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40/100

OVERALL SCORE

Level 2, Agent-Limited

Priority improvements needed for AI agents
AIDiscoverability40%Agent Easeof Use4%Security& Trust20%GEO, AIO, AEO74%SEO100%Performance& Accessibility45%
  • AI Discoverability 40 out of 100
  • Agent Ease of Use 4 out of 100
  • Security & Trust 20 out of 100
  • GEO, AIO and AEO 74 out of 100
  • SEO 100 out of 100
  • Performance and Accessibility 45 out of 100

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Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
40
Priority fix10121View details
Discoverability
57
Needs work450View details
Content Readiness
54
Needs work631View details
Bot Access Control
0
Priority fix040View details
Agent Ease of Use
4
Priority fix4242View details
API
0
Priority fix060View details
Auth
Not Applicable
Not Applicable040View details
MCP
13
Priority fix062View details
Skill Discovery
0
Priority fix080View details
Agent Commerce
Not Applicable
Not Applicable400
GEO, AIO and AEO
74
Needs work5213View details
GEO Readiness
84
Mostly ready204
AIO Readiness
72
Needs work214View details
AEO Readiness
65
Needs work115View details
SEO
100
Strong1100
SEO
100
Strong1100
Security & Trust
20
Priority fix540View details
Security & Trust
20
Priority fix140View details
AI Training Exposure
Not Applicable
Not Applicable400
Performance and Accessibility
45
Priority fix1971View details
Performance
21
Priority fix1041View details
Accessibility
90
Strong930View details

Prioritized recommendations

Issues ranked by score impact

50 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check
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

  1. Fetch API catalog

    The API catalog endpoint did not return HTTP 2xx.

  2. Validate RFC 9727 linkset

    Response is not valid JSON.

  3. 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"
      },
      "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": "<!DOCTYPE html><html data-country-code=\"in\"><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"><title>GitLab The One DevOps Platform</title><link rel=\"preconnect\" href=\"https://cdn.cookielaw.org\"><link rel=\"preconnect\" href=\"https://geolocation.onetrust.com\"><script hid=\"gtagConsent\" defer>\n  window.dataLayer = window.dataLayer || [];\n  function gtag(){dataLayer.push(arguments);}\n\n  const defaultConsents = window.dataLayer.filter(item => item.length && Array.from(item).indexOf('default') >= 0);\n\n  if(defaultConsents.length <= 2) {\n    gtag('consent', 'default', {\n      'analytics_storage': 'granted',\n      'ad_storage': 'granted',\n      'ad_user_data': 'granted',\n      'functionality_storage': 'granted',\n      'ad_personalization': 'granted',\n  "
      },
      "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."
    }
  ]
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check
01

Issue

OpenAPI YAML document did not match the expected shape. Content-Type "text/html" 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

