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https://cloud.google.com/looker

SCANNED

Jun 8, 2026, 7:11 PM

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https://cloud.google.com/looker

SCANNED

Jun 8, 2026, 7:11:13 PMJun 8, 2026, 7:11 PM

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48/100

OVERALL SCORE

Level 2, Agent-Limited

Priority improvements needed for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Looker business intelligence platform embedded analytics | Google Cloud

Looker is an enterprise platform for BI, data applications, and embedded analytics that helps you explore and share insights in real time.

Next step

Turn this report into a fix workflow

29 failed checks are ready to move into MCP or CLI remediation. Generate a repair prompt, connect the scanner to your coding agent, or open the integration docs before your next rescan.

Detailed report scores grouped by capability area
Metric	Score	Status	Passed	Failed	Warning	Evidence
AI Discoverability	23	Priority fix	4	19	0	View details
Discoverability	29	Priority fix	2	7	0	View details
Content Readiness	33	Priority fix	2	8	0	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	6	Priority fix	4	29	3	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	7	0	View details
MCP	13	Priority fix	0	6	2	View details
Skill Discovery	5	Priority fix	0	10	1	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	66	Needs work	4	3	13	View details
GEO Readiness	77	Mostly ready	1	0	5
AIO Readiness	57	Needs work	2	2	3	View details
AEO Readiness	63	Needs work	1	1	5	View details
SEO	92	Strong	10	1	0	View details
SEO	92	Strong	10	1	0	View details
Security & Trust	60	Needs work	7	2	0	View details
Security & Trust	60	Needs work	3	2	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	71	Needs work	23	4	0	View details
Performance	60	Needs work	12	3	0	View details
Accessibility	90	Strong	11	1	0	View details

Prioritized recommendations

Issues ranked by score impact

49 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish an API catalog for automated API discovery using RFC 9727.

Result

API Catalog failed at "Fetch API catalog".

Validation steps

Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"pt\"\n      dir=\"ltr\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#039be5\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    <met"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

50 Fail

Needs attention

Content-Security-Policy

Failed check

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Constrain script, style, frame, and resource loading with a Content-Security-Policy header.

Result

Content-Security-Policy is missing or incomplete.

Evidence

{
  "header": "content-security-policy",
  "value": "require-trusted-types-for 'script';report-uri /_/GoogleCloudUxWebAppCgcUi/cspreport script-src 'report-sample' 'nonce-86jIjxqUdef1ED3XGiHNOQ' 'unsafe-inline';object-src 'none';base-uri 'self';report-uri /_/GoogleCloudUxWebAppCgcUi/cspreport;worker-src 'self' blob:"
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check

Issue

OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.

Why it matters

OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"it\"\n      dir=\"ltr\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#039be5\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    <met"
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"vi\"\n      dir=\"ltr\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#039be5\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    <met"
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"hi\"\n      dir=\"ltr\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#039be5\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    <met"
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"ja\"\n      dir=\"ltr\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#039be5\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    <met"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"fa\"\n      dir=\"rtl\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#039be5\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    <met"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"bn\"\n      dir=\"ltr\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#039be5\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    <met"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"ro\"\n      dir=\"ltr\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud Documentation\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#1a73e8\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    \n\n    <"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

50 Fail

Needs attention

Referrer-Policy

Failed check

Issue

Referrer-Policy is missing or incomplete.

Why it matters

Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.

Check name

Referrer-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Limit how much referrer data leaves the site.

Result

Referrer-Policy is missing or incomplete.

Evidence

{
  "header": "referrer-policy",
  "value": null
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

AI bot rules in robots.txt is missing or incomplete.

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check

Issue

No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.

Why it matters

Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.

Result

AI bot rules in robots.txt is missing or incomplete.

Evidence

{
  "expectedBots": [
    "GPTBot",
    "ChatGPT-User",
    "ClaudeBot",
    "Claude-Web",
    "Anthropic-AI",
    "Google-Extended",
    "PerplexityBot",
    "CCBot",
    "Applebot-Extended",
    "Meta-ExternalAgent",
    "Bytespider",
    "Amazonbot",
    "Cohere-AI"
  ],
  "configuredBots": []
}

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

Declare AI content usage preferences with Content Signal in robots.txt.

Result

Content Signal is missing or incomplete.

Evidence

{
  "signals": [],
  "ai-train": false,
  "search": false,
  "ai-input": false
}

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

Web Bot Auth request signing failed at "Fetch to find resource".

33 Fail

Needs attention

Web Bot Auth request signing

Failed check

Issue

Web Bot Auth request signing was not found at the expected path.

Why it matters

Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.

Result

Web Bot Auth request signing failed at "Fetch to find resource".

Validation steps

Fetch to find resource
Web Bot Auth request signing was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685611
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is missing or incomplete.

25 Fail

Needs attention

Content freshness signals

Failed check

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.

Why it matters

Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.

Check name

Content freshness signals

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose modified and published dates for freshness-aware retrieval and ranking.

Result

Content freshness signals is missing or incomplete.

Evidence

{
  "lastModified": null,
  "schemaDates": [],
  "metaDateCount": 0,
  "timeDateCount": 0
}

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

llms.txt failed at "Fetch to find resource".

25 Fail

Needs attention

llms.txt

Failed check

Issue

llms.txt was not found at the expected path.

Why it matters

llms.txt gives language-model clients a concise, curated summary of important site context and links before they crawl broadly.

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

Publish llms.txt to summarize agent-readable site guidance.

Result

llms.txt failed at "Fetch to find resource".

Validation steps

Fetch to find resource
llms.txt was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 684910
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685333
          }
        ]
      },
      "issue": "llms.txt was not found at the expected path.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

25 Fail

Needs attention

Markdown negotiation

Failed check

Issue

Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.

Why it matters

Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

Markdown content type
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "Sec-Fetch-Dest, Sec-Fetch-Mode, Sec-Fetch-Site".
Structured Markdown body
Markdown response is missing a heading.

Evidence

{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "Sec-Fetch-Dest, Sec-Fetch-Mode, Sec-Fetch-Site"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Sec-Fetch-Dest, Sec-Fetch-Mode, Sec-Fetch-Site\".",
      "howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
    },
    {
      "id": "markdown-content",
      "title": "Structured Markdown body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "hasHeading": false,
        "wordCount": 244430,
        "excerpt": "<!doctype html><html lang=\"en-US\" dir=\"ltr\"><head><base href=\"https://cloud.google.com/\"><link rel=\"preconnect\" href=\"//www.gstatic.com\"><meta name=\"referrer\" content=\"strict-origin-when-cross-origin\"><script nonce=\"N9vYUJrHt7ivULxQ5Awbdg\">",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

MCP Server Card failed at "Fetch to find resource".

25 Fail

Needs attention

MCP Server Card

Failed check

Issue

MCP Server Card was not found at the expected path.

Why it matters

MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

MCP Server Card failed at "Fetch to find resource".

Validation steps

Fetch to find resource
MCP Server Card was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685741
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685353
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685336
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

mcp.json failed at "Fetch to find resource".

25 Fail

Needs attention

mcp.json

Failed check

Issue

mcp.json was not found at the expected path.

Why it matters

MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.

Result

mcp.json failed at "Fetch to find resource".

Validation steps

Fetch to find resource
mcp.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685539
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685467
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685741
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: missing <main> landmark; invalid h1 (found 1); 5 links missing accessible names.

Details

Why it matters

Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": false,
  "nav": true,
  "footer": true,
  "meaningfulH1": false,
  "headingOrder": true,
  "accessibleLinks": false,
  "accessibleButtons": true,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [
      "<a href=\"#\" class=\"gSYwec BJ6wec\" track-name=\"overview\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/why-google-cloud\" track-metadata-position=\"nav - Overview\" track-metadata-module=\"primary nav\"></a>",
      "<a href=\"#\" class=\"gSYwec BJ6wec\" track-name=\"solutions\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/solutions\" track-metadata-position=\"nav - Solutions\" track-metadata-module=\"primary nav\"></a>",
      "<a href=\"#\" class=\"gSYwec BJ6wec\" track-name=\"products\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/products\" track-metadata-position=\"nav - Products\" track-metadata-module=\"primary nav\"></a>",
      "<a href=\"#\" class=\"gSYwec BJ6wec\" track-name=\"pricing\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/pricing\" track-metadata-position=\"nav - Pricing\" track-metadata-module=\"primary nav\"></a>",
      "<a href=\"#\" class=\"gSYwec BJ6wec\" track-name=\"resources\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/docs/get-started\" track-metadata-position=\"nav - Resources\" track-metadata-module=\"primary nav\"></a>"
    ],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 1,
    "headings": 52,
    "links": 864,
    "inaccessibleLinks": 5,
    "buttons": 18,
    "inaccessibleButtons": 0,
    "images": 86,
    "imagesWithAlt": 86,
    "autocompleteInputs": 1,
    "inputsWithAutocomplete": 1,
    "missingAutocompleteInputs": 0
  }
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check

Issue

WebMCP manifest was not found at the expected path.

Why it matters

A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

Fetch to find resource
WebMCP manifest was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685677
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 684719
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685382
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

A2A Agent Card failed at "Fetch to find resource".

20 Fail

Needs attention

A2A Agent Card

Failed check

Issue

A2A Agent Card was not found at the expected path.

Why it matters

A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent card so A2A-compatible clients can discover capabilities.

Result

A2A Agent Card failed at "Fetch to find resource".

Validation steps

Fetch to find resource
A2A Agent Card was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685405
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685564
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 684587
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

Agent Skills index failed at "Fetch to find resource".

20 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index was not found at the expected path.

Why it matters

An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

Agent Skills index failed at "Fetch to find resource".

Validation steps

Fetch to find resource
Agent Skills index was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685568
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685720
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

agent.json failed at "Fetch to find resource".

20 Fail

Needs attention

agent.json

Failed check

Issue

agent.json was not found at the expected path.

Why it matters

agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.

Result

agent.json failed at "Fetch to find resource".

Validation steps

Fetch to find resource
agent.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685341
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685520
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

agents.json failed at "Fetch to find resource".

20 Fail

Needs attention

agents.json

Failed check

Issue

agents.json was not found at the expected path.

Why it matters

agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.

Result

agents.json failed at "Fetch to find resource".

Validation steps

Fetch to find resource
agents.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685397
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685538
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

20 Fail

Needs attention

FAQPage schema

Failed check

Issue

FAQ content was detected but no FAQPage schema was found.

Why it matters

FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Expose question-and-answer content in FAQPage structured data when FAQs are present.

Result

FAQPage schema is missing or incomplete.

Evidence

{
  "found": false,
  "visibleFaq": true,
  "allTypes": []
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

20 Fail

Needs attention

High-value schema types

Failed check

Issue

No high-value schema types (e.g. Article, Product, Service) were found.

Why it matters

High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Use schema types that describe the page's primary content or offering.

Result

High-value schema types is missing or incomplete.

