SCANNED
Jun 8, 2026, 9:24 PM
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SCANNED
Jun 8, 2026, 9:24:54 PMJun 8, 2026, 9:24 PM
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50/100
OVERALL SCORE
Level 3, Bot-Aware
Moderate readiness for AI agents
- AI Discoverability 23 out of 100
- Agent Ease of Use 6 out of 100
- Security & Trust 60 out of 100
- GEO, AIO and AEO 65 out of 100
- SEO 92 out of 100
- Performance and Accessibility 78 out of 100
What AI sees of your website
Mandiant Cybersecurity Consulting | Google Cloud
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Next step
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| 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 | 65 | Needs work | 4 | 3 | 13 | View details |
| GEO Readiness | 74 | Needs work | 1 | 0 | 5 | |
| AIO Readiness | 57 | Needs work | 2 | 2 | 3 | View details |
| AEO Readiness | 62 | 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 | 78 | Mostly ready | 20 | 4 | 2 | View details |
| Performance | 67 | Needs work | 12 | 3 | 2 | View details |
| Accessibility | 97 | Strong | 8 | 1 | 0 | View details |
Prioritized recommendations
Issues ranked by score impact
51 items need attention
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Needs attention
API Catalog
01
Issue
The API catalog endpoint did not return HTTP 2xx.
02
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=\"uk\"\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
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
50 Fail
Needs attention
Content-Security-Policy
01
Issue
Content-Security-Policy is missing or incomplete.
02
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-5en99HNXLxc8fWDFgOdc3A' '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
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Needs attention
OpenAPI discovery
01
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.
02
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=\"da\"\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=\"lt\"\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=\"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.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=\"ur\"\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/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=\"ko\"\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/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=\"hr\"\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=\"tr\"\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
Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
50 Fail
Needs attention
Referrer-Policy
01
Issue
Referrer-Policy is missing or incomplete.
02
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
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
01
Issue
No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.
02
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
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
33 Fail
Needs attention
Content Signal
01
Issue
No Content Signal found in robots.txt
02
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
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
01
Issue
Web Bot Auth request signing was not found at the expected path.
02
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": 685572
}
]
},
"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
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
25 Fail
Needs attention
Content freshness signals
01
Issue
Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.
02
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
AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
25 Fail
Needs attention
llms.txt
01
Issue
llms.txt was not found at the expected path.
02
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": 685569
},
{
"path": "/llms-full.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 684725
}
]
},
"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
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
25 Fail
Needs attention
Markdown negotiation
01
Issue
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
02
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": 245554,
"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=\"7riI7VbdKxZ0AguFWqKUvQ\">",
"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
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
25 Fail
Needs attention
MCP Server Card
01
Issue
MCP Server Card was not found at the expected path.
02
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": 685516
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685513
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685715
}
]
},
"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
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
25 Fail
Needs attention
mcp.json
01
Issue
mcp.json was not found at the expected path.
02
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": 685543
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685714
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685346
}
]
},
"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
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
25 Fail
Needs attention
Semantic HTML
01
Issue
Semantic HTML is incomplete: missing <main> landmark; invalid h1 (found 2); skipped heading levels; 5 links missing accessible names.
Details
02
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": false,
"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": [
"h1: Mandiant Cybersecurity Consulting",
"h1: Mandiant Cybersecurity Consulting",
"h2: Tackle breaches confidently",
"h4: Get flexible access to experts with a Mandiant Retainer",
"h4: Protect your brand with strategic crisis communications",
"h4: Uncover past and present threats in your network",
"h2: Increase business resilience and strategic readiness",
"h4: Manage cyber risk, make better business decisions",
"h4: Assess and strengthen your defense capabilities",
"h4: Build frontline skills with Mandiant Academy",
"h2: Test and strengthen your security program with real-world attacks",
"h4: Push the boundaries of red team assessments",
"h4: Harden your cloud with an architecture assessment",
"h4: Expose risks with offensive security and penetration testing",
"h2: Elevate your cyber defense capabilities across all critical functions",
"h4: Integrate and optimize Google SecOps with Mandiant",
"h4: Balance cyber risk with rapid business innovation",
"h4: Build a resilient cyber defense center",
"h2: Turn threat intelligence into confident decisions",
"h4: Accelerate decisions with custom Mandiant insights",
"h4: Embed frontline intelligence experts into your team",
"h4: Build best-in-class cyber threat intelligence capabilities",
"h2: Secure your AI systems and leverage AI to strengthen your cyber defenses",
"h4: Secure your use of AI, end-to-end",
"h4: Battle-test your AI systems and defenses",
"h4: Pave the path towards an agentic defense future",
"h2: Tap specialists across a range of services that fit your business challenges",
"h2: Mandiant cyber risk partners",
"h3: Trusted by leading organizations",
"h3: Recognized by industry analysts",
"h3: Browse resources",
"h4: Reports",
"h4: Events",
"h4: Blogs",
"h4: Podcasts",
"h4: For the CISO",
"h4: Reports",
"h4: Events",
"h4: Blogs",
"h4: Podcasts",
"h4: For the CISO",
"h2: Have cybersecurity questions? Contact us.",
"h3: Why Google",
"h3: Products and pricing",
"h3: Solutions",
"h3: Resources",
"h3: Engage"
]
},
"counts": {
"h1": 2,
"headings": 47,
"links": 912,
"inaccessibleLinks": 5,
"buttons": 27,
"inaccessibleButtons": 0,
"images": 100,
"imagesWithAlt": 100,
"autocompleteInputs": 1,
"inputsWithAutocomplete": 1,
"missingAutocompleteInputs": 0
}
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
25 Fail
Needs attention
WebMCP manifest
01
Issue
WebMCP manifest was not found at the expected path.
02
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": 684509
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685420
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685666
}
]
},
"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
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
01
Issue
A2A Agent Card was not found at the expected path.
02
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": 685790
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685612
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685581
}
]
},
"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
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
01
Issue
Agent Skills index was not found at the expected path.