  1. Find valid OpenAPI document

    OpenAPI YAML document did not match the expected shape. Content-Type "text/html" 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",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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": "<!DOCTYPE html><html data-country-code=\"in\"><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"><title>GitLab The One DevOps Platform</title><link rel=\"preconnect\" href=\"https://cdn.cookielaw.org\"><link rel=\"preconnect\" href=\"https://geolocation.onetrust.com\"><script hid=\"gtagConsent\" defer>\n  window.dataLayer = window.dataLayer || [];\n  function gtag(){dataLayer.push(arguments);}\n\n  const defaultConsents = window.dataLayer.filter(item => item.length && Array.from(item).indexOf('default') >= 0);\n\n  if(defaultConsents.length <= 2) {\n    gtag('consent', 'default', {\n      'analytics_storage': 'granted',\n      'ad_storage': 'granted',\n      'ad_user_data': 'granted',\n      'functionality_storage': 'granted',\n      'ad_personalization': 'granted',\n  "
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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": "<!DOCTYPE html><html data-country-code=\"in\"><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"><title>GitLab The One DevOps Platform</title><link rel=\"preconnect\" href=\"https://cdn.cookielaw.org\"><link rel=\"preconnect\" href=\"https://geolocation.onetrust.com\"><script hid=\"gtagConsent\" defer>\n  window.dataLayer = window.dataLayer || [];\n  function gtag(){dataLayer.push(arguments);}\n\n  const defaultConsents = window.dataLayer.filter(item => item.length && Array.from(item).indexOf('default') >= 0);\n\n  if(defaultConsents.length <= 2) {\n    gtag('consent', 'default', {\n      'analytics_storage': 'granted',\n      'ad_storage': 'granted',\n      'ad_user_data': 'granted',\n      'functionality_storage': 'granted',\n      'ad_personalization': 'granted',\n  "
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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": "<!DOCTYPE html><html data-country-code=\"in\"><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"><title>GitLab The One DevOps Platform</title><link rel=\"preconnect\" href=\"https://cdn.cookielaw.org\"><link rel=\"preconnect\" href=\"https://geolocation.onetrust.com\"><script hid=\"gtagConsent\" defer>\n  window.dataLayer = window.dataLayer || [];\n  function gtag(){dataLayer.push(arguments);}\n\n  const defaultConsents = window.dataLayer.filter(item => item.length && Array.from(item).indexOf('default') >= 0);\n\n  if(defaultConsents.length <= 2) {\n    gtag('consent', 'default', {\n      'analytics_storage': 'granted',\n      'ad_storage': 'granted',\n      'ad_user_data': 'granted',\n      'functionality_storage': 'granted',\n      'ad_personalization': 'granted',\n  "
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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": "<!DOCTYPE html><html data-country-code=\"in\"><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"><title>GitLab The One DevOps Platform</title><link rel=\"preconnect\" href=\"https://cdn.cookielaw.org\"><link rel=\"preconnect\" href=\"https://geolocation.onetrust.com\"><script hid=\"gtagConsent\" defer>\n  window.dataLayer = window.dataLayer || [];\n  function gtag(){dataLayer.push(arguments);}\n\n  const defaultConsents = window.dataLayer.filter(item => item.length && Array.from(item).indexOf('default') >= 0);\n\n  if(defaultConsents.length <= 2) {\n    gtag('consent', 'default', {\n      'analytics_storage': 'granted',\n      'ad_storage': 'granted',\n      'ad_user_data': 'granted',\n      'functionality_storage': 'granted',\n      'ad_personalization': 'granted',\n  "
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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": "<!DOCTYPE html><html data-country-code=\"in\"><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"><title>GitLab The One DevOps Platform</title><link rel=\"preconnect\" href=\"https://cdn.cookielaw.org\"><link rel=\"preconnect\" href=\"https://geolocation.onetrust.com\"><script hid=\"gtagConsent\" defer>\n  window.dataLayer = window.dataLayer || [];\n  function gtag(){dataLayer.push(arguments);}\n\n  const defaultConsents = window.dataLayer.filter(item => item.length && Array.from(item).indexOf('default') >= 0);\n\n  if(defaultConsents.length <= 2) {\n    gtag('consent', 'default', {\n      'analytics_storage': 'granted',\n      'ad_storage': 'granted',\n      'ad_user_data': 'granted',\n      'functionality_storage': 'granted',\n      'ad_personalization': 'granted',\n  "
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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": "<!DOCTYPE html><html data-country-code=\"in\"><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"><title>GitLab The One DevOps Platform</title><link rel=\"preconnect\" href=\"https://cdn.cookielaw.org\"><link rel=\"preconnect\" href=\"https://geolocation.onetrust.com\"><script hid=\"gtagConsent\" defer>\n  window.dataLayer = window.dataLayer || [];\n  function gtag(){dataLayer.push(arguments);}\n\n  const defaultConsents = window.dataLayer.filter(item => item.length && Array.from(item).indexOf('default') >= 0);\n\n  if(defaultConsents.length <= 2) {\n    gtag('consent', 'default', {\n      'analytics_storage': 'granted',\n      'ad_storage': 'granted',\n      'ad_user_data': 'granted',\n      'functionality_storage': 'granted',\n      'ad_personalization': 'granted',\n  "
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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": "<!DOCTYPE html><html data-country-code=\"in\"><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"><title>GitLab The One DevOps Platform</title><link rel=\"preconnect\" href=\"https://cdn.cookielaw.org\"><link rel=\"preconnect\" href=\"https://geolocation.onetrust.com\"><script hid=\"gtagConsent\" defer>\n  window.dataLayer = window.dataLayer || [];\n  function gtag(){dataLayer.push(arguments);}\n\n  const defaultConsents = window.dataLayer.filter(item => item.length && Array.from(item).indexOf('default') >= 0);\n\n  if(defaultConsents.length <= 2) {\n    gtag('consent', 'default', {\n      'analytics_storage': 'granted',\n      'ad_storage': 'granted',\n      'ad_user_data': 'granted',\n      'functionality_storage': 'granted',\n      'ad_personalization': 'granted',\n  "
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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."
    }
  ]
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check
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

Needs attention

Content Signal

Failed check
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 DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

33 Fail

Needs attention

FAQPage schema

Failed check
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": [
    "Corporation",
    "Organization"
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

33 Fail

Needs attention

High-value schema types

Failed check
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": [
    "Corporation",
    "Organization"
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

33 Fail

Needs attention

Link headers

Failed check
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

  1. Find useful Link headers

    No useful agent discovery Link headers were found.

  2. 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 DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

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

33 Fail

Needs attention

llms.txt

Failed check
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

  1. 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",
            "length": 10806
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          }
        ]
      },
      "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

Semantic HTML

Semantic HTML is missing or incomplete.

33 Fail

Needs attention

Semantic HTML

Failed check
01

Issue

Semantic HTML is incomplete: 0/2 applicable form inputs have autocomplete attributes (2 missing).

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": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": true,
  "accessibleLinks": true,
  "accessibleButtons": true,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [
      "<input value type=\"text\" placeholder=\"Search\">",
      "<input id=\"vendor-search-handler\" type=\"text\" name=\"vendor-search-handler\" placeholder=\"Search&#x2026;\" aria-label=\"Cookie list search\">"
    ],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 1,
    "headings": 50,
    "links": 189,
    "inaccessibleLinks": 0,
    "buttons": 35,
    "inaccessibleButtons": 0,
    "images": 50,
    "imagesWithAlt": 50,
    "autocompleteInputs": 2,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 2
  }
}

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check
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

  1. 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",
            "length": 10806
          }
        ]
      },
      "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."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

25 Fail

Needs attention

A2A Agent Card

Failed check
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

  1. 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",
            "length": 10806
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          }
        ]
      },
      "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".

25 Fail

Needs attention

Agent Skills index

Failed check
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

  1. 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",
            "length": 10806
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          }
        ]
      },
      "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".