Evidence

{
  "found": [],
  "expected": [
    "Article",
    "BlogPosting",
    "NewsArticle",
    "Product",
    "SoftwareApplication",
    "FAQPage",
    "LocalBusiness",
    "VideoObject",
    "HowTo",
    "Event",
    "Course",
    "Review",
    "Service"
  ],
  "allTypes": []
}

AI DiscoverabilityDiscoverabilityEstablished

JSON-LD present

JSON-LD present is missing or incomplete.

20 Fail

Needs attention

JSON-LD present

Failed check

Issue

No JSON-LD blocks found.

Why it matters

JSON-LD is a low-friction structured data format that agents can extract without interpreting page presentation or microdata markup.

Check name

JSON-LD present

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Expose schema.org JSON-LD so AI search systems can parse page entities.

Result

JSON-LD present is missing or incomplete.

Evidence

{
  "blocks": 0,
  "validBlocks": 0,
  "schemaContextBlocks": 0,
  "errors": [],
  "documents": [],
  "nodes": []
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

20 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.

Evidence

{
  "failedStep": "presence",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "fail",
      "evidence": {
        "links": []
      },
      "issue": "No useful agent discovery Link headers were found.",
      "howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
    },
    {
      "id": "target-validation",
      "title": "Fetch same-origin Link header targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin Link header targets were available to fetch."
          }
        ]
      },
      "issue": "Link headers did not expose any same-origin targets to validate.",
      "howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

Organization / WebSite schema

Organization / WebSite schema is missing or incomplete.

20 Fail

Needs attention

Organization / WebSite schema

Failed check

Issue

Neither Organization nor WebSite schema types were found in JSON-LD.

Why it matters

Organization and WebSite schema help agents identify the publisher, canonical site identity, logo, and related profiles for attribution.

Check name

Organization / WebSite schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Identify the site owner and website entity in structured data.

Result

Organization / WebSite schema is missing or incomplete.

Evidence

{
  "found": [],
  "allTypes": []
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check

Issue

No DNS-AID entrypoint records were found under _agents.

Why it matters

DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.

Result

DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".

Validation steps

Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.

Evidence

{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "cloud.google.com",
        "probes": [
          {
            "name": "_index._agents.cloud.google.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.cloud.google.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          }
        ]
      },
      "issue": "No DNS-AID entrypoint records were found under _agents.",
      "howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
    },
    {
      "id": "service-params",
      "title": "Validate alpn and endpoint parameters",
      "status": "informational",
      "evidence": {
        "discovered": []
      },
      "howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
    },
    {
      "id": "dnssec",
      "title": "Check DNSSEC material",
      "status": "warning",
      "evidence": {
        "hasDnssecMaterial": false,
        "checked": [
          {
            "name": "cloud.google.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "google.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          }
        ]
      },
      "issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
      "howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP

WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".

13 Warning

Needs attention

WebMCP

Warning

Issue

WebMCP declarative annotations need fixes.

Details

Why it matters

WebMCP can expose page context and actions directly through the browser, giving agents safer structured hooks than screen scraping alone.

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

Support WebMCP to expose site tools to AI agents via the browser.

Result

WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".

Validation steps

Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<textarea> is missing a name attribute.
<textarea> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.

Evidence

{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 1,
        "formsWithTags": 0,
        "totalInteractive": 884,
        "interactiveWithTags": 0,
        "totalCount": 885,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<textarea> is missing a name attribute.",
          "<textarea> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "No elements found with tool-name or tool-description attributes.",
      "howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
    },
    {
      "id": "declarative-annotation-quality",
      "title": "Validate WebMCP declarative annotation quality",
      "status": "warning",
      "evidence": {
        "issueCount": 4,
        "issues": [
          "<textarea> is missing a name attribute.",
          "<textarea> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<textarea> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<textarea> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            }
          ]
        }
      ],
      "howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
    },
    {
      "id": "imperative-api",
      "title": "Detect WebMCP imperative API usage",
      "status": "informational",
      "evidence": {
        "staticSignals": {
          "detected": false,
          "matched": []
        },
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
      "howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
    },
    {
      "id": "browser-navigator-injection",
      "title": "Detect WebMCP browser navigator injection",
      "status": "informational",
      "evidence": {
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext was not detected in the rendered browser page.",
      "howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
    },
    {
      "id": "surface-coverage",
      "title": "Interactive surface coverage",
      "status": "informational",
      "evidence": {
        "totalForms": 1,
        "formsWithTags": 0,
        "totalInteractive": 884,
        "interactiveWithTags": 0,
        "totalCount": 885,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<textarea> is missing a name attribute.",
          "<textarea> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "Only 0% of interactive surfaces are annotated.",
      "howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
    }
  ],
  "staticSignals": {
    "detected": false,
    "matched": []
  },
  "coverage": {
    "totalForms": 1,
    "formsWithTags": 0,
    "totalInteractive": 884,
    "interactiveWithTags": 0,
    "totalCount": 885,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<textarea> is missing a name attribute.",
      "<textarea> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 0/100 and needs a fix.

10 Fail

Needs attention

AIO: Visible structured data match

Failed check

Issue

No JSON-LD structured data was detected.

Details

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Visible structured data match

Score

0/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Visible structured data match scored 0/100 and needs a fix.

Evidence

{
  "schemaCount": 0,
  "mismatches": [],
  "score": 0,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

AIO: Source and trust signals scored 40/100 and needs a fix.

6 Fail

Needs attention

AIO: Source and trust signals

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Source and trust signals scored 40/100 and needs a fix.