02
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": 685444
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685668
}
]
},
"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
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
20 Fail
Needs attention
agent.json
01
Issue
agent.json was not found at the expected path.
02
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": 685735
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685543
}
]
},
"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
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
20 Fail
Needs attention
agents.json
01
Issue
agents.json was not found at the expected path.
02
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": 685758
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685402
}
]
},
"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
AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
20 Fail
Needs attention
FAQPage schema
01
Issue
FAQ content was detected but no FAQPage schema was found.
02
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
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
20 Fail
Needs attention
High-value schema types
01
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
02
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
AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
20 Fail
Needs attention
JSON-LD present
01
Issue
No JSON-LD blocks found.
02
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
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
20 Fail
Needs attention
Link headers
01
Issue
No useful agent discovery Link headers were found.
02
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
AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
20 Fail
Needs attention
Organization / WebSite schema
01
Issue
Neither Organization nor WebSite schema types were found in JSON-LD.
02
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
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
01
Issue
No DNS-AID entrypoint records were found under _agents.
02
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
Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
13 Warning
Needs attention
WebMCP
01
Issue
WebMCP declarative annotations need fixes.
Details
02
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
<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": 936,
"interactiveWithTags": 0,
"totalCount": 937,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<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": 2,
"issues": [
"<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": "<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": 936,
"interactiveWithTags": 0,
"totalCount": 937,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<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": 936,
"interactiveWithTags": 0,
"totalCount": 937,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<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
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
01
Issue
No JSON-LD structured data was detected.
Details
02
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
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
01
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
02
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": [],
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"text": "",
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"href": "https://cloud.google.com/solutions/security/leaders",
"text": "CISO Insights HubExpert perspectives, reports, and frameworks to help security leaders navigate today’s evolving threat landscape, with insights from Google Cloud’s Office of the CISO.Learn more",
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{
"href": "https://www.youtube.com/playlist?list=PLkdSRxA6DyHt7kbj0wUuatxF9eYOFro7k",
"text": "The Cyber Savvy Boardroom From Google Cloud's Office of the CISO, get monthly strategic insights from security leaders, executives, and board members to help you confidently shape your organization's security posture and future. Listen now",
"html": "<a class=\"aOrzRd PZzKCf\" href=\"https://www.youtube.com/playlist?list=PLkdSRxA6DyHt7kbj0wUuatxF9eYOFro7k\" target=\"_blank\" rel=\"noopener\" track-name=\"the cyber savvy boardroom\" track-type=\"card\" track-metadata-eventdetail=\"www.youtube.com/playlist\" track-metadata-video_id track-metadata-child_headline=\"the cyber savvy boardroom\"><div class=\"SVGK7b \"><div class=\" mBWBvd\"><span jscontroller=\"kMYjVd\" jsaction=\"Say30e:TM8uW;w9ROe:WOeV7e\" class=\" iwMnAe\"><picture class><source srcset=\"https://www.gs..."
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{
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"text": "The Cyber Savvy Boardroom From Google Cloud's Office of the CISO, get monthly strategic insights from security leaders, executives, and board members to help you confidently shape your organization's security posture and future. Listen now",
"html": "<a class=\"aOrzRd PZzKCf\" href=\"https://www.youtube.com/playlist?list=PLkdSRxA6DyHt7kbj0wUuatxF9eYOFro7k\" target=\"_blank\" rel=\"noopener\" track-name=\"the cyber savvy boardroom\" track-type=\"card\" track-metadata-eventdetail=\"www.youtube.com/playlist\" track-metadata-video_id track-metadata-child_headline=\"the cyber savvy boardroom\"><div class=\"SVGK7b \"><div class=\" mBWBvd\"><span jscontroller=\"kMYjVd\" jsaction=\"Say30e:TM8uW;w9ROe:WOeV7e\" class=\" iwMnAe\"><picture class><source srcset=\"https://www.gs..."
},
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"text": "",
"html": "<a class=\"UywwFc-mRLv6 UywwFc-RLmnJb\" href=\"https://cloud.google.com/security/contact/mandiant-consulting\" aria-label=\"Request a cybersecurity consult\" jsname=\"hSRGPd\"></a>"
},
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"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>"
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"text": "Contact us",
"html": "<a class=\"nKZVnd\" href=\"https://cloud.google.com/contact/security\" track-name=\"contact us\" track-type=\"button\" track-metadata-eventdetail=\"cloud.google.com/contact\" track-metadata-position=\"nav\" jslog=\"168617;track:impression,click;fYPJpb:W1siaHR0cHM6Ly9jbG91ZC5nb29nbGUuY29tL2NvbnRhY3Qvc2VjdXJpdHkiLCIvc2VjdXJpdHkvbWFuZGlhbnQiXV0=;\">Contact us</a>"
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"html": "<a class=\"UywwFc-mRLv6 UywwFc-RLmnJb\" href=\"https://cloud.google.com/contact/security\" aria-label=\"Contact us\" jsname=\"hSRGPd\"></a>"
},
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"href": "https://cloud.google.com/solutions/open-source-databases",
"text": "Open Source DatabasesFully managed open source databases with enterprise-grade support.",
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"text": "Contact Center as a ServiceOmnichannel contact center solution that is native to the cloud.",
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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\" 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/security",
"text": "Contact sales",
"html": "<a href=\"https://cloud.google.com/contact/security\" class=\"naIeQd\" track-name=\"contact sales\" track-type=\"footer link\" track-metadata-eventdetail=\"cloud.google.com/contact/security\" 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
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
01
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
02
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://www.youtube.com/watch?v=MUQGfgoJ7VY",
"text": "The UK’s largest homewares retailer, Dunelm talks about landing a one-two punch against cyber threats with Google SecOps and a Mandiant Retainer.See the video",
"html": "<a class=\"aOrzRd PZzKCf\" href=\"https://www.youtube.com/watch?v=MUQGfgoJ7VY\" target=\"_blank\" rel=\"noopener\" track-name=\"the uk’s largest homewares retailer, dunelm talks about landing a one-two punch against cyber threats with google secops and a mandiant retainer.\" track-type=\"card\" track-metadata-eventdetail=\"www.youtube.com/watch\" track-metadata-video_id=\"MUQGfgoJ7VY\"><div class=\"SVGK7b \"><div class=\" mBWBvd KqXnkc NAstmc nnJ5Se\"><span jscontroller=\"kMYjVd\" jsaction=\"Say30e:TM8uW;w9R..."