25 Fail

Needs attention

agent.json

Failed check
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

  1. 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",
            "length": 10806
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          }
        ]
      },
      "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".

25 Fail

Needs attention

agents.json

Failed check
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

  1. 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",
            "length": 10806
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          }
        ]
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

25 Fail

Needs attention

Content-Security-Policy

Failed check
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": null
}

Security & TrustSecurity & TrustEstablished

Frame protection

Frame protection is missing or incomplete.

25 Fail

Needs attention

Frame protection

Failed check
01

Issue

Frame protection is missing or incomplete.

02

Why it matters

Frame protection blocks hostile sites from embedding pages in deceptive frames, reducing clickjacking risk.

Check name

Frame protection

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Prevent unwanted framing with X-Frame-Options or CSP frame-ancestors.

Result

Frame protection is missing or incomplete.

Evidence
{
  "xFrameOptions": null,
  "validXFrame": false,
  "contentSecurityPolicy": null,
  "cspFrameAncestors": false
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

25 Fail

Needs attention

MCP Server Card

Failed check
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

  1. 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",
            "length": 10806
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

25 Fail

Needs attention

mcp.json

Failed check
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

  1. 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",
            "length": 10806
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          }
        ]
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

25 Fail

Needs attention

Referrer-Policy

Failed check
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
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check
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

  1. 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",
            "length": 10806
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          }
        ]
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

X-Content-Type-Options

X-Content-Type-Options is missing or incomplete.

25 Fail

Needs attention

X-Content-Type-Options

Failed check
01

Issue

X-Content-Type-Options is missing or incomplete.

02

Why it matters

X-Content-Type-Options prevents browsers from treating mislabeled files as executable content, reducing content-sniffing attacks.

Check name

X-Content-Type-Options

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Prevent MIME sniffing for browser-loaded resources.

Result

X-Content-Type-Options is missing or incomplete.

Evidence
{
  "header": "x-content-type-options",
  "value": null
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

25 Warning

Needs attention

Content freshness signals

Warning
01

Issue

Content freshness signals are incomplete: 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

25/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is partially implemented.

Evidence
{
  "lastModified": "Fri, 05 Jun 2026 01:10:33 GMT",
  "schemaDates": [],
  "metaDateCount": 0,
  "timeDateCount": 0
}

Agent Ease of UseMCPInformational

WebMCP

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

13 Warning

Needs attention

WebMCP

Warning
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

  1. Detect data-mcp-tool annotations

    No data-mcp-tool attributes were found on interactive elements.

  2. Detect WebMCP declarative tags

    No elements found with tool-name or tool-description attributes.

  3. Validate WebMCP declarative annotation quality

    WebMCP declarative annotations need fixes.

    WebMCP declarative annotation issues
    • <input> is missing a name attribute.
    • <input> is missing a label.
    • <input> is missing tool-param-description.
    • <input name="ot-group-id-C0003"> is missing tool-param-description.
    • <input name="ot-group-id-C0002"> is missing tool-param-description.
    • <input name="ot-group-id-C0004"> is missing tool-param-description.
    • <input name="ot-group-id-C0007"> is missing tool-param-description.
    • <input name="ot-group-id-C0008"> is missing tool-param-description.
    • <input name="vendor-search-handler"> is missing tool-param-description.
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
  4. Detect WebMCP imperative API usage

    navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.

  5. Detect WebMCP browser navigator injection

    navigator.modelContext was not detected in the rendered browser page.

  6. 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": 0,
        "formsWithTags": 0,
        "totalInteractive": 235,
        "interactiveWithTags": 0,
        "totalCount": 235,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0007\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0008\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "No elements found with tool-name or tool-description attributes.",
      "howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
    },
    {
      "id": "declarative-annotation-quality",
      "title": "Validate WebMCP declarative annotation quality",
      "status": "warning",
      "evidence": {
        "issueCount": 17,
        "issues": [
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0007\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0008\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing a label."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0003\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0002\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0004\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0007\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0008\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"vendor-search-handler\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            }
          ]
        }
      ],
      "howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
    },
    {
      "id": "imperative-api",
      "title": "Detect WebMCP imperative API usage",
      "status": "informational",
      "evidence": {
        "staticSignals": {
          "detected": false,
          "matched": []
        },
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
      "howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
    },
    {
      "id": "browser-navigator-injection",
      "title": "Detect WebMCP browser navigator injection",
      "status": "informational",
      "evidence": {
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext was not detected in the rendered browser page.",
      "howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
    },
    {
      "id": "surface-coverage",
      "title": "Interactive surface coverage",
      "status": "informational",
      "evidence": {
        "totalForms": 0,
        "formsWithTags": 0,
        "totalInteractive": 235,
        "interactiveWithTags": 0,
        "totalCount": 235,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0007\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0008\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "Only 0% of interactive surfaces are annotated.",
      "howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
    }
  ],
  "staticSignals": {
    "detected": false,
    "matched": []
  },
  "coverage": {
    "totalForms": 0,
    "formsWithTags": 0,
    "totalInteractive": 235,
    "interactiveWithTags": 0,
    "totalCount": 235,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input> is missing a name attribute.",
      "<input> is missing a label.",
      "<input> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0007\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0008\"> is missing tool-param-description.",
      "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