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://cloud.google.com/analyst-reports",
      "text": "Analyst reportsRead what industry analysts say about us.",
      "html": "<a href=\"https://cloud.google.com/analyst-reports\" track-name=\"analyst reports\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/analyst-reports\" track-metadata-position=\"nav - overview\" track-metadata-module=\"tertiary nav\" track-metadata-module_headline=\"Reports and insights\" class=\"dS49Hc\"><div class=\"hT74i\">Analyst reports</div><div class=\"quGYff\">Read what industry analysts say about us.</div></a>"
    },
    {
      "href": "https://about.appsheet.com/home/",
      "text": "AppSheetNo-code development platform to build and extend applications.",
      "html": "<a class=\"JqcXJf\" href=\"https://about.appsheet.com/home/\" target=\"_blank\" rel=\"noopener\" track-name=\"appsheet\" track-type=\"nav\" track-metadata-eventdetail=\"about.appsheet.com/home/\" track-metadata-position=\"nav - products\" track-metadata-module=\"tertiary nav\" track-metadata-module_headline=\"Productivity and Collaboration\"><div class=\"VnLQsc\">AppSheet</div><div class=\"uf0LCd\">No-code development platform to build and extend applications.</div></a>"
    },
    {
      "href": "https://cloud.google.com/discover",
      "text": "Cloud computing basicsLearn more about cloud computing basics.",
      "html": "<a href=\"https://cloud.google.com/discover\" track-name=\"cloud computing basics\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/discover\" track-metadata-position=\"nav - resources\" track-metadata-module=\"tertiary nav\" class=\"dS49Hc\"><div class=\"hT74i\">Cloud computing basics</div><div class=\"quGYff\">Learn more about cloud computing basics.</div></a>"
    },
    {
      "href": "https://partners.cloud.google.com",
      "text": "Google Cloud partnersLearn about the ecosystem and resources.",
      "html": "<a href=\"https://partners.cloud.google.com\" target=\"_blank\" rel=\"opener\" track-name=\"google cloud partners\" track-type=\"nav\" track-metadata-eventdetail=\"partners.cloud.google.com\" track-metadata-position=\"nav - resources\" track-metadata-module=\"tertiary nav\" track-metadata-module_headline=\"Consulting and Partners\" class=\"dS49Hc\"><div class=\"hT74i\">Google Cloud partners</div><div class=\"quGYff\">Learn about the ecosystem and resources.</div></a>"
    },
    {
      "href": "https://about.appsheet.com/home/",
      "text": "AppSheet",
      "html": "<a href=\"https://about.appsheet.com/home/\" class=\"apJCwb nKZVnd\" track-name=\"appsheet\" track-type=\"navMenu\" track-metadata-eventdetail=\"globalMenu\" track-metadata-position=\"nav\"><span class=\"hECbVe\">AppSheet</span></a>"
    },
    {
      "href": "https://cloud.google.com/about/locations",
      "text": "Locations",
      "html": "<a href=\"https://cloud.google.com/about/locations\" class=\"naIeQd\" track-name=\"locations\" track-type=\"footer link\" track-metadata-eventdetail=\"cloud.google.com/about/locations\" track-metadata-position=\"footer\" track-metadata-module=\"footer\">Locations</a>"
    },
    {
      "href": "https://cloud.google.com/discover",
      "text": "Learn about cloud computing",
      "html": "<a href=\"https://cloud.google.com/discover\" class=\"naIeQd\" track-name=\"learn about cloud computing\" track-type=\"footer link\" track-metadata-eventdetail=\"cloud.google.com/discover\" track-metadata-position=\"footer\" track-metadata-module=\"footer\">Learn about cloud computing</a>"
    },
    {
      "href": "https://about.google",
      "text": "About Google",
      "html": "<a href=\"https://about.google\" target=\"_blank\" rel=\"opener\" class=\"lA174d\" track-name=\"about google\" track-type=\"footer link\" track-metadata-eventdetail=\"about.google\" track-metadata-position=\"footer\" track-metadata-module=\"utility footer\">About Google</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "https://cloud.google.com/contact",
      "text": "Work with sales",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Work with sales</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Work with sales",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Work with sales</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Work with sales",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Work with sales</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Work with sales",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Work with sales</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Connect with our sales team",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Connect with our sales team</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Connect with our sales team",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Connect with our sales team</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Connect with our sales team",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Connect with our sales team</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Work with sales",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Work with sales</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Work with sales",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Work with sales</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Work with sales",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Work with sales</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Work with sales",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Work with sales</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Connect with our sales team",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Connect with our sales team</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Connect with our sales team",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Connect with our sales team</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Connect with our sales team",
      "html": "<a href=\"https://cloud.google.com/contact\" rel=\"noopener noreferrer\" target=\"_blank\">Connect with our sales team</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "",
      "html": "<a class=\"mUIrbf-mRLv6 mUIrbf-RLmnJb\" href=\"https://cloud.google.com/contact\" aria-label=\"Request a quote\" jsname=\"hSRGPd\"></a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "",
      "html": "<a class=\"UywwFc-mRLv6 UywwFc-RLmnJb\" href=\"https://cloud.google.com/contact\" aria-label=\"Contact sales\" jsname=\"hSRGPd\"></a>"
    },
    {
      "href": "https://cloud.google.com/support-hub",
      "text": "Support",
      "html": "<a href=\"https://cloud.google.com/support-hub\" class=\"nKZVnd\" track-name=\"support\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/support-hub\" track-metadata-position=\"nav - Support\" track-metadata-module=\"primary nav\">Support</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Contact us",
      "html": "<a class=\"nKZVnd\" href=\"https://cloud.google.com/contact\" track-name=\"contact us\" track-type=\"button\" track-metadata-eventdetail=\"cloud.google.com/contact\" track-metadata-position=\"nav\" jslog=\"168617;track:impression,click;fYPJpb:W1siaHR0cHM6Ly9jbG91ZC5nb29nbGUuY29tL2NvbnRhY3QiLCIvbG9va2VyIl1d;\">Contact us</a>"
    },
    {
      "href": "https://cloud.google.com/support-hub",
      "text": "Support",
      "html": "<a href=\"https://cloud.google.com/support-hub\" track-name=\"support\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/support-hub\" track-metadata-position=\"nav - Support\" track-metadata-module=\"primary nav\" class=\"oZstGb nKZVnd\">Support</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "",
      "html": "<a class=\"UywwFc-mRLv6 UywwFc-RLmnJb\" href=\"https://cloud.google.com/contact\" aria-label=\"Contact us\" jsname=\"hSRGPd\"></a>"
    },
    {
      "href": "https://cloud.google.com/solutions/open-source-databases",
      "text": "Open Source DatabasesFully managed open source databases with enterprise-grade support.",
      "html": "<a class=\"JqcXJf\" href=\"https://cloud.google.com/solutions/open-source-databases\" track-name=\"open source databases\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/solutions/open-source-databases\" track-metadata-position=\"nav - solutions\" track-metadata-module=\"tertiary nav\"><div class=\"VnLQsc\">Open Source Databases</div><div class=\"uf0LCd\">Fully managed open source databases with enterprise-grade support.</div></a>"
    },
    {
      "href": "https://cloud.google.com/solutions/hpc",
      "text": "High Performance ComputingCompute, storage, and networking options to support any workload.",
      "html": "<a class=\"JqcXJf\" href=\"https://cloud.google.com/solutions/hpc\" track-name=\"high performance computing\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/solutions/hpc\" track-metadata-position=\"nav - solutions\" track-metadata-module=\"tertiary nav\"><div class=\"VnLQsc\">High Performance Computing</div><div class=\"uf0LCd\">Compute, storage, and networking options to support any workload.</div></a>"
    },
    {
      "href": "https://cloud.google.com/solutions/security",
      "text": "SecurityDetect, investigate, and respond to online threats to help protect your business.",
      "html": "<a class=\"JqcXJf\" href=\"https://cloud.google.com/solutions/security\" track-name=\"security\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/solutions/security\" track-metadata-position=\"nav - solutions\" track-metadata-module=\"tertiary nav\"><div class=\"Oodlse\"><img class=\"BEcEae\" src=\"https://www.gstatic.com/cloud/images/navigation/forward.svg\" alt data-iml=\"3474.599998474121\" data-atf=\"false\"></div><div class=\"VnLQsc\">Security</div><div class=\"uf0LCd\">Detect, investigate, and resp..."
    },
    {
      "href": "https://cloud.google.com/security/solutions/security-foundation",
      "text": "Security FoundationRecommended products to help achieve a strong security posture.",
      "html": "<a class=\"JqcXJf\" href=\"https://cloud.google.com/security/solutions/security-foundation\" track-name=\"security foundation\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/security/solutions/security-foundation\" track-metadata-position=\"nav - solutions\" track-metadata-module=\"tertiary nav\"><div class=\"VnLQsc\">Security Foundation</div><div class=\"uf0LCd\">Recommended products to help achieve a strong security posture.</div></a>"
    },
    {
      "href": "https://cloud.google.com/startup",
      "text": "Startup ProgramGet financial, business, and technical support to take your startup to the next level.",
      "html": "<a class=\"JqcXJf\" href=\"https://cloud.google.com/startup\" track-name=\"startup program\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/startup\" track-metadata-position=\"nav - solutions\" track-metadata-module=\"tertiary nav\"><div class=\"VnLQsc\">Startup Program</div><div class=\"uf0LCd\">Get financial, business, and technical support to take your startup to the next level.</div></a>"
    },
    {
      "href": "https://cloud.google.com/translate",
      "text": "Translation AILanguage detection, translation, and glossary support.",
      "html": "<a class=\"JqcXJf\" href=\"https://cloud.google.com/translate\" track-name=\"translation ai\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/translate\" track-metadata-position=\"nav - products\" track-metadata-module=\"tertiary nav\"><div class=\"VnLQsc\">Translation AI</div><div class=\"uf0LCd\">Language detection, translation, and glossary support.</div></a>"
    },
    {
      "href": "https://cloud.google.com/solutions/contact-center-ai-platform",
      "text": "Contact Center as a ServiceOmnichannel contact center solution that is native to the cloud.",
      "html": "<a class=\"JqcXJf\" href=\"https://cloud.google.com/solutions/contact-center-ai-platform\" track-name=\"contact center as a service\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/solutions/contact-center-ai-platform\" track-metadata-position=\"nav - products\" track-metadata-module=\"tertiary nav\"><div class=\"VnLQsc\">Contact Center as a Service</div><div class=\"uf0LCd\">Omnichannel contact center solution that is native to the cloud.</div></a>"
    },
    {
      "href": "https://cloud.google.com/code",
      "text": "Cloud CodeIDE support to write, run, and debug Kubernetes applications.",
      "html": "<a class=\"JqcXJf\" href=\"https://cloud.google.com/code\" track-name=\"cloud code\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/code\" track-metadata-position=\"nav - products\" track-metadata-module=\"tertiary nav\"><div class=\"VnLQsc\">Cloud Code</div><div class=\"uf0LCd\">IDE support to write, run, and debug Kubernetes applications.</div></a>"
    },
    {
      "href": "https://cloud.google.com/code",
      "text": "Cloud CodeIDE support to write, run, and debug Kubernetes applications.",
      "html": "<a class=\"JqcXJf\" href=\"https://cloud.google.com/code\" track-name=\"cloud code\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/code\" track-metadata-position=\"nav - products\" track-metadata-module=\"tertiary nav\"><div class=\"VnLQsc\">Cloud Code</div><div class=\"uf0LCd\">IDE support to write, run, and debug Kubernetes applications.</div></a>"
    },
    {
      "href": "https://cloud.google.com/network-connectivity-center",
      "text": "Network Connectivity CenterConnectivity management to help simplify and scale networks.",
      "html": "<a class=\"JqcXJf\" href=\"https://cloud.google.com/network-connectivity-center\" track-name=\"network connectivity center\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/network-connectivity-center\" track-metadata-position=\"nav - products\" track-metadata-module=\"tertiary nav\"><div class=\"VnLQsc\">Network Connectivity Center</div><div class=\"uf0LCd\">Connectivity management to help simplify and scale networks.</div></a>"
    },
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      "href": "https://cloud.google.com/contact/form?direct=true",
      "text": "Request a quote",
      "html": "<a href=\"https://cloud.google.com/contact/form?direct=true\" track-name=\"request a quote\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/contact/form\" track-metadata-position=\"nav - pricing\" track-metadata-module=\"tertiary nav\" track-metadata-module_headline=\"Save money with our transparent approach to pricing\" class=\"dS49Hc\"><div class=\"hT74i\">Request a quote</div></a>"
    },
    {
      "href": "https://cloud.google.com/support-hub",
      "text": "Support",
      "html": "<a href=\"https://cloud.google.com/support-hub\" class=\"apJCwb nKZVnd\" track-name=\"support\" track-type=\"globalNav\" track-metadata-eventdetail=\"nav\" track-metadata-position=\"nav\"><span class=\"hECbVe\">Support</span></a>"
    },
    {
      "href": "https://cloud.google.com/solutions/contact-center-ai-platform",
      "text": "Contact Center as a Service",
      "html": "<a href=\"https://cloud.google.com/solutions/contact-center-ai-platform\" class=\"apJCwb nKZVnd\" track-name=\"contact center as a service\" track-type=\"navMenu\" track-metadata-eventdetail=\"globalMenu\" track-metadata-position=\"nav\"><span class=\"hECbVe\">Contact Center as a Service</span></a>"
    },
    {
      "href": "https://cloud.google.com/contact/form?direct=true",
      "text": "Request a quote",
      "html": "<a href=\"https://cloud.google.com/contact/form?direct=true\" class=\"apJCwb nKZVnd\" track-name=\"request a quote\" track-type=\"navMenu\" track-metadata-eventdetail=\"globalMenu\" track-metadata-position=\"nav\"><span class=\"hECbVe\">Request a quote</span></a>"
    },
    {
      "href": "https://cloud.google.com/support-hub",
      "text": "Support",
      "html": "<a href=\"https://cloud.google.com/support-hub\" class=\"naIeQd\" track-name=\"support\" track-type=\"footer link\" track-metadata-eventdetail=\"cloud.google.com/support-hub\" track-metadata-position=\"footer\" track-metadata-module=\"footer\">Support</a>"
    },
    {
      "href": "https://cloud.google.com/contact",
      "text": "Contact sales",
      "html": "<a href=\"https://cloud.google.com/contact\" class=\"naIeQd\" track-name=\"contact sales\" track-type=\"footer link\" track-metadata-eventdetail=\"cloud.google.com/contact\" track-metadata-position=\"footer\" track-metadata-module=\"footer\">Contact sales</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://policies.google.com/privacy",
      "text": "Privacy",
      "html": "<a href=\"https://policies.google.com/privacy\" target=\"_blank\" rel=\"opener\" class=\"lA174d\" track-name=\"privacy\" track-type=\"footer link\" track-metadata-eventdetail=\"policies.google.com/privacy\" track-metadata-position=\"footer\" track-metadata-module=\"utility footer\">Privacy</a>"
    },
    {
      "href": "https://policies.google.com/terms",
      "text": "Site terms",
      "html": "<a href=\"https://policies.google.com/terms\" target=\"_blank\" rel=\"opener\" class=\"lA174d\" track-name=\"site terms\" track-type=\"footer link\" track-metadata-eventdetail=\"policies.google.com/terms\" track-metadata-position=\"footer\" track-metadata-module=\"utility footer\">Site terms</a>"
    },
    {
      "href": "https://cloud.google.com/product-terms",
      "text": "Google Cloud terms",
      "html": "<a href=\"https://cloud.google.com/product-terms\" class=\"lA174d\" track-name=\"google cloud terms\" track-type=\"footer link\" track-metadata-eventdetail=\"cloud.google.com/product-terms\" track-metadata-position=\"footer\" track-metadata-module=\"utility footer\">Google Cloud terms</a>"
    }
  ],
  "score": 40,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

AEO: Answer evidence and trust scored 40/100 and needs a fix.

5 Fail

Needs attention

AEO: Answer evidence and trust

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer evidence and trust

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer evidence and trust scored 40/100 and needs a fix.

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://cloud.google.com/analyst-reports",
      "text": "Analyst reportsRead what industry analysts say about us.",
      "html": "<a href=\"https://cloud.google.com/analyst-reports\" track-name=\"analyst reports\" track-type=\"nav\" track-metadata-eventdetail=\"cloud.google.com/analyst-reports\" track-metadata-position=\"nav - overview\" track-metadata-module=\"tertiary nav\" track-metadata-module_headline=\"Reports and insights\" class=\"dS49Hc\"><div class=\"hT74i\">Analyst reports</div><div class=\"quGYff\">Read what industry analysts say about us.</div></a>"
    },
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      "href": "https://about.appsheet.com/home/",
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      "text": "AppSheet",
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      "href": "https://cloud.google.com/solutions/open-source-databases",
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      "href": "https://cloud.google.com/solutions/security",
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  "score": 40,
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}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

AEO: Answer-first sections scored 65/100 and needs improvement.