},
{
"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/security/report-incident",
"text": "Get help now for a security breach or possible incident.",
"html": "<a href=\"https://cloud.google.com/security/report-incident\" class=\" lw8hI dCfSpc Pn1ts LVa94b J2921\" track-name=\"get help now for a security breach or possible incident.\" track-type=\"banner\" track-metadata-eventdetail=\"cloud.google.com/security/report-incident\"><div class=\"Cpv6Oc\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p><b><u>Get help now</u></b> for a security breach or possible incident.</p></div></div><span aria-hidden=\"true\" class=\"YxmE..."
},
{
"href": "https://cloud.google.com/security/contact/mandiant-consulting",
"text": "",
"html": "<a class=\"UywwFc-mRLv6 UywwFc-RLmnJb\" href=\"https://cloud.google.com/security/contact/mandiant-consulting\" aria-label=\"Talk to an expert\" jsname=\"hSRGPd\"></a>"
},
{
"href": "https://cloud.google.com/security/contact/mandiant-consulting",
"text": "",
"html": "<a class=\"UywwFc-mRLv6 UywwFc-RLmnJb\" href=\"https://cloud.google.com/security/contact/mandiant-consulting\" aria-label=\"Talk to an expert\" jsname=\"hSRGPd\"></a>"
},
{
"href": "https://cloud.google.com/solutions/security/leaders",
"text": "CISO Insights HubExpert perspectives, reports, and frameworks to help security leaders navigate today’s evolving threat landscape, with insights from Google Cloud’s Office of the CISO.Learn more",
"html": "<a class=\"aOrzRd PZzKCf\" href=\"https://cloud.google.com/solutions/security/leaders\" track-name=\"ciso insights hub\" track-type=\"card\" track-metadata-eventdetail=\"cloud.google.com/solutions/security/leaders\" track-metadata-child_headline=\"ciso insights hub\"><div class=\"SVGK7b \"><div class=\" mBWBvd\"><span jscontroller=\"kMYjVd\" jsaction=\"Say30e:TM8uW;w9ROe:WOeV7e\" class=\" iwMnAe\"><picture class><source srcset=\"https://www.gstatic.com/bricks/image/d0a5c773-911b-4526-be25-ee849769116a.png 1x, https..."
},
{
"href": "https://www.youtube.com/playlist?list=PLkdSRxA6DyHt7kbj0wUuatxF9eYOFro7k",
"text": "The Cyber Savvy Boardroom From Google Cloud's Office of the CISO, get monthly strategic insights from security leaders, executives, and board members to help you confidently shape your organization's security posture and future. Listen now",
"html": "<a class=\"aOrzRd PZzKCf\" href=\"https://www.youtube.com/playlist?list=PLkdSRxA6DyHt7kbj0wUuatxF9eYOFro7k\" target=\"_blank\" rel=\"noopener\" track-name=\"the cyber savvy boardroom\" track-type=\"card\" track-metadata-eventdetail=\"www.youtube.com/playlist\" track-metadata-video_id track-metadata-child_headline=\"the cyber savvy boardroom\"><div class=\"SVGK7b \"><div class=\" mBWBvd\"><span jscontroller=\"kMYjVd\" jsaction=\"Say30e:TM8uW;w9ROe:WOeV7e\" class=\" iwMnAe\"><picture class><source srcset=\"https://www.gs..."
},
{
"href": "https://cloud.google.com/solutions/security/leaders",
"text": "CISO Insights HubExpert perspectives, reports, and frameworks to help security leaders navigate today’s evolving threat landscape, with insights from Google Cloud’s Office of the CISO.Learn more",
"html": "<a class=\"aOrzRd PZzKCf\" href=\"https://cloud.google.com/solutions/security/leaders\" track-name=\"ciso insights hub\" track-type=\"card\" track-metadata-eventdetail=\"cloud.google.com/solutions/security/leaders\" track-metadata-child_headline=\"ciso insights hub\"><div class=\"SVGK7b \"><div class=\" mBWBvd\"><span jscontroller=\"kMYjVd\" jsaction=\"Say30e:TM8uW;w9ROe:WOeV7e\" class=\" iwMnAe\"><picture class><source srcset=\"https://www.gstatic.com/bricks/image/d0a5c773-911b-4526-be25-ee849769116a.png 1x, https..."
},
{
"href": "https://www.youtube.com/playlist?list=PLkdSRxA6DyHt7kbj0wUuatxF9eYOFro7k",
"text": "The Cyber Savvy Boardroom From Google Cloud's Office of the CISO, get monthly strategic insights from security leaders, executives, and board members to help you confidently shape your organization's security posture and future. Listen now",
"html": "<a class=\"aOrzRd PZzKCf\" href=\"https://www.youtube.com/playlist?list=PLkdSRxA6DyHt7kbj0wUuatxF9eYOFro7k\" target=\"_blank\" rel=\"noopener\" track-name=\"the cyber savvy boardroom\" track-type=\"card\" track-metadata-eventdetail=\"www.youtube.com/playlist\" track-metadata-video_id track-metadata-child_headline=\"the cyber savvy boardroom\"><div class=\"SVGK7b \"><div class=\" mBWBvd\"><span jscontroller=\"kMYjVd\" jsaction=\"Say30e:TM8uW;w9ROe:WOeV7e\" class=\" iwMnAe\"><picture class><source srcset=\"https://www.gs..."