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

6 Fail

Needs attention

AIO: Source and trust signals

Failed check
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": [],
  "aboutLinks": [
    {
      "href": "https://handbook.gitlab.com/handbook/company/culture/all-remote/",
      "text": "Remote",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"Remote\" data-nav-levelone=\"resources\" data-nav-leveltwo=\"remote\" data-ga-name=\"remote\" data-ga-location=\"header\" tabindex=\"0\" href=\"https://handbook.gitlab.com/handbook/company/culture/all-remote/\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> Remote<!--]--></a>"
    },
    {
      "href": "/company/",
      "text": "About",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"About\" data-nav-levelone=\"company\" data-nav-leveltwo=\"about\" data-ga-name=\"about\" data-ga-location=\"header\" tabindex=\"0\" href=\"/company/\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> About<!--]--></a>"
    },
    {
      "href": "/company/team/e-group/",
      "text": "Leadership",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"Leadership\" data-nav-levelone=\"company\" data-nav-leveltwo=\"leadership\" data-ga-name=\"leadership\" data-ga-location=\"header\" tabindex=\"0\" href=\"/company/team/e-group/\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> Leadership<!--]--></a>"
    },
    {
      "href": "/company/team/",
      "text": "Team",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"Team\" data-nav-levelone=\"company\" data-nav-leveltwo=\"team\" data-ga-name=\"team\" data-ga-location=\"header\" tabindex=\"0\" href=\"/company/team/\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> Team<!--]--></a>"
    },
    {
      "href": "/company/contact/#contact-forms",
      "text": "Newsletter",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"Newsletter\" data-nav-levelone=\"company\" data-nav-leveltwo=\"newsletter\" data-ga-name=\"newsletter\" data-ga-location=\"header\" tabindex=\"0\" href=\"/company/contact/#contact-forms\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> Newsletter<!--]--></a>"
    },
    {
      "href": "https://about.gitlab.com/sales/?contact-topic=request-demo",
      "text": "Request a demo",
      "html": "<a tabindex=\"0\" data-ga-name=\"sales\" data-ga-location=\"header\" name=\"Talk to sales\" class=\"slp-btn slp-btn-secondary\" href=\"https://about.gitlab.com/sales/?contact-topic=request-demo\" data-v-c6fd7cb9 data-v-7b732b26>Request a demo</a>"
    },
    {
      "href": "https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&glm_content=default-saas-trial/",
      "text": "Get free trial",
      "html": "<a tabindex=\"0\" data-ga-name=\"free trial\" data-ga-location=\"header\" class=\"slp-btn slp-btn-primary\" href=\"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&amp;glm_content=default-saas-trial/\" data-v-c6fd7cb9 data-v-7b732b26><!--[-->Get free trial<!--]--></a>"
    },
    {
      "href": "https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&glm_content=default-saas-trial/",
      "text": "Get free trial",
      "html": "<a class=\"navigation__mobile-trial-button slp-btn slp-btn-primary navigation__mobile-trial-button\" name=\"Get free trial\" data-ga-name=\"free trial\" data-ga-location=\"header\" href=\"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&amp;glm_content=default-saas-trial/\" data-v-c6fd7cb9 data-v-7b732b26><!--[-->Get free trial<!--]--></a>"
    },
    {
      "href": "/solutions/application-security-testing/",
      "text": "Learn more about security",
      "html": "<a data-ga-name=\"security\" data-ga-location=\"cards\" class=\"slp-btn slp-btn-outline\" href=\"/solutions/application-security-testing/\" data-v-c6fd7cb9 data-v-510628fe><!--[-->Learn more about security<!--]--></a>"
    },
    {
      "href": "https://gitlab.com/-/trial_registrations/new?glm_content=default-saas-trial&glm_source=about.gitlab.com/",
      "text": "Get your free trial",
      "html": "<a data-ga-name=\"free trial\" class=\"main-button slp-btn slp-btn-primary main-button\" data-ga-location=\"feature\" href=\"https://gitlab.com/-/trial_registrations/new?glm_content=default-saas-trial&amp;glm_source=about.gitlab.com/\" data-v-c6fd7cb9 data-v-e2df1e02><!--[-->Get your free trial <!----><!--]--></a>"
    },
    {
      "href": "https://handbook.gitlab.com/handbook/company/culture/all-remote/",
      "text": "Remote",
      "html": "<a href=\"https://handbook.gitlab.com/handbook/company/culture/all-remote/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"remote\" data-v-a8920611>Remote</a>"
    },
    {
      "href": "/company/",
      "text": "About",
      "html": "<a href=\"/company/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"company\" data-v-a8920611>About</a>"
    },
    {
      "href": "/company/team/e-group/",
      "text": "Leadership",
      "html": "<a href=\"/company/team/e-group/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"leadership\" data-v-a8920611>Leadership</a>"
    },
    {
      "href": "/company/team/",
      "text": "Team",
      "html": "<a href=\"/company/team/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"team\" data-v-a8920611>Team</a>"
    },
    {
      "href": "/company/contact/#contact-forms",
      "text": "Newsletter",
      "html": "<a href=\"/company/contact/#contact-forms\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"newsletter\" data-v-a8920611>Newsletter</a>"