4 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

21 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.

Details

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer-first sections scored 65/100 and needs improvement.

Evidence

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  "sectionCount": 27,
  "passing": 6,
  "failing": [
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      "heading": "Agentic BI platform for organizations",
      "headingHtml": "<h2 class=\"k3Tfnd D0aEmf \">Agentic BI platform for organizations</h2>",
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      "paragraphHtml": "<p>Go beyond static dashboards with a governed intelligence experience. Leveraging the power of Gemini and Google Cloud&#x2019;s Agentic Data Cloud, Looker delivers the most intelligent BI solution by combining foundational AI, cloud-first infrastructure, industry leading APIs, and our flexible semantic layer.</p>",
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      "headingHtml": "<h3 class=\"ZsIWId D0aEmf UAquKe wVBoU\">Create custom data and AI applications</h3>",
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      "headingHtml": "<h3 class=\"ZsIWId D0aEmf UAquKe wVBoU\">A dynamic data analytics powerhouse</h3>",
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      "headingHtml": "<h3 class=\"ZsIWId D0aEmf UAquKe wVBoU\">Monetize your business data</h3>",
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      "words": 4,
      "direct": false,
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      "words": 5,
      "direct": false,
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      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
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      "heading": "More productive collaboration",
      "headingHtml": "<h3 class=\"ZsIWId D0aEmf UAquKe wVBoU\">More productive collaboration</h3>",
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      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
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      "heading": "Custom quote",
      "headingHtml": "<h3 class=\"BTuaHb\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Custom quote</div></h3>",
      "firstParagraph": "",
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      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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    {
      "heading": "Start your proof of concept",
      "headingHtml": "<h3 class=\"ZsIWId D0aEmf GkuOsd\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Start your proof of concept</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
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      "heading": "Request a demo",
      "headingHtml": "<h3 class=\"w6Zsc D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Request a demo</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
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      "heading": "Have a unique project or use case?",
      "headingHtml": "<h3 class=\"w6Zsc D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Have a unique project or use case?</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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      "heading": "Learn how to send and share content in Looker",
      "headingHtml": "<h3 class=\"owa4Ee D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Learn how to send and share content in Looker</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
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      "heading": "Learn how to create and edit dashboards and reports in Looker",
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}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

GEO: Extraction-friendly structure scored 60/100 and needs improvement.

4 Warning

Needs attention

GEO: Extraction-friendly structure

Warning

Issue

Missing extraction signals: optional top summary / TL;DR / key takeaways block, ordered list only if the page explains a workflow/process, JSON-LD structured data.

Details

Why it matters

Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.

Check name

GEO: Extraction-friendly structure

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: Extraction-friendly structure scored 60/100 and needs improvement.

Evidence

{
  "hasSummary": false,
  "tableCount": 1,
  "tablesWithHead": 1,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": true,
  "definitionPatterns": 18,
  "schemaBlocks": 0,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "ordered list only if the page explains a workflow/process",
    "JSON-LD structured data"
  ],
  "score": 60,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

AEO: Question-led structure scored 50/100 and needs improvement.

3 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

21 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Question-led structure

Score

50/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Question-led structure scored 50/100 and needs improvement.

Evidence

{
  "h2Count": 1,
  "questionH2s": [],
  "hasFaq": true,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

AIO: Page experience for AIO scored 60/100 and needs improvement.

2 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

HTML size is large (2292150 bytes). 86 image(s) are missing width/height attributes.

Details

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Page experience for AIO

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Page experience for AIO scored 60/100 and needs improvement.

Evidence

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}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: AI crawler accessibility

GEO: AI crawler accessibility scored 80/100 and needs improvement.

2 Warning

Needs attention

GEO: AI crawler accessibility

Warning

Issue

No rendered JSON-LD schema block was detected. HTML is large (2292150 bytes).

Details

Why it matters

Check name

GEO: AI crawler accessibility

Score

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: AI crawler accessibility scored 80/100 and needs improvement.

Evidence

{
  "textWords": 7790,
  "htmlBytes": 2292150,
  "robots": {
    "checkedCrawlers": [
      "gptbot",
      "chatgpt-user",
      "claudebot",
      "perplexitybot",
      "google-extended"
    ],
    "blocked": [],
    "allows": true
  },
  "schemaBlocks": 0,
  "finalUrl": "https://cloud.google.com/looker",
  "robotsExcerpt": "User-agent: *\nDisallow: /console?*getstarted=*\nDisallow: /landing/\nDisallow: /walkthroughs/\nDisallow: /terms/looker/legal/sccs/\nDisallow: /terms/looker/legal/customers/mobile-governing-agreement\nDisallow: /terms/looker/legal/customers/aup\nDisallow: /terms/looker/dpst\nDisallow: /terms/looker/legal/eu-modelclauses-nov16\nDisallow: /terms/looker/legal/suppliers/supplier-code-of-conduct\nDisallow: /terms/looker/legal/suppliers/partner-assignment-faq\nDisallow: /terms/looker/legal/rapid-deployment-terms\nDisallow: /terms/looker/legal/partner-success-services-agreement\nDisallow: /terms/looker/additional-product-terms\nDisallow: /log?*\nDisallow: /partners/resources/gartner-dbms-mq-report\nDisallow: /partners/resources/forrester-dsp-wave-report\nDisallow: /cpp/docs/reference/*\nAllow: /cpp/docs/reference/",
  "score": 80,
  "weight": 26
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

GEO: Explanatory content depth scored 75/100 and needs improvement.

2 Warning

Needs attention

GEO: Explanatory content depth

Warning

Issue

32 explanatory paragraph(s) could be stronger for citation or AI extraction.

Details

Why it matters

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: Explanatory content depth scored 75/100 and needs improvement.

