Is notebooklm.google agent ready?
notebooklm.google is not yet agent ready: it scores 36/100 (grade D) on the w2agent rubric.
Changed since last check
+2 points since the previous check (2026-09-15)
Fixed: Reachable as ChatGPT-User
Changed: Response time (fail → partial)
Category scores
Category breakdown not recorded for this audit.
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 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 tagspass
- ✗Semantic HTML elementsfail
- ✓Appropriate Schema.org typepass
- ✓JSON-LD validpass
- ✗Heading hierarchyfail
- ✓Schema.org JSON-LD presentpass
- ~Schema.org completenesspartial
Content Quality
- ✗FAQ contentfail
- ✗Answer-first contentfail
- ✗Content lengthfail
- ✗Token efficiency (HTML-to-text ratio)fail
- ✗Freshness signalsfail
- ✗Author attributionfail
- ~Citation readinesspartial
- ✗Lists and tables for structured infofail
Agent Discovery
- —llms.txt follows specskip
- ✗llms.txt existsfail
- —MCP server cardtracked, not scoredskip
- ✗Markdown alternate linksfail
- ✗/.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 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 charsetpass
- ✓Canonical URLspass
- ✓Mobile viewportpass
- ✗Content accessible without JSfail
- ✓Security headerspass
Score history
- 36/100 · rubric v3.0
- 34/100 · rubric v3.0
- 48/100 · rubric v2.0
- 48/100 · rubric v2.0
- 48/100 · rubric v2.0
- 48/100 · rubric v2.0