    },
    {
      "href": "https://www.linkedin.com/company/gitlab-com",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/gitlab-com\" data-ga-name=\"linkedin\" data-ga-location=\"footer\" aria-label=\"LinkedIn\" data-v-56595311><svg viewBox=\"0 0 500 500\" class=\"slp-icon slp-icon slp-icon--size-sm slp-icon--color-color-text-300 social__links--icon\" style=\"\" role=\"img\" aria-hidden=\"true\" data-icon-name=\"\" data-v-c3411281=\"\" data-v-56595311=\"\"><path fill=\"currentColor\" d=\"M100.28 448H7.4V148.9h92.88zM53.79 108.1C24.09 108.1 0 83.5 0 53.8a53.79 53.79 0 01107.58 0c0 29.7-24.1 54.3-..."
    },
    {
      "href": "https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/",
      "text": "View page source",
      "html": "<a target=\"_blank\" class=\"footer-source__button\" href=\"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/\" data-ga-name=\"page source\" data-ga-location=\"footer\" data-v-2b76ce90>View page source</a>"
    },
    {
      "href": "https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/content/en-us/index.yml",
      "text": "Edit this page",
      "html": "<a target=\"_blank\" class=\"be-nav-footer__button\" href=\"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/content/en-us/index.yml\" data-ga-name=\"web ide\" data-ga-location=\"footer\" data-v-2b76ce90>Edit this page</a>"
    },
    {
      "href": "https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/CONTRIBUTING.md/",
      "text": "Please contribute",
      "html": "<a target=\"_blank\" href=\"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/CONTRIBUTING.md/\" data-ga-name=\"please contribute\" data-ga-location=\"footer\" data-v-2b76ce90>Please contribute</a>"
    },
    {
      "href": "https://about.gitlab.com/privacy/cookies/",
      "text": "Cookie Policy",
      "html": "<a href=\"https://about.gitlab.com/privacy/cookies/\" class=\"privacy-notice-link\" rel=\"noopener noreferrer\" target=\"_blank\" aria-label=\"More information about your privacy, opens in a new tab\">Cookie Policy</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/company/contact/#contact-forms",
      "text": "Newsletter",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"Newsletter\" data-nav-levelone=\"company\" data-nav-leveltwo=\"newsletter\" data-ga-name=\"newsletter\" data-ga-location=\"header\" tabindex=\"0\" href=\"/company/contact/#contact-forms\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> Newsletter<!--]--></a>"
    },
    {
      "href": "https://support.gitlab.com",
      "text": "Support portal",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"Support portal\" data-nav-levelone=\"company\" data-nav-leveltwo=\"support portal\" data-ga-name=\"support portal\" data-ga-location=\"header\" tabindex=\"0\" href=\"https://support.gitlab.com\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> Support portal<!--]--></a>"
    },
    {
      "href": "https://about.gitlab.com/sales/?contact-topic=request-demo",
      "text": "Request a demo",
      "html": "<a tabindex=\"0\" data-ga-name=\"sales\" data-ga-location=\"header\" name=\"Talk to sales\" class=\"slp-btn slp-btn-secondary\" href=\"https://about.gitlab.com/sales/?contact-topic=request-demo\" data-v-c6fd7cb9 data-v-7b732b26>Request a demo</a>"
    },
    {
      "href": "/sales/",
      "text": "Contact sales",
      "html": "<a data-ga-name=\"sales\" class=\"secondary-button slp-btn slp-btn-tertiary secondary-button\" data-ga-location=\"feature\" href=\"/sales/\" data-v-c6fd7cb9 data-v-e2df1e02><!--[-->Contact sales<svg viewBox=\"0 0 16 16\" xmlns=\"http://www.w3.org/2000/svg\" class=\"slp-icon slp-icon slp-icon--color-color-text-300 slp-ml-8\" style=\"width:16px;height:16px;\" role=\"img\" aria-hidden=\"true\" data-icon-name=\"\" data-v-c3411281=\"\" data-v-e2df1e02=\"\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M5.22 2.22a.75.75..."
    },
    {
      "href": "/sales/",
      "text": "Contact sales",
      "html": "<a href=\"/sales/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"sales\" data-v-a8920611>Contact sales</a>"
    },
    {
      "href": "https://support.gitlab.com",
      "text": "Support portal",
      "html": "<a href=\"https://support.gitlab.com\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"support portal\" data-v-a8920611>Support portal</a>"
    },
    {
      "href": "/company/contact/#contact-forms",
      "text": "Newsletter",
      "html": "<a href=\"/company/contact/#contact-forms\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"newsletter\" data-v-a8920611>Newsletter</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/terms/",
      "text": "Terms of use",
      "html": "<a href=\"/terms/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"terms of use\" data-v-a8920611>Terms of use</a>"
    },
    {
      "href": "/privacy/",
      "text": "Privacy statement",
      "html": "<a href=\"/privacy/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"privacy statement\" data-v-a8920611>Privacy statement</a>"
    },
    {
      "href": "https://about.gitlab.com/privacy/cookies/",
      "text": "Cookie Policy",
      "html": "<a href=\"https://about.gitlab.com/privacy/cookies/\" class=\"privacy-notice-link\" rel=\"noopener noreferrer\" target=\"_blank\" aria-label=\"More information about your privacy, opens in a new tab\">Cookie Policy</a>"
    }
  ],
  "score": 40,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