Evidence

{
  "candidatePassages": 35,
  "citablePassages": 3,
  "failingCandidateParagraphs": [
    {
      "index": 2,
      "heading": "H2: Agentic BI platform for organizations",
      "text": "Go beyond static dashboards with a governed intelligence experience. Leveraging the power of Gemini and Google Cloud’s Agentic Data Cloud, Looker delivers the most intelligent BI solution by combining foundational AI, cloud-first infrastructure, industry leading APIs, and our flexible semantic layer.",
      "words": 42,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (42 words; target 80-220)."
      ],
      "html": "<p>Go beyond static dashboards with a governed intelligence experience. Leveraging the power of Gemini and Google Cloud&#x2019;s Agentic Data Cloud, Looker delivers the most intelligent BI solution by combining foundational AI, cloud-first infrastructure, industry leading APIs, and our flexible semantic layer.</p>"
    },
    {
      "index": 12,
      "heading": "H3: The universal semantic layer: A trusted backbone for Agentic BI",
      "text": "Looker’s semantic layer is the intelligent brain\" sitting directly above your cloud warehouse, translating complex SQL into business language once. By defining business logic in LookML, you create the definitive source of truth for your metrics—whether they are powering a chart or an AI agent. This vital backbone serves as the infrastructure for human analysts and LLMs alike, eliminating agent hallucinations and e...",
      "words": 72,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (72 words; target 80-220)."
      ],
      "html": "<p>Looker&#x2019;s <a href=\"https://cloud.google.com/looker-modeling\" rel=\"opener\" target>semantic layer</a> is the intelligent brain&quot; sitting directly above your cloud warehouse, translating complex SQL into business language once. By defining business logic in LookML, you create the definitive source of truth for your metrics&#x2014;whether they are powering a chart or an AI agent. This vital backbone serves as the infrastructure for human analysts and LLMs alike, eliminating agent hal..."
    },
    {
      "index": 16,
      "heading": "H3: Simplify and secure your analytics with Looker on Google Cloud",
      "text": "Looker on Google Cloud takes the existing powerful capabilities from the Looker platform and seamlessly integrates it into the secure Google Cloud ecosystem. Features our customers have come to love and expect in all Google Cloud products are now also available with Looker on Google Cloud, including SSO with Google Cloud IAM, private networking, seamless integration with BigQuery, and a unified Terms of Service.",
      "words": 64,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (64 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p><a href=\"https://cloud.google.com/solutions/looker-google-cloud\" rel=\"opener\" target>Looker on Google Cloud</a> takes the existing powerful capabilities from the Looker platform and seamlessly integrates it into the secure Google Cloud ecosystem. Features our customers have come to love and expect in all Google Cloud products are now also available with Looker on Google Cloud, including SSO with Google Cloud <a href=\"https://cloud.google.com/security/products/iam\" rel=\"opener\" target>IAM</..."
    },
    {
      "index": 20,
      "heading": "H3: Looker is the experience layer for the Google Agentic Data Cloud, transforming raw data into a unified, governed, and intelligent hub. By defining business logic once in LookML, you create an AI-ready brain that provides the deep context and reasoning needed for Conversational Analytics and Dashboard Agents to interpret and execute on your data with accuracy. Together, we close the gap between insight and action, putting autonomous, trusted intelligence into the hands of the people who move your business forward.",
      "text": "Looker is the experience layer for the Google Agentic Data Cloud, transforming raw data into a unified, governed, and intelligent hub. By defining business logic once in LookML, you create an AI-ready brain that provides the deep context and reasoning needed for Conversational Analytics and Dashboard Agents to interpret and execute on your data with accuracy.",
      "words": 56,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (56 words; target 80-220)."
      ],
      "html": "<p>Looker is the experience layer for the Google Agentic Data Cloud, transforming raw data into a unified, governed, and intelligent hub. By defining business logic once in LookML, you create an AI-ready brain that provides the deep context and reasoning needed for Conversational Analytics and Dashboard Agents to interpret and execute on your data with accuracy.&#xa0;</p>"
    },
    {
      "index": 23,
      "heading": "H5: Looker for conversational applications",
      "text": "To help you extend conversational capabilities beyond the standard UI, Conversational Analytics APIs are specifically designed to let you build trusted conversational experiences backed by Looker Explores directly within your customer-facing applications. By leveraging the Looker API, you can create multi-turn conversational workflows that offer AI-powered recommendations while providing the underlying SQL query a...",
      "words": 83,
      "hasEvidence": false,
      "reasons": [
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>To help you extend conversational capabilities beyond the standard UI, <a href=\"https://docs.cloud.google.com/looker/docs/reference/looker-api/latest/methods/ConversationalAnalytics\" rel=\"opener\" target>Conversational Analytics APIs</a> are specifically designed to let you build trusted conversational experiences backed by Looker Explores directly within your customer-facing applications. By leveraging the Looker API, you can create multi-turn conversational workflows that offer AI-powered..."
    },
    {
      "index": 25,
      "heading": "H5: Looker for conversational applications",
      "text": "To help you extend conversational capabilities beyond the standard UI, Conversational Analytics APIs are specifically designed to let you build trusted conversational experiences backed by Looker Explores directly within your customer-facing applications. By leveraging the Looker API, you can create multi-turn conversational workflows that offer AI-powered recommendations while providing the underlying SQL query a...",
      "words": 83,
      "hasEvidence": false,
      "reasons": [
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>To help you extend conversational capabilities beyond the standard UI, <a href=\"https://docs.cloud.google.com/looker/docs/reference/looker-api/latest/methods/ConversationalAnalytics\" rel=\"opener\" target>Conversational Analytics APIs</a> are specifically designed to let you build trusted conversational experiences backed by Looker Explores directly within your customer-facing applications. By leveraging the Looker API, you can create multi-turn conversational workflows that offer AI-powered..."
    },
    {
      "index": 28,
      "heading": "H5: Looker for BigQuery",
      "text": "With Looker's semantic modeling layer, complex data relationships are simplified, ensuring a single source of truth and fostering collaboration across your organization. From interactive dashboards and custom applications to real-time insights and AI-powered analytics, Looker and BigQuery empower you to make smarter decisions, faster, and stay ahead of the competition.",
      "words": 50,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (50 words; target 80-220)."
      ],
      "html": "<p>With Looker&apos;s semantic modeling layer, complex data relationships are simplified, ensuring a single source of truth and fostering collaboration across your organization. From interactive dashboards and custom applications to real-time insights and AI-powered analytics, Looker and BigQuery empower you to make smarter decisions, faster, and stay ahead of the competition.</p>"
    },
    {
      "index": 31,
      "heading": "H5: Looker for BigQuery",
      "text": "With Looker's semantic modeling layer, complex data relationships are simplified, ensuring a single source of truth and fostering collaboration across your organization. From interactive dashboards and custom applications to real-time insights and AI-powered analytics, Looker and BigQuery empower you to make smarter decisions, faster, and stay ahead of the competition.",
      "words": 50,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (50 words; target 80-220)."
      ],
      "html": "<p>With Looker&apos;s semantic modeling layer, complex data relationships are simplified, ensuring a single source of truth and fostering collaboration across your organization. From interactive dashboards and custom applications to real-time insights and AI-powered analytics, Looker and BigQuery empower you to make smarter decisions, faster, and stay ahead of the competition.</p>"
    },
    {
      "index": 33,
      "heading": "H5: Looker for data monetization",
      "text": "Data monetization is the process of leveraging the data your organization already collects to create new revenue streams or business value. Looker is ideal for data monetization because it allows you to create tailored data products, embed analytics seamlessly, scale with your business, and maintain data security.",
      "words": 47,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (47 words; target 80-220)."
      ],
      "html": "<p>Data monetization is the process of leveraging the data your organization already collects to create new revenue streams or business value. Looker is ideal for data monetization because it allows you to create tailored data products, embed analytics seamlessly, scale with your business, and maintain data security.</p>"
    },
    {
      "index": 35,
      "heading": "H5: Looker for data monetization",
      "text": "Data monetization is the process of leveraging the data your organization already collects to create new revenue streams or business value. Looker is ideal for data monetization because it allows you to create tailored data products, embed analytics seamlessly, scale with your business, and maintain data security.",
      "words": 47,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (47 words; target 80-220)."
      ],
      "html": "<p>Data monetization is the process of leveraging the data your organization already collects to create new revenue streams or business value. Looker is ideal for data monetization because it allows you to create tailored data products, embed analytics seamlessly, scale with your business, and maintain data security.</p>"
    },
    {
      "index": 37,
      "heading": "H5: Looker for cloud cost management",
      "text": "Many large companies now use multiple cloud platforms (multicloud or hybrid cloud). This leads to complex billing from multiple providers, and current solutions often lack transparency or are too expensive. Companies need a cost-effective way to gain insights into their cross-cloud spending and optimize their costs.",
      "words": 46,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (46 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>Many large companies now use multiple cloud platforms (multicloud or hybrid cloud). This leads to complex billing from multiple providers, and current solutions often lack transparency or are too expensive. Companies need a cost-effective way to gain insights into their cross-cloud spending and optimize their costs.</p>"
    },
    {
      "index": 40,
      "heading": "H5: Looker for cloud cost management",
      "text": "Many large companies now use multiple cloud platforms (multicloud or hybrid cloud). This leads to complex billing from multiple providers, and current solutions often lack transparency or are too expensive. Companies need a cost-effective way to gain insights into their cross-cloud spending and optimize their costs.",
      "words": 46,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (46 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>Many large companies now use multiple cloud platforms (multicloud or hybrid cloud). This leads to complex billing from multiple providers, and current solutions often lack transparency or are too expensive. Companies need a cost-effective way to gain insights into their cross-cloud spending and optimize their costs.</p>"
    },
    {
      "index": 43,
      "heading": "H5: Looker for Google Marketing Platform",
      "text": "Marketers need to analyze and activate their first-party data but lack a friendly, interactive UI from which to do it from. While this has always been a desire/need, the shifts in data regulations and browser privacy has made this a must-solve problem.",
      "words": 43,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (43 words; target 80-220)."
      ],
      "html": "<p>Marketers need to analyze and activate their first-party data but lack a friendly, interactive UI from which to do it from. While this has always been a desire/need, the shifts in data regulations and browser privacy has made this a must-solve problem.</p>"
    },
    {
      "index": 44,
      "heading": "H5: Looker for Google Marketing Platform",
      "text": "Looker acts as a user interface for this solution. With out-of-the-box analytics (data exploration and dashboards), you can build custom segments from first party data. Looker also offers packaged activation paths to places like Google Analytics, so you can activate those segments.",
      "words": 42,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (42 words; target 80-220)."
      ],
      "html": "<p>Looker acts as a user interface for this solution. With out-of-the-box analytics (data exploration and dashboards), you can build custom segments from first party data. Looker also offers packaged activation paths to places like Google Analytics, so you can activate those segments.</p>"
    },
    {
      "index": 46,
      "heading": "H5: Looker for Google Marketing Platform",
      "text": "Marketers need to analyze and activate their first-party data but lack a friendly, interactive UI from which to do it from. While this has always been a desire/need, the shifts in data regulations and browser privacy has made this a must-solve problem.",
      "words": 43,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (43 words; target 80-220)."
      ],
      "html": "<p>Marketers need to analyze and activate their first-party data but lack a friendly, interactive UI from which to do it from. While this has always been a desire/need, the shifts in data regulations and browser privacy has made this a must-solve problem.</p>"
    },
    {
      "index": 47,
      "heading": "H5: Looker for Google Marketing Platform",
      "text": "Looker acts as a user interface for this solution. With out-of-the-box analytics (data exploration and dashboards), you can build custom segments from first party data. Looker also offers packaged activation paths to places like Google Analytics, so you can activate those segments.",
      "words": 42,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (42 words; target 80-220)."
      ],
      "html": "<p>Looker acts as a user interface for this solution. With out-of-the-box analytics (data exploration and dashboards), you can build custom segments from first party data. Looker also offers packaged activation paths to places like Google Analytics, so you can activate those segments.</p>"
    },
    {
      "index": 49,
      "heading": "H5: Looker for Workspace",
      "text": "Customers struggle to understand the usage of productivity and collaboration solutions like Google Workspace across the organization, and are often unprepared for security audits of these tools. With the Looker Block for Workspace, you get modeled schemas for Gmail, login, Drive, Meet, and rules. In addition, you get two out-of-the-box dashboards on Security Audit and Adoption and Collaboration, where you can dril...",
      "words": 69,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (69 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>Customers struggle to understand the usage of productivity and collaboration solutions like Google Workspace across the organization, and are often unprepared for security audits of these tools. With the Looker Block for Workspace, you get modeled schemas for Gmail, login, Drive, Meet, and rules. In addition, you get two out-of-the-box dashboards on Security Audit and Adoption and Collaboration, where you can drill down to row level audit log details.</p>"
    },
    {
      "index": 50,
      "heading": "H5: Looker for Workspace",
      "text": "Other Looker for Workspace solutions include: Looker for Connected Sheets, to explore modeled data from Looker within Sheets and bring the power of LookML to the spreadsheet, and Data Studio integration with Google Sheets, transforming Sheets data into interactive visualizations.",