},
{
"href": "https://cloud.google.com/security/contact/mandiant-consulting",
"text": "",
"html": "<a class=\"UywwFc-mRLv6 UywwFc-RLmnJb\" href=\"https://cloud.google.com/security/contact/mandiant-consulting\" aria-label=\"Request a cybersecurity consult\" 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/security",
"text": "Contact us",
"html": "<a class=\"nKZVnd\" href=\"https://cloud.google.com/contact/security\" track-name=\"contact us\" track-type=\"button\" track-metadata-eventdetail=\"cloud.google.com/contact\" track-metadata-position=\"nav\" jslog=\"168617;track:impression,click;fYPJpb:W1siaHR0cHM6Ly9jbG91ZC5nb29nbGUuY29tL2NvbnRhY3Qvc2VjdXJpdHkiLCIvc2VjdXJpdHkvbWFuZGlhbnQiXV0=;\">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/security",
"text": "",
"html": "<a class=\"UywwFc-mRLv6 UywwFc-RLmnJb\" href=\"https://cloud.google.com/contact/security\" 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-atf=\"false\" data-iml=\"4426.299995422363\"></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>"
},
{
"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/security",
"text": "Contact sales",
"html": "<a href=\"https://cloud.google.com/contact/security\" class=\"naIeQd\" track-name=\"contact sales\" track-type=\"footer link\" track-metadata-eventdetail=\"cloud.google.com/contact/security\" 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": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
4 Warning
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
01
Issue
17 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
02
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
{
"sectionCount": 17,
"passing": 0,
"failing": [
{
"heading": "Tackle breaches confidently",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Tackle breaches confidently</p></div></h2>",
"firstParagraph": "Tackle breaches confidently",
"paragraphHtml": "<p>Tackle breaches confidently</p>",
"words": 3,
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"issue": "First paragraph is 3 words and does not look like a concise direct answer."
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{
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"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Test and strengthen your security program with real-world attacks",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Test and strengthen your security program with real-world attacks</p></div></h2>",
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"paragraphHtml": "<p>Test and strengthen your security program with real-world attacks</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "Elevate your cyber defense capabilities across all critical functions",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Elevate your cyber defense capabilities across all critical functions</p></div></h2>",
"firstParagraph": "Elevate your cyber defense capabilities across all critical functions",
"paragraphHtml": "<p>Elevate your cyber defense capabilities across all critical functions</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
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"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Turn threat intelligence into confident decisions</p></div></h2>",
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"paragraphHtml": "<p>Turn threat intelligence into confident decisions</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Secure your AI systems and leverage AI to strengthen your cyber defenses",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Secure your AI systems and leverage AI to strengthen your cyber defenses</p></div></h2>",
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"paragraphHtml": "<p>Secure your AI systems and leverage AI to strengthen your cyber defenses</p>",
"words": 12,
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},
{
"heading": "Tap specialists across a range of services that fit your business challenges",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Tap specialists across a range of services that fit your business challenges</p></div></h2>",
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"firstParagraph": "",
"paragraphHtml": "",
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"heading": "Trusted by leading organizations",
"headingHtml": "<h3 class=\"tDwNgb D0aEmf PIdRuf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Trusted by leading organizations</p></div></h3>",
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"paragraphHtml": "<p>Trusted by leading organizations</p>",
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"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
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{
"heading": "Browse resources",
"headingHtml": "<h3 class=\"k3Tfnd D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Browse resources</div></h3>",
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"direct": false,
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{
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],
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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
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
01
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, JSON-LD structured data.
Details
02
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": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": true,
"definitionPatterns": 15,
"schemaBlocks": 0,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"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
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
01
Issue
17 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
02
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": 9,
"questionH2s": [],
"hasFaq": true,
"score": 50,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 76/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 76/100 and needs improvement.
2 Warning
Needs attention
GEO: Entity clarity
01
Issue
Title/H1 terms missing from description: cybersecurity, consulting, google, cloud.
Details
02
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: Entity clarity
Score
76/100
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 76/100 and needs improvement.
Evidence
{
"title": "Mandiant Cybersecurity Consulting | Google Cloud",
"h1": "Mandiant Cybersecurity Consulting",
"description": "Transform cyber defense with Mandiant. Engage frontline experts for incident response, threat intelligence services, and cyber risk management.",
"topicOverlap": 0.2,
"topicTerms": [
"mandiant",
"cybersecurity",
"consulting",
"google",
"cloud"
],
"descriptionTerms": [
"transform",
"cyber",
"defense",
"mandiant",
"engage",
"frontline",
"experts",
"incident",
"response",
"threat",
"intelligence",
"services",
"risk",
"management"
],
"missingFromDescription": [
"cybersecurity",
"consulting",
"google",
"cloud"
],
"score": 76,
"weight": 28
}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
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
01
Issue
HTML size is large (2324480 bytes). 67 image(s) are missing width/height attributes.
Details
02
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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"visibleWords": 7158,
"htmlBytes": 2324480,
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],
"possibleDialogs": [],
"score": 60,
"weight": 10
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: AI crawler accessibility
GEO: AI crawler accessibility scored 80/100 and needs improvement.
2 Warning
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
01
Issue
No rendered JSON-LD schema block was detected. HTML is large (2324480 bytes).