5 Fail

Needs attention

AEO: Answer evidence and trust

Failed check
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://handbook.gitlab.com/handbook/company/culture/all-remote/",
      "text": "Remote",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"Remote\" data-nav-levelone=\"resources\" data-nav-leveltwo=\"remote\" data-ga-name=\"remote\" data-ga-location=\"header\" tabindex=\"0\" href=\"https://handbook.gitlab.com/handbook/company/culture/all-remote/\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> Remote<!--]--></a>"
    },
    {
      "href": "/company/",
      "text": "About",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"About\" data-nav-levelone=\"company\" data-nav-leveltwo=\"about\" data-ga-name=\"about\" data-ga-location=\"header\" tabindex=\"0\" href=\"/company/\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> About<!--]--></a>"
    },
    {
      "href": "/company/team/e-group/",
      "text": "Leadership",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"Leadership\" data-nav-levelone=\"company\" data-nav-leveltwo=\"leadership\" data-ga-name=\"leadership\" data-ga-location=\"header\" tabindex=\"0\" href=\"/company/team/e-group/\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> Leadership<!--]--></a>"
    },
    {
      "href": "/company/team/",
      "text": "Team",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"Team\" data-nav-levelone=\"company\" data-nav-leveltwo=\"team\" data-ga-name=\"team\" data-ga-location=\"header\" tabindex=\"0\" href=\"/company/team/\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> Team<!--]--></a>"
    },
    {
      "href": "/company/contact/#contact-forms",
      "text": "Newsletter",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"Newsletter\" data-nav-levelone=\"company\" data-nav-leveltwo=\"newsletter\" data-ga-name=\"newsletter\" data-ga-location=\"header\" tabindex=\"0\" href=\"/company/contact/#contact-forms\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> Newsletter<!--]--></a>"
    },
    {
      "href": "https://about.gitlab.com/sales/?contact-topic=request-demo",
      "text": "Request a demo",
      "html": "<a tabindex=\"0\" data-ga-name=\"sales\" data-ga-location=\"header\" name=\"Talk to sales\" class=\"slp-btn slp-btn-secondary\" href=\"https://about.gitlab.com/sales/?contact-topic=request-demo\" data-v-c6fd7cb9 data-v-7b732b26>Request a demo</a>"
    },
    {
      "href": "https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&glm_content=default-saas-trial/",
      "text": "Get free trial",
      "html": "<a tabindex=\"0\" data-ga-name=\"free trial\" data-ga-location=\"header\" class=\"slp-btn slp-btn-primary\" href=\"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&amp;glm_content=default-saas-trial/\" data-v-c6fd7cb9 data-v-7b732b26><!--[-->Get free trial<!--]--></a>"
    },
    {
      "href": "https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&glm_content=default-saas-trial/",
      "text": "Get free trial",
      "html": "<a class=\"navigation__mobile-trial-button slp-btn slp-btn-primary navigation__mobile-trial-button\" name=\"Get free trial\" data-ga-name=\"free trial\" data-ga-location=\"header\" href=\"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&amp;glm_content=default-saas-trial/\" data-v-c6fd7cb9 data-v-7b732b26><!--[-->Get free trial<!--]--></a>"
    },
    {
      "href": "/solutions/application-security-testing/",
      "text": "Learn more about security",
      "html": "<a data-ga-name=\"security\" data-ga-location=\"cards\" class=\"slp-btn slp-btn-outline\" href=\"/solutions/application-security-testing/\" data-v-c6fd7cb9 data-v-510628fe><!--[-->Learn more about security<!--]--></a>"
    },
    {
      "href": "https://gitlab.com/-/trial_registrations/new?glm_content=default-saas-trial&glm_source=about.gitlab.com/",
      "text": "Get your free trial",
      "html": "<a data-ga-name=\"free trial\" class=\"main-button slp-btn slp-btn-primary main-button\" data-ga-location=\"feature\" href=\"https://gitlab.com/-/trial_registrations/new?glm_content=default-saas-trial&amp;glm_source=about.gitlab.com/\" data-v-c6fd7cb9 data-v-e2df1e02><!--[-->Get your free trial <!----><!--]--></a>"
    },
    {
      "href": "https://handbook.gitlab.com/handbook/company/culture/all-remote/",
      "text": "Remote",
      "html": "<a href=\"https://handbook.gitlab.com/handbook/company/culture/all-remote/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"remote\" data-v-a8920611>Remote</a>"
    },
    {
      "href": "/company/",
      "text": "About",
      "html": "<a href=\"/company/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"company\" data-v-a8920611>About</a>"
    },
    {
      "href": "/company/team/e-group/",
      "text": "Leadership",
      "html": "<a href=\"/company/team/e-group/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"leadership\" data-v-a8920611>Leadership</a>"
    },
    {
      "href": "/company/team/",
      "text": "Team",
      "html": "<a href=\"/company/team/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"team\" data-v-a8920611>Team</a>"
    },
    {
      "href": "/company/contact/#contact-forms",