      "words": 40,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (40 words; target 80-220)."
      ],
      "html": "<p>Other Looker for Workspace solutions include: Looker for Connected Sheets, to explore modeled data from Looker within Sheets and bring the power of LookML to the spreadsheet, and Data Studio integration with Google Sheets, transforming Sheets data into interactive visualizations.</p>"
    },
    {
      "index": 52,
      "heading": "H5: Looker for Workspace",
      "text": "Customers struggle to understand the usage of productivity and collaboration solutions like Google Workspace across the organization, and are often unprepared for security audits of these tools. With the Looker Block for Workspace, you get modeled schemas for Gmail, login, Drive, Meet, and rules. In addition, you get two out-of-the-box dashboards on Security Audit and Adoption and Collaboration, where you can dril...",
      "words": 69,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (69 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>Customers struggle to understand the usage of productivity and collaboration solutions like Google Workspace across the organization, and are often unprepared for security audits of these tools. With the Looker Block for Workspace, you get modeled schemas for Gmail, login, Drive, Meet, and rules. In addition, you get two out-of-the-box dashboards on Security Audit and Adoption and Collaboration, where you can drill down to row level audit log details.</p>"
    },
    {
      "index": 53,
      "heading": "H5: Looker for Workspace",
      "text": "Other Looker for Workspace solutions include: Looker for Connected Sheets, to explore modeled data from Looker within Sheets and bring the power of LookML to the spreadsheet, and Data Studio integration with Google Sheets, transforming Sheets data into interactive visualizations.",
      "words": 40,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (40 words; target 80-220)."
      ],
      "html": "<p>Other Looker for Workspace solutions include: Looker for Connected Sheets, to explore modeled data from Looker within Sheets and bring the power of LookML to the spreadsheet, and Data Studio integration with Google Sheets, transforming Sheets data into interactive visualizations.</p>"
    },
    {
      "index": 61,
      "heading": "H5: Looker for Workspace",
      "text": "Standard: A Looker Core on Google Cloud product for small organizations or teams with fewer than 50 users that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 1,000 query-based API calls per month, and up to 1,000 administrative API calls per month.",
      "words": 49,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (49 words; target 80-220)."
      ],
      "html": "<p><b>Standard: </b>A Looker Core on Google Cloud product for small organizations or teams with fewer than 50 users that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 1,000 query-based API calls per month, and up to 1,000 administrative API calls per month.</p>"
    },
    {
      "index": 63,
      "heading": "H5: Looker for Workspace",
      "text": "Enterprise: A Looker Core on Google Cloud product with enhanced security features for a wide variety of internal BI and analytics use cases that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 100,000 query-based API calls per month, and up to 10,000 administrative API calls per month.",
      "words": 54,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (54 words; target 80-220)."
      ],
      "html": "<p><b>Enterprise:</b> A Looker Core on Google Cloud product with enhanced security features for a wide variety of internal BI and analytics use cases that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 100,000 query-based API calls per month, and up to 10,000 administrative API calls per month.</p>"
    },
    {
      "index": 65,
      "heading": "H5: Looker for Workspace",
      "text": "Embed: A Looker Core on Google Cloud product for deploying and maintaining external analytics and custom applications at scale that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 500,000 query-based API calls per month, and up to 100,000 administrative API calls per month.",
      "words": 50,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (50 words; target 80-220)."
      ],
      "html": "<p><b>Embed:</b>&#xa0;A Looker Core on Google Cloud product for deploying and maintaining external analytics and custom applications at scale that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 500,000 query-based API calls per month, and up to 100,000 administrative API calls per month.</p>"
    },
    {
      "index": 68,
      "heading": "H5: Looker for Workspace",
      "text": "Developer user: An end user provisioned on a Looker Core on Google Cloud platform for access to any combination of Looker interfaces including Administration, LookML Models (including Development Mode), Folders, Boards, Dashboards, Looks (individual reports and charts), Explore, SQL Runner, Scheduling, the Looker API interfaces, and access to Support.",
      "words": 49,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (49 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p><b>Developer user:</b> An end user provisioned on a Looker Core on Google Cloud platform for access to any combination of Looker interfaces including Administration, LookML Models (including Development Mode), Folders, Boards, Dashboards, Looks (individual reports and charts), Explore, SQL Runner, Scheduling, the Looker API interfaces, and access to Support.</p>"
    },
    {
      "index": 70,
      "heading": "H5: Looker for Workspace",
      "text": "Standard user: An end user provisioned on a Looker Core on Google Cloud platform for access to Folders, Boards, Dashboards, Looks (individual reports and charts), Explore, SQL Runner, and Scheduling Looker interfaces. Standard user privileges include data filtering, drill-to-row-level-detail, data downloads, Dashboard or Look creation, and view-only access to LookML. Standard user privileges do not include access...",
      "words": 67,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (67 words; target 80-220)."
      ],
      "html": "<p><b>Standard user: </b>An end user provisioned on a Looker Core on Google Cloud platform for access to Folders, Boards, Dashboards, Looks (individual reports and charts), Explore, SQL Runner, and Scheduling Looker interfaces. Standard user privileges include data filtering, drill-to-row-level-detail, data downloads, Dashboard or Look creation, and view-only access to LookML. Standard user privileges do not include access to Development Mode, Administration, the Looker API interfaces, or Sup..."
    },
    {
      "index": 72,
      "heading": "H5: Looker for Workspace",
      "text": "Viewer user: An end user provisioned on a Looker Core on Google Cloud platform for access to Folders, Boards, Dashboards, and Looks (individual reports and charts) Looker interfaces. Viewer User privileges include data filtering, drill-to-row-level-detail, Scheduling, data downloads, and view-only access to LookML. Viewer user privileges do not include Dashboard or Look creation, or access to Development Mode, Adm...",
      "words": 68,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (68 words; target 80-220)."
      ],
      "html": "<p><b>Viewer user: </b>An end user provisioned on a Looker Core on Google Cloud platform for access to Folders, Boards, Dashboards, and Looks (individual reports and charts) Looker interfaces. Viewer User privileges include data filtering, drill-to-row-level-detail, Scheduling, data downloads, and view-only access to LookML. Viewer user privileges do not include Dashboard or Look creation, or access to Development Mode, Administration, SQL Runner, Explore, the Looker API interfaces, or Suppor..."
    },
    {
      "index": 82,
      "heading": "H5: Looker for Workspace",
      "text": "Standard: A Looker Core on Google Cloud product for small organizations or teams with fewer than 50 users that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 1,000 query-based API calls per month, and up to 1,000 administrative API calls per month.",
      "words": 49,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (49 words; target 80-220)."
      ],
      "html": "<p><b>Standard: </b>A Looker Core on Google Cloud product for small organizations or teams with fewer than 50 users that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 1,000 query-based API calls per month, and up to 1,000 administrative API calls per month.</p>"
    },
    {
      "index": 84,
      "heading": "H5: Looker for Workspace",
      "text": "Enterprise: A Looker Core on Google Cloud product with enhanced security features for a wide variety of internal BI and analytics use cases that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 100,000 query-based API calls per month, and up to 10,000 administrative API calls per month.",
      "words": 54,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (54 words; target 80-220)."
      ],
      "html": "<p><b>Enterprise:</b> A Looker Core on Google Cloud product with enhanced security features for a wide variety of internal BI and analytics use cases that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 100,000 query-based API calls per month, and up to 10,000 administrative API calls per month.</p>"
    },
    {
      "index": 86,
      "heading": "H5: Looker for Workspace",
      "text": "Embed: A Looker Core on Google Cloud product for deploying and maintaining external analytics and custom applications at scale that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 500,000 query-based API calls per month, and up to 100,000 administrative API calls per month.",
      "words": 50,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (50 words; target 80-220)."
      ],
      "html": "<p><b>Embed:</b>&#xa0;A Looker Core on Google Cloud product for deploying and maintaining external analytics and custom applications at scale that includes one production instance, 10 standard users, 2 developer users, upgrades, up to 500,000 query-based API calls per month, and up to 100,000 administrative API calls per month.</p>"
    },
    {
      "index": 89,
      "heading": "H5: Looker for Workspace",
      "text": "Developer user: An end user provisioned on a Looker Core on Google Cloud platform for access to any combination of Looker interfaces including Administration, LookML Models (including Development Mode), Folders, Boards, Dashboards, Looks (individual reports and charts), Explore, SQL Runner, Scheduling, the Looker API interfaces, and access to Support.",
      "words": 49,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (49 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p><b>Developer user:</b> An end user provisioned on a Looker Core on Google Cloud platform for access to any combination of Looker interfaces including Administration, LookML Models (including Development Mode), Folders, Boards, Dashboards, Looks (individual reports and charts), Explore, SQL Runner, Scheduling, the Looker API interfaces, and access to Support.</p>"
    },
    {
      "index": 91,
      "heading": "H5: Looker for Workspace",
      "text": "Standard user: An end user provisioned on a Looker Core on Google Cloud platform for access to Folders, Boards, Dashboards, Looks (individual reports and charts), Explore, SQL Runner, and Scheduling Looker interfaces. Standard user privileges include data filtering, drill-to-row-level-detail, data downloads, Dashboard or Look creation, and view-only access to LookML. Standard user privileges do not include access...",
      "words": 67,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (67 words; target 80-220)."
      ],
      "html": "<p><b>Standard user: </b>An end user provisioned on a Looker Core on Google Cloud platform for access to Folders, Boards, Dashboards, Looks (individual reports and charts), Explore, SQL Runner, and Scheduling Looker interfaces. Standard user privileges include data filtering, drill-to-row-level-detail, data downloads, Dashboard or Look creation, and view-only access to LookML. Standard user privileges do not include access to Development Mode, Administration, the Looker API interfaces, or Sup..."
    },
    {
      "index": 93,
      "heading": "H5: Looker for Workspace",
      "text": "Viewer user: An end user provisioned on a Looker Core on Google Cloud platform for access to Folders, Boards, Dashboards, and Looks (individual reports and charts) Looker interfaces. Viewer User privileges include data filtering, drill-to-row-level-detail, Scheduling, data downloads, and view-only access to LookML. Viewer user privileges do not include Dashboard or Look creation, or access to Development Mode, Adm...",
      "words": 68,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (68 words; target 80-220)."
      ],
      "html": "<p><b>Viewer user: </b>An end user provisioned on a Looker Core on Google Cloud platform for access to Folders, Boards, Dashboards, and Looks (individual reports and charts) Looker interfaces. Viewer User privileges include data filtering, drill-to-row-level-detail, Scheduling, data downloads, and view-only access to LookML. Viewer user privileges do not include Dashboard or Look creation, or access to Development Mode, Administration, SQL Runner, Explore, the Looker API interfaces, or Suppor..."
    }
  ],
  "citableParagraphs": [
    {
      "index": 10,
      "heading": "H3: Conversational Analytics: move beyond static answers to triggering downstream business actions",
      "text": "Conversational Analytics in Looker transforms static dashboards into active workspaces where governed agents don’t just show data—they interpret and execute on it. Powered by Gemini, this experience empowers any business explorer to move from a natural-language question to an automated decision in seconds, without waiting for a technical analyst. By deploying specialized Dashboard Agents directly within your BI ca...",
      "words": 88,
      "hasEvidence": true,
      "reasons": [],
      "html": "<p><a href=\"https://docs.cloud.google.com/looker/docs/conversational-analytics-overview\" rel=\"opener\" target=\"_blank\">Conversational Analytics</a> in Looker transforms static dashboards into active workspaces where governed agents don&#x2019;t just show data&#x2014;they interpret and execute on it. Powered by Gemini, this experience empowers any business explorer to move from a natural-language question to an automated decision in seconds, without waiting for a technical analyst. By deploying..."
    },
    {
      "index": 14,
      "heading": "H3: Build custom data experiences and AI-first data apps with Looker’s powerful embedded capabilities",
      "text": "Embedded analytics goes beyond placing dashboards in apps—it's about transforming data into deeply integrated, value-driving experiences. With Looker APIs, you can move rapidly from raw data to sophisticated, embedded data products by using LookML to create expedited data-to-UI pipelines. Ship production-ready, conversational AI within any application by integrating Gemini-powered natural language querying via a l...",
      "words": 91,
      "hasEvidence": true,
      "reasons": [],
      "html": "<p><a href=\"https://cloud.google.com/looker-embedded\" rel=\"opener\" target>Embedded analytics</a> goes beyond placing dashboards in apps&#x2014;it&apos;s about transforming data into deeply integrated, value-driving experiences. With <a href=\"https://docs.cloud.google.com/looker/docs/api-overview\" rel=\"opener\" target=\"_blank\">Looker APIs</a>, you can move rapidly from raw data to sophisticated, embedded data products by using LookML to create expedited data-to-UI pipelines. Ship production-rea..."
    },
    {
      "index": 18,
      "heading": "H3: Empowering every user with AI-driven self-service",
      "text": "Looker reimagines self-service for the agentic era, transforming complex data exploration into an intuitive, Google-easy experience. With Gemini-powered assistants, users can erase the hard parts of BI by using natural language to build sophisticated visualizations, craft custom expressions, and launch deep-dives with AI Quick Starts. Our modernized interface allows for frictionless data blending—letting you analy...",
      "words": 93,
      "hasEvidence": true,
      "reasons": [],
      "html": "<p>Looker reimagines self-service for the agentic era, transforming complex data exploration into an intuitive, Google-easy experience. With Gemini-powered <a href=\"https://docs.cloud.google.com/looker/docs/gemini-overview-looker\" rel=\"opener\" target>assistants</a>, users can erase the hard parts of BI by using natural language to build sophisticated visualizations, craft custom expressions, and launch deep-dives with AI Quick Starts. Our modernized interface allows for frictionless data blen..."
    }
  ],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 85/100 and needs improvement.