Details
02
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: 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": 7158,
"htmlBytes": 2324480,
"robots": {
"checkedCrawlers": [
"gptbot",
"chatgpt-user",
"claudebot",
"perplexitybot",
"google-extended"
],
"blocked": [],
"allows": true
},
"schemaBlocks": 0,
"finalUrl": "https://cloud.google.com/security/mandiant",
"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
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
01
Issue
16 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
02
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: 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
{
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"citablePassages": 0,
"failingCandidateParagraphs": [
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"words": 43,
"hasEvidence": true,
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"index": 11,
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},
{
"index": 15,
"heading": "H2: Increase business resilience and strategic readiness",
"text": "Outmaneuver today’s threats. Secure your operations by proactively enhancing your security capabilities. Our experts can help you advance your approach to cyber risk management and be ready for complex challenges, from M&A due diligence to supply chain attacks and insider threats.",
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},
{
"index": 19,
"heading": "H4: Assess and strengthen your defense capabilities",
"text": "Run a cyber defense assessment to gain a clear understanding of your defensive capabilities and receive a prioritized roadmap to build a stronger, more resilient security program, prepared for any challenge. Harden your technical controls, and improve the performance of every critical defense function—from initial threat detection to full environment recovery.",
"words": 52,
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"reasons": [
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],
"html": "<p>Run a <a href=\"https://services.google.com/fh/files/misc/ds-cyber-defense-assessment-en.pdf\" rel=\"opener\" target=\"_blank\">cyber defense assessment</a> to gain a clear understanding of your defensive capabilities and receive a prioritized roadmap to build a stronger, more resilient security program, prepared for any challenge. Harden your technical controls, and improve the performance of every critical defense function—from initial threat detection to <a href=\"https://services.googl..."
},
{
"index": 21,
"heading": "H4: Build frontline skills with Mandiant Academy",
"text": "Prepare your team to combat real-world threats with reality-based case studies and training on the latest attacker TTPs from frontline incident response and threat intelligence experts. Choose from a full range of learning formats that fit your needs, including on-demand courses, instructor-led classes, certification programs, and immersive, hands-on exercises in the ThreatSpace™ cyber range.",
"words": 54,
"hasEvidence": false,
"reasons": [
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],
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},
{
"index": 25,
"heading": "H4: Push the boundaries of red team assessments",
"text": "See how your defenses perform against a sophisticated, goal-oriented adversary. Pushing beyond standard testing, our red team assessments emulate a real attacker pursuing custom objectives, revealing complex attack paths that conventional assessments often miss. This unique engagement provides an unparalleled opportunity to harden your defenses by combatting a realistic threat before it happens.",
"words": 53,
"hasEvidence": false,
"reasons": [
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"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
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},
{
"index": 27,
"heading": "H4: Harden your cloud with an architecture assessment",
"text": "Secure your assets and data across any cloud environment with a cloud architecture assessment—from AWS and Azure to Google Cloud. Identify and mitigate commonly exploited misconfigurations, reduce your attack surface, and gain the visibility needed to effectively detect and respond to threats across your entire cloud estate.",
"words": 48,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (48 words; target 80-220)."
],
"html": "<p>Secure your assets and data across any cloud environment with a <a href=\"https://services.google.com/fh/files/misc/ds-cloud-architecture-assessment-000236-03.pdf\" rel=\"opener\" target=\"_blank\">cloud architecture assessment</a>—from AWS and Azure to Google Cloud. Identify and mitigate commonly exploited misconfigurations, reduce your attack surface, and gain the visibility needed to effectively detect and respond to threats across your entire cloud estate.</p>"
},
{
"index": 35,
"heading": "H4: Balance cyber risk with rapid business innovation",
"text": "Enable business innovation by translating complex security topics into the language of risk and value for executive leadership and the board. Bridge the gap between security and business objectives with executive cybersecurity services to establish security as a strategic enabler, helping the business achieve its innovation goals securely.",
"words": 48,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (48 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>Enable business innovation by translating complex security topics into the language of risk and value for executive leadership and the board. Bridge the gap between security and business objectives with <a href=\"https://services.google.com/fh/files/misc/mandiant-executive-cybersecurity-services-000490-02.pdf\" rel=\"opener\" target=\"_blank\">executive cybersecurity services</a> to establish security as a strategic enabler, helping the business achieve its innovation goals securely.</p>"
},
{
"index": 37,
"heading": "H4: Build a resilient cyber defense center",
"text": "Improve your overall defense posture and transition from a reactive incident response methodology to a predictive, mission-focused cyber defense center. Identify and close gaps in your security monitoring and response capabilities by building and implementing core processes aligned with an adaptive defense strategy.",
"words": 43,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (43 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>Improve your overall defense posture and <a href=\"https://services.google.com/fh/files/misc/ds-cyber-defense-center-dev-000045-05.pdf\" rel=\"opener\" target=\"_blank\">transition from a reactive incident response methodology to a predictive, mission-focused cyber defense center</a>. Identify and close gaps in your security monitoring and response capabilities by building and implementing core processes aligned with an adaptive defense strategy.</p>"
},
{
"index": 41,
"heading": "H4: Accelerate decisions with custom Mandiant insights",
"text": "Inform and accelerate your security decisions with customized cyber risk research and analysis, personalized for your specific environment, use cases, and stakeholder needs. Use these tailored insights to enhance your security posture, drive effective hunt missions, and strengthen your vulnerability management for a more resilient security program.",
"words": 47,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (47 words; target 80-220)."
],
"html": "<p>Inform and accelerate your security decisions with <a href=\"https://services.google.com/fh/files/misc/threat_diagnostic_datasheet.pdf\" rel=\"opener\" target=\"_blank\">customized cyber risk research and analysis</a>, personalized for your specific environment, use cases, and stakeholder needs. Use these tailored insights to enhance your security posture, drive effective hunt missions, and strengthen your vulnerability management for a more resilient security program.</p>"
},
{
"index": 43,
"heading": "H4: Embed frontline intelligence experts into your team",
"text": "Get access to world-class experts for personalized reporting and part-time expertise, providing timely, analyst-compiled responses from curated intelligence holdings. For deeper integration, get a dedicated expert embedded with your team, providing early access to raw intelligence and a direct line to world-class tooling.",
"words": 43,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (43 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>Get access to world-class experts for <a href=\"https://services.google.com/fh/files/misc/security_essential_intel_access_ds.pdf\" rel=\"opener\" target=\"_blank\">personalized reporting and part-time expertise</a>, providing timely, analyst-compiled responses from curated intelligence holdings. For deeper integration, get a <a href=\"https://services.google.com/fh/files/misc/advanced-intelligence-access-ds-en.pdf\" rel=\"opener\" target=\"_blank\">dedicated expert embedded with your team</a>, providi..."
