Is ambriel.io agent ready?
ambriel.io is largely agent ready: it scores 68/100 (grade B) on the w2agent rubric. No category scores below 50.
Changed since last check
No change in score since the previous check (2026-09-15)
Category scores
Technical
86
Agent Auth
50
Agent Discovery
50
Agent Protocols
64
Content Quality
69
Structured Data
75
Bot Accessibility
89
Agent protocol panel
- A2A agent cardNot found
- OAuth discoveryPresent
- MCP discoveryNot found
- llms.txt validityPresent
Check results
Bot Accessibility
- ✓No error status codespass
- ✓Response timepass
- ✓XML sitemap existspass
- ✓AI agent accesspass
- ✓Edge treatment of agent user-agentstracked, not scoredpass
- ✓robots.txt existspass
- ✗Content negotiation (Markdown)fail
- —Declared AI usage preferencestracked, not scoredskip
Structured Data
- ~OpenGraph meta tagspartial
- ✓Semantic HTML elementspass
- ✓Appropriate Schema.org typepass
- ✓JSON-LD validpass
- ✗Heading hierarchyfail
- ~Schema.org JSON-LD presentpartial
- ✓Schema.org completenesspass
Content Quality
- ✓FAQ contentpass
- ✓Answer-first contentpass
- ✓Content lengthpass
- ✗Token efficiency (HTML-to-text ratio)fail
- ✓Freshness signalspass
- ✓Author attributionpass
- ~Citation readinesspartial
- ✓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 schemaspass
- ✗/.well-known/ucpfail
- —Structured formsskip
- —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 supportpass
- ✓Public API surfacepass
- —Client ID Metadata Documents (bonus)skip
- ✗OpenAPI specificationfail
- ✗Agent/bot auth documentationfail
- ✓OAuth discovery chain (RFC 9728 → RFC 8414)pass
- ~Developer portalpartial
- ✗Scoped API permissionsfail
- ✗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
Other
- —ecommerce-gtin-validskip
- —ecommerce-product-schemaskip
- —ecommerce-checkout-accessibleskip
Score history
- 68/100 · rubric v3.0
- 68/100 · rubric v3.0
- 68/100 · rubric v3.0
- 53/100 · rubric v2.0
- 53/100 · rubric v2.0
- 53/100 · rubric v2.0
- 52/100 · rubric v2.0
- 52/100 · rubric v2.0
- 52/100 · rubric v2.0