      "text": "Newsletter",
      "html": "<a href=\"/company/contact/#contact-forms\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"newsletter\" data-v-a8920611>Newsletter</a>"
    },
    {
      "href": "https://www.linkedin.com/company/gitlab-com",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/gitlab-com\" data-ga-name=\"linkedin\" data-ga-location=\"footer\" aria-label=\"LinkedIn\" data-v-56595311><svg viewBox=\"0 0 500 500\" class=\"slp-icon slp-icon slp-icon--size-sm slp-icon--color-color-text-300 social__links--icon\" style=\"\" role=\"img\" aria-hidden=\"true\" data-icon-name=\"\" data-v-c3411281=\"\" data-v-56595311=\"\"><path fill=\"currentColor\" d=\"M100.28 448H7.4V148.9h92.88zM53.79 108.1C24.09 108.1 0 83.5 0 53.8a53.79 53.79 0 01107.58 0c0 29.7-24.1 54.3-..."
    },
    {
      "href": "https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/",
      "text": "View page source",
      "html": "<a target=\"_blank\" class=\"footer-source__button\" href=\"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/\" data-ga-name=\"page source\" data-ga-location=\"footer\" data-v-2b76ce90>View page source</a>"
    },
    {
      "href": "https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/content/en-us/index.yml",
      "text": "Edit this page",
      "html": "<a target=\"_blank\" class=\"be-nav-footer__button\" href=\"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/content/en-us/index.yml\" data-ga-name=\"web ide\" data-ga-location=\"footer\" data-v-2b76ce90>Edit this page</a>"
    },
    {
      "href": "https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/CONTRIBUTING.md/",
      "text": "Please contribute",
      "html": "<a target=\"_blank\" href=\"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/CONTRIBUTING.md/\" data-ga-name=\"please contribute\" data-ga-location=\"footer\" data-v-2b76ce90>Please contribute</a>"
    },
    {
      "href": "https://about.gitlab.com/privacy/cookies/",
      "text": "Cookie Policy",
      "html": "<a href=\"https://about.gitlab.com/privacy/cookies/\" class=\"privacy-notice-link\" rel=\"noopener noreferrer\" target=\"_blank\" aria-label=\"More information about your privacy, opens in a new tab\">Cookie Policy</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/company/contact/#contact-forms",
      "text": "Newsletter",
      "html": "<a class=\"navigation-dropdown-lists__link slp-btn slp-btn-ghost navigation-dropdown-lists__link\" name=\"Newsletter\" data-nav-levelone=\"company\" data-nav-leveltwo=\"newsletter\" data-ga-name=\"newsletter\" data-ga-location=\"header\" tabindex=\"0\" href=\"/company/contact/#contact-forms\" data-v-c6fd7cb9 data-v-153c9f7a><!--[--><!----> Newsletter<!--]--></a>"
    },
    {
      "href": "https://support.gitlab.com",
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    },
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      "href": "https://about.gitlab.com/sales/?contact-topic=request-demo",
      "text": "Request a demo",
      "html": "<a tabindex=\"0\" data-ga-name=\"sales\" data-ga-location=\"header\" name=\"Talk to sales\" class=\"slp-btn slp-btn-secondary\" href=\"https://about.gitlab.com/sales/?contact-topic=request-demo\" data-v-c6fd7cb9 data-v-7b732b26>Request a demo</a>"
    },
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      "href": "/sales/",
      "text": "Contact sales",
      "html": "<a data-ga-name=\"sales\" class=\"secondary-button slp-btn slp-btn-tertiary secondary-button\" data-ga-location=\"feature\" href=\"/sales/\" data-v-c6fd7cb9 data-v-e2df1e02><!--[-->Contact sales<svg viewBox=\"0 0 16 16\" xmlns=\"http://www.w3.org/2000/svg\" class=\"slp-icon slp-icon slp-icon--color-color-text-300 slp-ml-8\" style=\"width:16px;height:16px;\" role=\"img\" aria-hidden=\"true\" data-icon-name=\"\" data-v-c3411281=\"\" data-v-e2df1e02=\"\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M5.22 2.22a.75.75..."
    },
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      "href": "/sales/",
      "text": "Contact sales",
      "html": "<a href=\"/sales/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"sales\" data-v-a8920611>Contact sales</a>"
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      "html": "<a href=\"https://support.gitlab.com\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"support portal\" data-v-a8920611>Support portal</a>"
    },
    {
      "href": "/company/contact/#contact-forms",
      "text": "Newsletter",
      "html": "<a href=\"/company/contact/#contact-forms\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"newsletter\" data-v-a8920611>Newsletter</a>"
    }
  ],
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      "text": "Terms of use",
      "html": "<a href=\"/terms/\" class=\"link\" data-ga-location=\"footer\" data-ga-name=\"terms of use\" data-v-a8920611>Terms of use</a>"
    },
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      "text": "Privacy statement",
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  "score": 40,
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}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 70/100 and needs improvement.