},
{
"index": 45,
"heading": "H4: Build best-in-class cyber threat intelligence capabilities",
"text": "Apply best practices for the consumption, analysis, and practical application of threat intelligence to operationalize insights and maximize the value of your cyber threat intelligence (CTI) sources. Train your team with a full range of CTI training, on-demand certifications, expert coaching, and immersive, real-world exercises.",
"words": 45,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (45 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p><a href=\"https://services.google.com/fh/files/misc/intelligence-capability-development-ds-en.pdf\" rel=\"opener\" target=\"_blank\">Apply best practices for the consumption, analysis, and practical application of threat intelligence</a> to operationalize insights and maximize the value of your cyber threat intelligence (CTI) sources. Train your team with <a href=\"https://cloud.google.com/learn/security/mandiant-academy-courses\" rel=\"opener\" target>a full range of CTI training, on-demand certifi..."
},
{
"index": 49,
"heading": "H4: Secure your use of AI, end-to-end",
"text": "Evaluate the end-to-end security of your AI systems and implementation to assess and safeguard your training data, models, and custom applications before attackers can exploit them. Build upon the extensive, combined, real-world experience of Mandiant and Google in protecting production AI systems.",
"words": 42,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (42 words; target 80-220)."
],
"html": "<p><a href=\"https://cloud.google.com/security/solutions/mandiant-ai-consulting\" rel=\"opener\" target>Evaluate the end-to-end security of your AI systems</a> and implementation to assess and safeguard your training data, models, and custom applications before attackers can exploit them. Build upon the extensive, combined, real-world experience of Mandiant and Google in protecting production AI systems.</p>"
},
{
"index": 51,
"heading": "H4: Battle-test your AI systems and defenses",
"text": "Identify the critical insights needed to proactively harden your AI systems and overall security posture. Measure the effectiveness of your controls against the latest AI-specific threats and assess your security team’s ability to detect and respond to a live attack in a controlled environment.",
"words": 45,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (45 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p><a href=\"https://cloud.google.com/security/solutions/mandiant-ai-consulting\" rel=\"opener\" target>Identify the critical insights needed to proactively harden your AI systems</a> and overall security posture. Measure the effectiveness of your controls against the latest AI-specific threats and assess your security team’s ability to detect and respond to a live attack in a controlled environment.</p>"
},
{
"index": 53,
"heading": "H4: Pave the path towards an agentic defense future",
"text": "Understand how to augment your cyber defense capabilities and prepare for the future by leveraging the power of AI. Develop a strategic plan to integrate AI into your processes to reduce defender toil and increase investigation efficiency. Explore how to create AI-based detections and practice AI-assisted incident response in a realistic, virtual cyber range with ThreatSpace™.",
"words": 56,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (56 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p><a href=\"https://cloud.google.com/security/solutions/mandiant-ai-consulting\" rel=\"opener\" target>Understand how to augment your cyber defense capabilities and prepare for the future by leveraging the power of AI</a>. Develop a strategic plan to integrate AI into your processes to reduce defender toil and increase investigation efficiency. Explore how to create AI-based detections and <a href=\"https://cloud.google.com/learn/security/mandiant-academy-threatspace\" rel=\"opener\" target>practice..."
},
{
"index": 55,
"heading": "H2: Tap specialists across a range of services that fit your business challenges",
"text": "Address your most unique and complex security challenges, from ransomware and multifaceted extortion defense to securing mission-critical operational technology (OT) and industrial control systems (ICS), with a wide range of specialized consulting services. All of our engagements are delivered by experienced specialists and backed by real-time frontline threat intelligence, ensuring targeted guidance to build a st...",
"words": 57,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (57 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>Address your most unique and complex security challenges, from <a href=\"https://cloud.google.com/security/solutions/ransomware?hl=en\" rel=\"opener\" target>ransomware and multifaceted extortion defense</a> to securing mission-critical <a href=\"https://cloud.google.com/security/solutions/mandiant-operational-technology\" rel=\"opener\" target>operational technology (OT) and industrial control systems (ICS)</a>, with a wide range of specialized consulting services. All of our engagements are deli..."
}
],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
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
01
Issue
17 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
02
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": 17,
"passing": 0,
"failing": [
{
"heading": "Tackle breaches confidently",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Tackle breaches confidently</p></div></h2>",
"firstParagraph": "Tackle breaches confidently",
"paragraphHtml": "<p>Tackle breaches confidently</p>",
"words": 3,
"direct": false,
"issue": "First paragraph is 3 words and does not look like a concise direct answer."
