Is clevelandclinic.org agent ready?

clevelandclinic.org is not yet agent ready: it scores 41/100 (grade D) on the w2agent rubric. Weakest areas: Agent Auth (0), Agent Protocols (20), Agent Discovery (35), Content Quality (44).

41/ 100
Grade: D

Last checked · Platform: nextjs

Scored Oct 14, 2026 · Rubric v3.0

Changed since last check

+4 points since the previous check (2026-09-16)

Fixed: No error status codes, Content length, Appropriate Schema.org type

Regressed: Reachable as Perplexity-User

Changed: Heading hierarchy (partial → fail), nextjs-metadata-api (fail → partial)

Category scores

Technical
75
Agent Auth
0
Agent Discovery
35
Agent Protocols
20
Content Quality
44
Structured Data
52
Bot Accessibility
79

Agent protocol panel

  • A2A agent cardNot found
  • OAuth discoveryNot measured
  • MCP discoveryNot found
  • llms.txt validityPresent

Check results

Bot Accessibility

  • ✓No error status codespass
  • ✗Response timefail
  • ✓XML sitemap existspass
  • ✓AI agent accesspass
  • ?Edge treatment of agent user-agentstracked, not scorederror
  • ✓robots.txt existspass
  • ✗Content negotiation (Markdown)fail
  • —Declared AI usage preferencestracked, not scoredskip

Structured Data

  • ~OpenGraph meta tagspartial
  • ~Semantic HTML elementspartial
  • ✓Appropriate Schema.org typepass
  • ✓JSON-LD validpass
  • ✗Heading hierarchyfail
  • ~Schema.org JSON-LD presentpartial
  • ~Schema.org completenesspartial

Content Quality

  • ✓FAQ contentpass
  • ✗Answer-first contentfail
  • ✓Content lengthpass
  • ✓Token efficiency (HTML-to-text ratio)pass
  • ✗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 endpointsfail
  • ✗MCP endpointfail
  • ✗Action schemasfail
  • —/.well-known/ucpskip
  • —Structured formsskip
  • —WebMCP imperative APItracked, not scoredskip
  • —WebMCP declarative APItracked, not scoredskip
  • ✓Reachable as Google-Agentpass
  • ✓Reachable as ChatGPT-Userpass
  • ✗Reachable as Perplexity-Userfail

Agent Auth

  • —MCP authorization (401 challenge → protected resource metadata)skip
  • —PKCE S256 supportskip
  • ✗Public API surfacefail
  • —Client ID Metadata Documents (bonus)skip
  • —OpenAPI specificationskip
  • —Agent/bot auth documentationskip
  • —OAuth discovery chain (RFC 9728 → RFC 8414)skip
  • —Developer portalskip
  • —Scoped API permissionsskip
  • —API catalog (RFC 9727)skip
  • —Agent operator signing directorytracked, not scoredskip

Technical

  • ✓HTTPSpass
  • ✗UTF-8 charsetfail
  • ~Canonical URLspartial
  • ✗Mobile viewportfail
  • ✓Content accessible without JSpass
  • ✓Security headerspass

Other

  • ~nextjs-metadata-apipartial
  • ~nextjs-static-generationpartial
  • ✗nextjs-well-known-servedfail
  • —local-business-hours-jsonldskip
  • —local-business-nap-structuredskip
  • —local-business-booking-accessibleskip

Score history

  • 41/100 · rubric v3.0
  • 37/100 · rubric v3.0
  • 37/100 · rubric v3.0
  • 45/100 · rubric v2.0
  • 45/100 · rubric v2.0
  • 44/100 · rubric v2.0
  • 45/100 · rubric v2.0
  • 45/100 · rubric v2.0
  • 44/100 · rubric v2.0

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