2 Warning

Needs attention

GEO: Entity clarity

Warning

Issue

Title/H1 terms missing from description: business, intelligence, google, cloud.

Details

Why it matters

Check name

GEO: Entity clarity

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: Entity clarity scored 85/100 and needs improvement.

Evidence

{
  "title": "Looker business intelligence platform embedded analytics | Google Cloud",
  "h1": "Looker",
  "description": "Looker is an enterprise platform for BI, data applications, and embedded analytics that helps you explore and share insights in real time.",
  "topicOverlap": 0.5,
  "topicTerms": [
    "looker",
    "business",
    "intelligence",
    "platform",
    "embedded",
    "analytics",
    "google",
    "cloud"
  ],
  "descriptionTerms": [
    "looker",
    "enterprise",
    "platform",
    "data",
    "applications",
    "embedded",
    "analytics",
    "helps",
    "explore",
    "share",
    "insights",
    "real",
    "time"
  ],
  "missingFromDescription": [
    "business",
    "intelligence",
    "google",
    "cloud"
  ],
  "score": 85,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

AIO: Answer block readiness scored 65/100 and needs improvement.

2 Warning

Needs attention

AIO: Answer block readiness

Warning

Issue

21 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.

Details

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Answer block readiness scored 65/100 and needs improvement.

Evidence

{
  "sectionCount": 27,
  "passing": 6,
  "failing": [
    {
      "heading": "Agentic BI platform for organizations",
      "headingHtml": "<h2 class=\"k3Tfnd D0aEmf \">Agentic BI platform for organizations</h2>",
      "firstParagraph": "Go beyond static dashboards with a governed intelligence experience. Leveraging the power of Gemini and Google Cloud’s Agentic Data Cloud, Looker delivers the most intelligent BI solution by combining foundational AI, cloud-first infrastructure, industry leading APIs, and our flexible semantic layer.",
      "paragraphHtml": "<p>Go beyond static dashboards with a governed intelligence experience. Leveraging the power of Gemini and Google Cloud&#x2019;s Agentic Data Cloud, Looker delivers the most intelligent BI solution by combining foundational AI, cloud-first infrastructure, industry leading APIs, and our flexible semantic layer.</p>",
      "words": 42,
      "direct": false,
      "issue": "First paragraph is 42 words and does not look like a concise direct answer."
    },
    {
      "heading": "Product highlights:",
      "headingHtml": "<h3 class=\"uvFcib\">Product highlights:</h3>",
      "firstParagraph": "Conversational Analytics Agents",
      "paragraphHtml": "<p class=\"v5bfwd PwyqO\">Conversational Analytics Agents</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Create custom data and AI applications",
      "headingHtml": "<h3 class=\"ZsIWId D0aEmf UAquKe wVBoU\">Create custom data and AI applications</h3>",
      "firstParagraph": "Looker for conversational applications",
      "paragraphHtml": "<p>Looker for conversational applications</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "A dynamic data analytics powerhouse",
      "headingHtml": "<h3 class=\"ZsIWId D0aEmf UAquKe wVBoU\">A dynamic data analytics powerhouse</h3>",
      "firstParagraph": "Looker for BigQuery",
      "paragraphHtml": "<p>Looker for BigQuery</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Monetize your business data",
      "headingHtml": "<h3 class=\"ZsIWId D0aEmf UAquKe wVBoU\">Monetize your business data</h3>",
      "firstParagraph": "Looker for data monetization",
      "paragraphHtml": "<p><b>Looker for data monetization</b></p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Reduce cross-cloud spending",
      "headingHtml": "<h3 class=\"ZsIWId D0aEmf UAquKe wVBoU\">Reduce cross-cloud spending</h3>",
      "firstParagraph": "Looker for cloud cost management",
      "paragraphHtml": "<p>Looker for cloud cost management</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Analyze marketing data",
      "headingHtml": "<h3 class=\"ZsIWId D0aEmf UAquKe wVBoU\">Analyze marketing data</h3>",
      "firstParagraph": "Looker for Google Marketing Platform",
      "paragraphHtml": "<p><b>Looker for Google Marketing Platform</b></p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "More productive collaboration",
      "headingHtml": "<h3 class=\"ZsIWId D0aEmf UAquKe wVBoU\">More productive collaboration</h3>",
      "firstParagraph": "Looker for Workspace",
      "paragraphHtml": "<p>Looker for Workspace</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Pricing Calculator",
      "headingHtml": "<h3 class=\"BTuaHb\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Pricing Calculator</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Custom quote",
      "headingHtml": "<h3 class=\"BTuaHb\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Custom quote</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Start your proof of concept",
      "headingHtml": "<h3 class=\"ZsIWId D0aEmf GkuOsd\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Start your proof of concept</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Request a demo",
      "headingHtml": "<h3 class=\"w6Zsc D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Request a demo</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Have a unique project or use case?",
      "headingHtml": "<h3 class=\"w6Zsc D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Have a unique project or use case?</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Learn how to send and share content in Looker",
      "headingHtml": "<h3 class=\"owa4Ee D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Learn how to send and share content in Looker</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Learn how to create and edit dashboards and reports in Looker",
      "headingHtml": "<h3 class=\"owa4Ee D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Learn how to create and edit dashboards and reports in Looker</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Learn how to use embedding and the API in Looker",
      "headingHtml": "<h3 class=\"owa4Ee D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Learn how to use embedding and the API in Looker</div></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Why Google",
      "headingHtml": "<h3 class=\"TCvUSe\">Why Google</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Products and pricing",
      "headingHtml": "<h3 class=\"TCvUSe\">Products and pricing</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Solutions",
      "headingHtml": "<h3 class=\"TCvUSe\">Solutions</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Resources",
      "headingHtml": "<h3 class=\"TCvUSe\">Resources</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Engage",
      "headingHtml": "<h3 class=\"TCvUSe\">Engage</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

AEO: Answer intent coverage scored 70/100 and needs improvement.

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

Missing likely AI Overview intent sections: what, how, benefits, cost, compare.

Details

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer intent coverage scored 70/100 and needs improvement.

Evidence

{
  "headings": [
    {
      "text": "Agentic BI platform for organizations",
      "html": "<h2 class=\"k3Tfnd D0aEmf \">Agentic BI platform for organizations</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Looker business intelligence platform embedde...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Looker business intelligence platform embedde... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Looker business intelligence platform embedde...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Looker business intelligence platform embedde... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Looker business intelligence platform embedde... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Looker business intelligence platform embedde...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Looker business intelligence platform embedde... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Looker business intelligence platform embedde...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Looker business intelligence platform embedde... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Looker business intelligence platform embedde... compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 88/100 and needs improvement.

1 Warning

Needs attention

AEO: Entity and definition clarity

Warning

Issue

Entity or definition gaps: business, intelligence, google, cloud.

Details

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Entity and definition clarity

Score

88/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Entity and definition clarity scored 88/100 and needs improvement.

Evidence

{
  "title": "Looker business intelligence platform embedded analytics | Google Cloud",
  "h1": "Looker",
  "description": "Looker is an enterprise platform for BI, data applications, and embedded analytics that helps you explore and share insights in real time.",
  "topicOverlap": 0.5,
  "definitionCount": 18,
  "topicTerms": [
    "looker",
    "business",
    "intelligence",
    "platform",
    "embedded",
    "analytics",
    "google",
    "cloud"
  ],
  "descriptionTerms": [
    "looker",
    "enterprise",
    "platform",
    "data",
    "applications",
    "embedded",
    "analytics",
    "helps",
    "explore",
    "share",
    "insights",
    "real",
    "time"
  ],
  "missingFromDescription": [
    "business",
    "intelligence",
    "google",
    "cloud"
  ],
  "score": 88,
  "weight": 18
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational

Issue

AI context endpoint is informational for this page.

Why it matters

A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.

Result

AI context endpoint is informational for this page.

Validation steps

Fetch to find resource
AI context endpoint was not found at the expected path.

Evidence

{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685334
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685495
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685661
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational

Issue

Missing likely AI Overview intent sections: what, how, benefits, cost, compare.

Details

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "Agentic BI platform for organizations",
      "html": "<h2 class=\"k3Tfnd D0aEmf \">Agentic BI platform for organizations</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Looker business intelligence platform embedde...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Looker business intelligence platform embedde... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Looker business intelligence platform embedde...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Looker business intelligence platform embedde... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Looker business intelligence platform embedde... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Looker business intelligence platform embedde...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Looker business intelligence platform embedde... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Looker business intelligence platform embedde...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Looker business intelligence platform embedde... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Looker business intelligence platform embedde... compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

Auth.md Agent Registration has an informational finding because the page appears to support authentication.

Informational

Needs attention

Auth.md Agent Registration

Informational

Issue

auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link.

Why it matters

Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.

Result

Auth.md Agent Registration has an informational finding because the page appears to support authentication.

Validation steps

Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.