},
{
"heading": "Increase business resilience and strategic readiness",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Increase business resilience and strategic readiness</p></div></h2>",
"firstParagraph": "Increase business resilience and strategic readiness",
"paragraphHtml": "<p>Increase business resilience and strategic readiness</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Test and strengthen your security program with real-world attacks",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Test and strengthen your security program with real-world attacks</p></div></h2>",
"firstParagraph": "Test and strengthen your security program with real-world attacks",
"paragraphHtml": "<p>Test and strengthen your security program with real-world attacks</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "Elevate your cyber defense capabilities across all critical functions",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Elevate your cyber defense capabilities across all critical functions</p></div></h2>",
"firstParagraph": "Elevate your cyber defense capabilities across all critical functions",
"paragraphHtml": "<p>Elevate your cyber defense capabilities across all critical functions</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "Turn threat intelligence into confident decisions",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Turn threat intelligence into confident decisions</p></div></h2>",
"firstParagraph": "Turn threat intelligence into confident decisions",
"paragraphHtml": "<p>Turn threat intelligence into confident decisions</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Secure your AI systems and leverage AI to strengthen your cyber defenses",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Secure your AI systems and leverage AI to strengthen your cyber defenses</p></div></h2>",
"firstParagraph": "Secure your AI systems and leverage AI to strengthen your cyber defenses",
"paragraphHtml": "<p>Secure your AI systems and leverage AI to strengthen your cyber defenses</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Tap specialists across a range of services that fit your business challenges",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Tap specialists across a range of services that fit your business challenges</p></div></h2>",
"firstParagraph": "Tap specialists across a range of services that fit your business challenges",
"paragraphHtml": "<p>Tap specialists across a range of services that fit your business challenges</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Mandiant cyber risk partners",
"headingHtml": "<h2 class=\"ZsIWId D0aEmf \">Mandiant cyber risk partners</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Trusted by leading organizations",
"headingHtml": "<h3 class=\"tDwNgb D0aEmf PIdRuf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Trusted by leading organizations</p></div></h3>",
"firstParagraph": "Trusted by leading organizations",
"paragraphHtml": "<p>Trusted by leading organizations</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Recognized by industry analysts",
"headingHtml": "<h3 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p><b>Recognized by industry analysts</b></p></div></h3>",
"firstParagraph": "Recognized by industry analysts",
"paragraphHtml": "<p><b>Recognized by industry analysts</b></p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Browse resources",
"headingHtml": "<h3 class=\"k3Tfnd D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \">Browse resources</div></h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Have cybersecurity questions? Contact us.",
"headingHtml": "<h2 class=\"tDwNgb D0aEmf DEeN4d\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Have cybersecurity questions? Contact us.</p></div></h2>",
"firstParagraph": "Have cybersecurity questions? Contact us.",
"paragraphHtml": "<p>Have cybersecurity questions? Contact us.</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"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: Entity and definition clarity
AEO: Entity and definition clarity scored 80/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 80/100 and needs improvement.
1 Warning
Needs attention
AEO: Entity and definition clarity
01
Issue
Entity or definition gaps: cybersecurity, consulting, google, cloud.
Details
02
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
80/100
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 80/100 and needs improvement.
Evidence
{
"title": "Mandiant Cybersecurity Consulting | Google Cloud",
"h1": "Mandiant Cybersecurity Consulting",
"description": "Transform cyber defense with Mandiant. Engage frontline experts for incident response, threat intelligence services, and cyber risk management.",
"topicOverlap": 0.2,
"definitionCount": 15,
"topicTerms": [
"mandiant",
"cybersecurity",
"consulting",
"google",
"cloud"
],
"descriptionTerms": [
"transform",
"cyber",
"defense",
"mandiant",
"engage",
"frontline",
"experts",
"incident",
"response",
"threat",
"intelligence",
"services",
"risk",
"management"
],
"missingFromDescription": [
"cybersecurity",
"consulting",
"google",
"cloud"
],
"score": 80,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
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
01
Issue
Missing likely AI Overview intent sections: what, how, benefits, cost, compare.
Details
02
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": "Tackle breaches confidently",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Tackle breaches confidently</p></div></h2>"
},
{
"text": "Increase business resilience and strategic readiness",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Increase business resilience and strategic readiness</p></div></h2>"
},
{
"text": "Test and strengthen your security program with real-world attacks",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Test and strengthen your security program with real-world attacks</p></div></h2>"
},
{
"text": "Elevate your cyber defense capabilities across all critical functions",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Elevate your cyber defense capabilities across all critical functions</p></div></h2>"
},
{
"text": "Turn threat intelligence into confident decisions",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Turn threat intelligence into confident decisions</p></div></h2>"
},
{
"text": "Secure your AI systems and leverage AI to strengthen your cyber defenses",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Secure your AI systems and leverage AI to strengthen your cyber defenses</p></div></h2>"
},
{
"text": "Tap specialists across a range of services that fit your business challenges",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Tap specialists across a range of services that fit your business challenges</p></div></h2>"
},
{
"text": "Mandiant cyber risk partners",
"html": "<h2 class=\"ZsIWId D0aEmf \">Mandiant cyber risk partners</h2>"
},
{
"text": "Have cybersecurity questions? Contact us.",
"html": "<h2 class=\"tDwNgb D0aEmf DEeN4d\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Have cybersecurity questions? Contact us.</p></div></h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Mandiant Cybersecurity Consulting?",
"pattern": {}
},
{
"id": "how",
"label": "How does Mandiant Cybersecurity Consulting work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Mandiant Cybersecurity Consulting?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mandiant Cybersecurity Consulting free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mandiant Cybersecurity Consulting compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Mandiant Cybersecurity Consulting?",
"pattern": {}
},
{
"id": "how",
"label": "How does Mandiant Cybersecurity Consulting work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Mandiant Cybersecurity Consulting?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mandiant Cybersecurity Consulting free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mandiant Cybersecurity Consulting compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Needs attention
AI context endpoint
01
Issue
AI context endpoint is informational for this page.
02
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": 685456
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685327
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685326
}
]
},
"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
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
01
Issue
Missing likely AI Overview intent sections: what, how, benefits, cost, compare.
