Is docs.llamaindex.ai agent ready?
docs.llamaindex.ai is not yet agent ready: it scores 41/100 (grade D) on the w2agent rubric. Weakest areas: Agent Discovery (17), Agent Auth (25), Structured Data (25), Agent Protocols (30), Bot Accessibility (42).
Changed since last check
+3 points since the previous check (2026-09-16)
Fixed: Answer-first content, OpenGraph meta tags
Regressed: Token efficiency (HTML-to-text ratio), Heading hierarchy
Changed: Response time (fail → partial)
Category scores
Technical
89
Agent Auth
25
Agent Discovery
17
Agent Protocols
30
Content Quality
71
Structured Data
25
Bot Accessibility
42
Agent protocol panel
- A2A agent cardNot found
- OAuth discoveryNot measured
- MCP discoveryNot found
- llms.txt validityNot measured
Check results
Bot Accessibility
- ✓No error status codespass
- ~Response timepartial
- ✗XML sitemap existsfail
- ✓AI agent accesspass
- ✓Edge treatment of agent user-agentstracked, not scoredpass
- ✗robots.txt existsfail
- ✗Content negotiation (Markdown)fail
- —Declared AI usage preferencestracked, not scoredskip
Structured Data
- ✓OpenGraph meta tagspass
- ✓Semantic HTML elementspass
- ✗Appropriate Schema.org typefail
- —JSON-LD validskip
- ✗Heading hierarchyfail
- ✗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 specskip
- ✗llms.txt existsfail
- —MCP server cardtracked, not scoredskip
- ✓Markdown alternate linkspass
- ✗/.well-known/agent-card.jsonfail
- —llms.txt links resolveskip
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-Userpass
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 documentationpartial
- —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 charsetpass
- ✓Canonical URLspass
- ✓Mobile viewportpass
- ✓Content accessible without JSpass
- ~Security headerspartial
Other
- ✓astro-ssr-modepass
- ✗astro-robots-txtfail
- ✗astro-sitemap-integrationfail
Score history
- 41/100 · rubric v3.0
- 38/100 · rubric v3.0
- 38/100 · rubric v3.0
- 46/100 · rubric v2.0
- 46/100 · rubric v2.0
- 46/100 · rubric v2.0
- 46/100 · rubric v2.0
- 46/100 · rubric v2.0
- 46/100 · rubric v2.0
- 51/100 · rubric v2.0
- 51/100 · rubric v2.0