperative APItracked, not scoredskip
- —WebMCP declarative APItracked, not scoredskip
- ✓Reachable as Google-Agentpass
- ✓Reachable as ChatGPT-Userpass
- ✓Reachable as Perplexity-Userpass
Agent Auth
- —MCP authorization (401 challenge → protected resource metadata)skip
- —PKCE S256 supportskip
- ✓Public API surfacepass
- —Client ID Metadata Documents (bonus)skip
- ✗OpenAPI specificationfail
- —Agent/bot auth documentationskip
- ✗OAuth discovery chain (RFC 9728 → RFC 8414)fail
- ✗Developer portalfail
- —Scoped API permissionsskip
- ✗API catalog (RFC 9727)fail
- —Agent operator signing directorytracked, not scoredskip
Technical
- ✓HTTPSpass
- ✓UTF-8 charsetpass
- ✓Canonical URLspass
- ✓Mobile viewportpass
- ✓Content accessible without JSpass
- ~Security headerspartial
Score history
- 47/100 · rubric v3.0
- 47/100 · rubric v3.0
- 47/100 · rubric v3.0
- 22/100 · rubric v2.0
- 22/100 · rubric v2.0
- 21/100 · rubric v2.0
- 21/100 · rubric v2.0
- 22/100 · rubric v2.0
- 22/100 · rubric v2.0
- 35/100 · rubric v2.0
- 35/100 · rubric v2.0