Details
02
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": "Tackle breaches confidently",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Tackle breaches confidently</p></div></h2>"
},
{
"text": "Increase business resilience and strategic readiness",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Increase business resilience and strategic readiness</p></div></h2>"
},
{
"text": "Test and strengthen your security program with real-world attacks",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Test and strengthen your security program with real-world attacks</p></div></h2>"
},
{
"text": "Elevate your cyber defense capabilities across all critical functions",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Elevate your cyber defense capabilities across all critical functions</p></div></h2>"
},
{
"text": "Turn threat intelligence into confident decisions",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Turn threat intelligence into confident decisions</p></div></h2>"
},
{
"text": "Secure your AI systems and leverage AI to strengthen your cyber defenses",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Secure your AI systems and leverage AI to strengthen your cyber defenses</p></div></h2>"
},
{
"text": "Tap specialists across a range of services that fit your business challenges",
"html": "<h2 class=\"ZsIWId D0aEmf\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Tap specialists across a range of services that fit your business challenges</p></div></h2>"
},
{
"text": "Mandiant cyber risk partners",
"html": "<h2 class=\"ZsIWId D0aEmf \">Mandiant cyber risk partners</h2>"
},
{
"text": "Have cybersecurity questions? Contact us.",
"html": "<h2 class=\"tDwNgb D0aEmf DEeN4d\"><div jsaction=\"rcuQ6b:npT2md\" jscontroller=\"M0Q3Qb\" data-is-cws-richtext=\"true\" class=\" \"><p>Have cybersecurity questions? Contact us.</p></div></h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Mandiant Cybersecurity Consulting?",
"pattern": {}
},
{
"id": "how",
"label": "How does Mandiant Cybersecurity Consulting work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Mandiant Cybersecurity Consulting?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mandiant Cybersecurity Consulting free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mandiant Cybersecurity Consulting compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Mandiant Cybersecurity Consulting?",
"pattern": {}
},
{
"id": "how",
"label": "How does Mandiant Cybersecurity Consulting work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Mandiant Cybersecurity Consulting?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mandiant Cybersecurity Consulting free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mandiant Cybersecurity Consulting 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
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
01
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.
02
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": 685717,
"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": 378801,
"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=\"pt-BR\"\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": "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": 685483,
"text": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n lang=\"sk\"\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=sk\"><link rel=\"search\" type=\"application/opensearchdescription+xml\"\n title=\"Google Cloud\" href=\"https://cloud.google.com/s/opensearch.xml\">\n <title>404 | Stránka sa nenašla | Google Cloud</title>\n\n<meta property=\"og:title\" content=\"404 | Stránka sa nenašla | 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-hidd"
},
"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": 685352,
"text": "\n\n\n\n\n\n\n\n\n<!doctype html>\n<html \n lang=\"en\"\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\"><link rel=\"search\" type=\"application/opensearchdescription+xml\"\n title=\"Google Cloud\" href=\"https://cloud.google.com/s/opensearch.xml\">\n <title>404 | Page Not Found | Google Cloud</title>\n\n<meta property=\"og:title\" content=\"404 | Page Not Found | 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-hidden\n "
}
},
"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": 12,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
},
{
"source": "visible-text",
"weight": 3,
"match": "register"
}
]
},
"resourceFetchSucceeded": false
}AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
Needs attention
IndexNow key
01
Issue
IndexNow key is informational for this page.
02
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
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
01
Issue
OAuth / OIDC discovery was not found at the expected path.
02
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": 685860
},
{
"path": "/.well-known/oauth-authorization-server",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 685443
}
]
},
"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": 12,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
},
{
"source": "visible-text",
"weight": 3,
"match": "register"
}
]
},
"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
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
01
Issue
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
02
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=\"ko\"\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": "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": 12,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
},
{
"source": "visible-text",
"weight": 3,
"match": "register"
}
]
},
"resourceFetchSucceeded": false
}Performance and AccessibilityAccessibilityBrowser audit
Elements with visible text labels do not have matching accessible names.
100 Fail
Performance and AccessibilityAccessibilityBrowser audit
Elements with visible text labels do not have matching accessible names.
100 Fail
Check name
Elements with visible text labels do not have matching accessible names.
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
Visible text labels that do not match the accessible name can result in a confusing experience for screen reader users. [Learn more about accessible names](https://dequeuniversity.com/rules/axe/4.11/label-content-name-mismatch).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "Visible text labels that do not match the accessible name can result in a confusing experience for screen reader users. [Learn more about accessible names](https://dequeuniversity.com/rules/axe/4.11/label-content-name-mismatch)."
}SEOSEOBrowser audit
Links do not have descriptive text
100 Fail
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/).
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
Document does not have a main landmark.
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Document does not have a main landmark.
20 Fail
Check name
Document does not have a main landmark.
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
One main landmark helps screen reader users navigate a web page. [Learn more about landmarks](https://dequeuniversity.com/rules/axe/4.11/landmark-one-main).
References
https://web.dev/learn/performance/Evidence
{
"description": "One main landmark helps screen reader users navigate a web page. [Learn more about landmarks](https://dequeuniversity.com/rules/axe/4.11/landmark-one-main)."
}Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
20 Fail
Check name
Render-blocking requests
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 120 ms
Fix guidance
Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path.
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 120 ms",
"description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}Performance and AccessibilityPerformanceBrowser audit
Reduce unused CSS
10 Warning
Performance and AccessibilityPerformanceBrowser audit
Reduce unused CSS
10 Warning
Check name
Reduce unused CSS
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 239 KiB
Fix guidance
Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 239 KiB",
"description": "Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).",
"numericValue": 0
}Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
10 Warning
Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
10 Warning
Check name
Reduce unused JavaScript
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 1,282 KiB
Fix guidance
Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 1,282 KiB",
"description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
"numericValue": 0
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
7 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
7 Fail
Check name
Loading performance
Score
64/100
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": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 93,
"displayValue": "1.1 s",
"numericValue": 1061.5023219657655
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 90,
"displayValue": "0.9 s",
"numericValue": 921.5017199746412
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 12,
"displayValue": "760 ms",
"numericValue": 757
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 38,
"displayValue": "290 ms",
"numericValue": 291
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 63,
"displayValue": "2.0 s",
"numericValue": 1979.8818774809135
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "0 ms",
"numericValue": 0.8999999999999999
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 16,
"displayValue": "7.1 s",
"numericValue": 7056.288818044557
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 120 ms",
"numericValue": 119
}
]
}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
Public scan score over time
Public reports for this website origin. Select any point or report link to open that canonical report.
| Scan date | Score | Readiness | Report |
|---|---|---|---|
| 48/100 | Level 2, Agent-Limited | View report | |
| 50/100 | Level 3, Bot-Aware | Current report |