Evidence

{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8",
        "length": 684910,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link.",
          "compatibleContentType": false,
          "contentLength": 377996,
          "hasRegisterInstructions": true,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": true,
          "mentionsCredential": true,
          "links": [
            "https://www.googleapis.com/auth/developerprofiles",
            "https://www.googleapis.com/auth/developerprofiles.award",
            "https://www.googleapis.com/auth/cloud-platform",
            "https://www.googleapis.com/auth/webhistory",
            "https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta",
            "/_pwa/cloud/manifest.json",
            "//www.gstatic.com",
            "//fonts.googleapis.com",
            "//www.google-analytics.com",
            "//fonts.googleapis.com/css"
          ],
          "rawExcerpt": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"ja\"\n      dir=\"ltr\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#039be5\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    <met"
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8",
        "length": 685432,
        "text": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"sv\"\n      dir=\"ltr\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#039be5\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    \n\n    <link rel=\"manifest\" href=\"/_pwa/cloud/manifest.json\"\n          crossorigin=\"use-credentials\">\n    <link rel=\"preconnect\" href=\"//www.gstatic.com\" crossorigin>\n    <link rel=\"preconnect\" href=\"//fonts.googleapis.com\" crossorigin>\n    <link rel=\"preconnect\" href=\"//www.google-analytics.com\" crossorigin><link rel=\"stylesheet\" href=\"//fonts.googleapis.com/css?family=Google+Sans:400,500,700|Google+Sans+Text:400,400italic,500,500italic,700,700italic|Roboto:400,400italic,500,500italic,700,700italic|Roboto+Mono:400,500,700&display=swap\">\n      <link rel=\"stylesheet\"\n            href=\"//fonts.googleapis.com/css2?family=Material+Icons&family=Material+Symbols+Outlined&display=block\"><link rel=\"stylesheet\" href=\"https://www.gstatic.com/devrel-devsite/prod/v24818332c90d61e5d34a589b2829727722a413c578565f115ef1e5a51367c594/cloud/css/app.css\">\n      <link rel=\"shortcut icon\" href=\"https://www.gstatic.com/devrel-devsite/prod/v24818332c90d61e5d34a589b2829727722a413c578565f115ef1e5a51367c594/cloud/images/favicons/onecloud/favicon-gradient.ico\">\n    <link rel=\"apple-touch-icon\" href=\"https://www.gstatic.com/devrel-devsite/prod/v24818332c90d61e5d34a589b2829727722a413c578565f115ef1e5a51367c594/cloud/images/favicons/onecloud/gradient-super-cloud.png\"><link rel=\"canonical\" href=\"https://cloud.google.com/.well-known/oauth-protected-resource?hl=sv\"><link rel=\"search\" type=\"application/opensearchdescription+xml\"\n            title=\"Google Cloud\" href=\"https://cloud.google.com/s/opensearch.xml\">\n      <title>404 &nbsp;|&nbsp; Sidan hittades inte &nbsp;|&nbsp; Google Cloud</title>\n\n<meta property=\"og:title\" content=\"404 &nbsp;|&nbsp; Sidan hittades inte &nbsp;|&nbsp; Google Cloud\"><meta property=\"og:image\" content=\"https://cloud.google.com/_static/cloud/images/social-icon-google-cloud-1200-630.png\">\n  <meta property=\"og:image:width\" content=\"1200\">\n  <meta property=\"og:image:height\" content=\"630\"><meta name=\"twitter:card\" content=\"summary_large_image\">\n    </head>\n  <body class=\"color-scheme--light\"\n        template=\"404\"\n        theme=\"cloud-theme\"\n        type=\"error\"\n        \n        \n        \n        layout=\"full\"\n        \n        \n        free-trial\n        \n        \n        \n        pending>\n  \n    <devsite-progress type=\"indeterminate\" id=\"app-progress\"></devsite-progress>\n  \n  \n    <a href=\"#main-content\" class=\"skip-link button\">\n      \n      Skip to main content\n    </a>\n    <section class=\"devsite-wrapper\">\n      <devsite-cookie-notification-bar></devsite-cookie-notification-bar>\n        <cloudx-track userCountry=\"IN\"></cloudx-track>\n<cloudx-utils-init></cloudx-utils-init>\n\n<devsite-header keep-tabs-visible>\n  \n    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<div class=\"devsite-header--inner\" data-nosnippet>\n  <div class=\"devsite-top-logo-row-wrapper-wrapper\">\n    <div class=\"devsite-top-logo-row-wrapper\">\n      <div class=\"devsite-top-logo-row\">\n        <button type=\"button\" id=\"devsite-hamburger-menu\"\n          class=\"devsite-header-icon-button button-flat material-icons gc-analytics-event\"\n          data-category=\"Site-Wide Custom Events\"\n          data-label=\"Navigation menu button\"\n          visually-hi"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 404,
          "contentType": "text/html; charset=utf-8",
          "length": 685866,
          "text": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"sq\"\n      dir=\"ltr\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#039be5\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    \n\n    <link rel=\"manifest\" href=\"/_pwa/cloud/manifest.json\"\n          crossorigin=\"use-credentials\">\n    <link rel=\"preconnect\" href=\"//www.gstatic.com\" crossorigin>\n    <link rel=\"preconnect\" href=\"//fonts.googleapis.com\" crossorigin>\n    <link rel=\"preconnect\" href=\"//www.google-analytics.com\" crossorigin><link rel=\"stylesheet\" href=\"//fonts.googleapis.com/css?family=Google+Sans:400,500,700|Google+Sans+Text:400,400italic,500,500italic,700,700italic|Roboto:400,400italic,500,500italic,700,700italic|Roboto+Mono:400,500,700&display=swap\">\n      <link rel=\"stylesheet\"\n            href=\"//fonts.googleapis.com/css2?family=Material+Icons&family=Material+Symbols+Outlined&display=block\"><link rel=\"stylesheet\" href=\"https://www.gstatic.com/devrel-devsite/prod/v24818332c90d61e5d34a589b2829727722a413c578565f115ef1e5a51367c594/cloud/css/app.css\">\n      <link rel=\"shortcut icon\" href=\"https://www.gstatic.com/devrel-devsite/prod/v24818332c90d61e5d34a589b2829727722a413c578565f115ef1e5a51367c594/cloud/images/favicons/onecloud/favicon-gradient.ico\">\n    <link rel=\"apple-touch-icon\" href=\"https://www.gstatic.com/devrel-devsite/prod/v24818332c90d61e5d34a589b2829727722a413c578565f115ef1e5a51367c594/cloud/images/favicons/onecloud/gradient-super-cloud.png\"><link rel=\"canonical\" href=\"https://cloud.google.com/.well-known/oauth-authorization-server?hl=sq\"><link rel=\"search\" type=\"application/opensearchdescription+xml\"\n            title=\"Google Cloud\" href=\"https://cloud.google.com/s/opensearch.xml\">\n      <title>404 &nbsp;|&nbsp; Faqja nuk u gjet &nbsp;|&nbsp; Google Cloud</title>\n\n<meta property=\"og:title\" content=\"404 &nbsp;|&nbsp; Faqja nuk u gjet &nbsp;|&nbsp; Google Cloud\"><meta property=\"og:image\" content=\"https://cloud.google.com/_static/cloud/images/social-icon-google-cloud-1200-630.png\">\n  <meta property=\"og:image:width\" content=\"1200\">\n  <meta property=\"og:image:height\" content=\"630\"><meta name=\"twitter:card\" content=\"summary_large_image\">\n    </head>\n  <body class=\"color-scheme--light\"\n        template=\"404\"\n        theme=\"cloud-theme\"\n        type=\"error\"\n        \n        \n        \n        layout=\"full\"\n        \n        \n        free-trial\n        \n        \n        \n        pending>\n  \n    <devsite-progress type=\"indeterminate\" id=\"app-progress\"></devsite-progress>\n  \n  \n    <a href=\"#main-content\" class=\"skip-link button\">\n      \n      Kapërce te përmbajtja kryesore\n    </a>\n    <section class=\"devsite-wrapper\">\n      <devsite-cookie-notification-bar></devsite-cookie-notification-bar>\n        <cloudx-track userCountry=\"IN\"></cloudx-track>\n<cloudx-utils-init></cloudx-utils-init>\n\n<devsite-header keep-tabs-visible>\n  \n    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<div class=\"devsite-header--inner\" data-nosnippet>\n  <div class=\"devsite-top-logo-row-wrapper-wrapper\">\n    <div class=\"devsite-top-logo-row-wrapper\">\n      <div class=\"devsite-top-logo-row\">\n        <button type=\"button\" id=\"devsite-hamburger-menu\"\n          class=\"devsite-header-icon-button button-flat material-icons gc-analytics-event\"\n          data-category=\"Site-Wide Custom Events\"\n          data-label=\"Navigation menu button\"\n          visua"
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 18,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sso"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational

Issue

IndexNow key is informational for this page.

Why it matters

IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

Verify that IndexNow ownership key placement is detectable when the site advertises it.

Result

IndexNow key is informational for this page.

Validation steps

Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.

Evidence

{
  "steps": [
    {
      "id": "advertised-location",
      "title": "Find advertised IndexNow key location",
      "status": "informational",
      "evidence": {
        "advertised": []
      },
      "issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
      "howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
    },
    {
      "id": "fetch-key",
      "title": "Fetch and validate IndexNow key file",
      "status": "informational",
      "evidence": {
        "advertised": [],
        "checked": []
      },
      "issue": "No discoverable IndexNow key file was found.",
      "howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
    }
  ]
}

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

OAuth / OIDC discovery has an informational finding because the page appears to support authentication.

Informational

Needs attention

OAuth / OIDC discovery

Informational

Issue

OAuth / OIDC discovery was not found at the expected path.

Why it matters

OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.

Result

OAuth / OIDC discovery has an informational finding because the page appears to support authentication.

Validation steps

Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685723
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 685732
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 18,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sso"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

OAuth Protected Resource has an informational finding because the page appears to support authentication.

Informational

Needs attention

OAuth Protected Resource

Informational

Issue

The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.

Why it matters

Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.

Result

OAuth Protected Resource has an informational finding because the page appears to support authentication.

Validation steps

Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n      lang=\"es-419\"\n      dir=\"ltr\">\n  <head>\n    <meta name=\"google-signin-client-id\" content=\"721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com\"><meta name=\"google-signin-scope\"\n          content=\"profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory https://www.googleapis.com/auth/devprofiles.full_control.firstparty\"><meta property=\"og:site_name\" content=\"Google Cloud\">\n    <meta property=\"og:type\" content=\"website\"><meta name=\"robots\" content=\"noindex\"><meta name=\"theme-color\" content=\"#039be5\"><meta charset=\"utf-8\">\n    <meta content=\"IE=Edge\" http-equiv=\"X-UA-Compatible\">\n    "
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "expectedResource": "https://cloud.google.com"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://cloud.google.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://cloud.google.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://cloud.google.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 18,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sso"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityAccessibilityBrowser audit

Background and foreground colors do not have a sufficient contrast ratio.

100 Fail

Check name

Background and foreground colors do not have a sufficient contrast ratio.

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast).

References

https://web.dev/learn/accessibility/

Evidence

{
  "description": "Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast)."
}

SEOSEOBrowser audit

Links do not have descriptive text

100 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

1 link found

Fix guidance

Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).

References

https://developer.chrome.com/docs/lighthouse/seo/

Evidence

{
  "displayValue": "1 link found",
  "description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}

Performance and AccessibilityPerformanceBrowser audit

Image optimization

33 Fail

Check name

Image optimization

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Review the grouped image optimization checks and improve the failing sub-checks listed in evidence.

References

https://web.dev/learn/performance/

Evidence

{
  "checks": [
    {
      "id": "image-aspect-ratio",
      "title": "Displays images with incorrect aspect ratio",
      "score": 0
    }
  ]
}

Performance and AccessibilityPerformanceBrowser audit

List items (`<li>`) are not contained within `<ul>`, `<ol>` or `<menu>` parent elements.

33 Fail

Check name

List items (`<li>`) are not contained within `<ul>`, `<ol>` or `<menu>` parent elements.

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Screen readers require list items (`<li>`) to be contained within a parent `<ul>`, `<ol>` or `<menu>` to be announced properly. [Learn more about proper list structure](https://dequeuniversity.com/rules/axe/4.11/listitem).

References

https://web.dev/learn/performance/

Evidence

{
  "description": "Screen readers require list items (`<li>`) to be contained within a parent `<ul>`, `<ol>` or `<menu>` to be announced properly. [Learn more about proper list structure](https://dequeuniversity.com/rules/axe/4.11/listitem)."
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

15 Fail

Check name

Loading performance

Score

56/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Review the grouped loading performance checks and improve the failing sub-checks listed in evidence.

References

https://web.dev/learn/performance/

Evidence

{
  "checks": [
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 31,
      "displayValue": "320 ms",
      "numericValue": 319
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 82,
      "displayValue": "1.1 s",
      "numericValue": 1082.0446798019027
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 8,
      "displayValue": "8.5 s",
      "numericValue": 8452.144669352556
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 150 ms",
      "numericValue": 151
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 87,
      "displayValue": "1.3 s",
      "numericValue": 1282.0601188418525
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 5,
      "displayValue": "1,010 ms",
      "numericValue": 1012.5
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "0 ms",
      "numericValue": 2.7524249999999997
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 38,
      "displayValue": "2.6 s",
      "numericValue": 2605.5063994230395
    }
  ]
}

Fix with MCP or CLI

Use this report as the handoff into remediation. Generate a coding-agent prompt with the failing checks attached, or jump to the MCP and CLI setup docs before your next rescan.

Score history

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1 reports

Public score history report links
Scan date	Score	Readiness	Report
Jun 8, 2026	48/100	Level 2, Agent-Limited	Current report