4 Warning

Needs attention

GEO: Entity clarity

Warning
01

Issue

Title/H1 terms missing from description: finally, entire, software, lifecycle, ship, faster, trust.

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

70/100

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 70/100 and needs improvement.

Evidence
{
  "title": "Finally, AI for the entire software lifecycle.",
  "h1": "Ship faster. With trust.",
  "description": "Your intelligent orchestration platform for DevSecOps",
  "topicOverlap": 0,
  "topicTerms": [
    "finally",
    "entire",
    "software",
    "lifecycle",
    "ship",
    "faster",
    "trust"
  ],
  "descriptionTerms": [
    "intelligent",
    "orchestration",
    "platform",
    "devsecops"
  ],
  "missingFromDescription": [
    "finally",
    "entire",
    "software",
    "lifecycle",
    "ship",
    "faster",
    "trust"
  ],
  "score": 70,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

4 Warning

Needs attention

AEO: Answer-first sections

Warning
01

Issue

41 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": 42,
  "passing": 1,
  "failing": [
    {
      "heading": "Automation",
      "headingHtml": "<h3 class=\"slp-text-body2-bold navigation-dropdown-lists__column-title\" data-v-64ad2128 data-v-153c9f7a><!--[-->Automation<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
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      "heading": "Security",
      "headingHtml": "<h3 class=\"slp-text-body2-bold navigation-dropdown-lists__column-title\" data-v-64ad2128 data-v-153c9f7a><!--[-->Security<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Measurement",
      "headingHtml": "<h3 class=\"slp-text-body2-bold navigation-dropdown-lists__column-title\" data-v-64ad2128 data-v-153c9f7a><!--[-->Measurement<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "GitLab for",
      "headingHtml": "<h3 class=\"slp-text-body2-bold navigation-dropdown-lists__column-title\" data-v-64ad2128 data-v-153c9f7a><!--[-->GitLab for<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Getting started",
      "headingHtml": "<h3 class=\"slp-text-body2-bold navigation-dropdown-lists__column-title\" data-v-64ad2128 data-v-153c9f7a><!--[-->Getting started<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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    {
      "heading": "Discover",
      "headingHtml": "<h3 class=\"slp-text-body2-bold navigation-dropdown-lists__column-title\" data-v-64ad2128 data-v-153c9f7a><!--[-->Discover<!--]--><!----></h3>",
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      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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      "heading": "Connect",
      "headingHtml": "<h3 class=\"slp-text-body2-bold navigation-dropdown-lists__column-title\" data-v-64ad2128 data-v-153c9f7a><!--[-->Connect<!--]--><!----></h3>",
      "firstParagraph": "Stay updated with our latest features and improvements.",
      "paragraphHtml": "<p class=\"slp-text-body1 navigation__feature-description slp-mb-32\" data-v-64ad2128 data-v-80e7ced9><!--[-->Stay updated with our latest features and improvements.<!--]--><!----></p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
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      "heading": "What's new in GitLab",
      "headingHtml": "<h2 class=\"slp-text-heading5-bold homepage-hero-v2__feature-title\" data-v-64ad2128 data-v-ae7828fe><!--[-->What&apos;s new in GitLab<!--]--><!----></h2>",
      "firstParagraph": "60+ improvements across AI, Security and much more",
      "paragraphHtml": "<p class=\"slp-text-body2 homepage-hero-v2__feature-desc\" data-v-64ad2128 data-v-ae7828fe><!--[-->60+ improvements across AI, Security and much more<!--]--><!----></p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
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    {
      "heading": "GitLab Duo",
      "headingHtml": "<h2 class=\"slp-text-heading5-bold homepage-hero-v2__feature-title\" data-v-64ad2128 data-v-ae7828fe><!--[-->GitLab Duo<!--]--><!----></h2>",
      "firstParagraph": "AI-powered DevSecOps across the entire lifecycle.",
      "paragraphHtml": "<p class=\"slp-text-body2 homepage-hero-v2__feature-desc\" data-v-64ad2128 data-v-ae7828fe><!--[-->AI-powered DevSecOps across the entire lifecycle.<!--]--><!----></p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Security built in",
      "headingHtml": "<h2 class=\"slp-text-heading5-bold homepage-hero-v2__feature-title\" data-v-64ad2128 data-v-ae7828fe><!--[-->Security built in<!--]--><!----></h2>",
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      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Built for how you work",
      "headingHtml": "<h2 class=\"slp-text-display1 slp-mb-24 copy__title\" data-v-64ad2128 data-v-aba86110><!--[-->Built for how you work<!--]--><!----></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Join the 50+ million people already using GitLab.",
      "headingHtml": "<h3 class=\"slp-text-heading4 copy__subtitle slp-mb-24\" style=\"color:#74717A;\" data-v-64ad2128 data-v-aba86110><!--[--><div data-v-aba86110><p><!--[-->Join the 50+ million people already using GitLab.<!--]--></p></div><!--]--><!----></h3>",
      "firstParagraph": "Join the 50+ million people already using GitLab.",
      "paragraphHtml": "<p><!--[-->Join the 50+ million people already using GitLab.<!--]--></p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Define how teams and AI agents work together",
      "headingHtml": "<h3 class=\"slp-text-heading3-bold stacking-cards__card-title slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->Define how teams and AI agents work together<!--]--><!----></h3>",
      "firstParagraph": "Customize your workflows for development, testing, security, and deployment. Teams orchestrate from above the software lifecycle while AI agents execute within it, automating repetitive tasks based on the rules and guardrails you set. Your agents turn issues into merge requests, remediate vulnerabilities, and review...",
      "paragraphHtml": "<p class=\"slp-text-body1 stacking-cards__card-description slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->Customize your workflows for development, testing, security, and deployment. Teams orchestrate from above the software lifecycle while AI agents execute within it, automating repetitive tasks based on the rules and guardrails you set. Your agents turn issues into merge requests, remediate vulnerabilities, and review code &#x2014; your team remains in control.<!--]--><!----></p>",
      "words": 50,
      "direct": false,
      "issue": "First paragraph is 50 words and does not look like a concise direct answer."
    },
    {
      "heading": "Your end-to-end DevOps process in one place",
      "headingHtml": "<h3 class=\"slp-text-heading3-bold stacking-cards__card-title slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->Your end-to-end DevOps process in one place<!--]--><!----></h3>",
      "firstParagraph": "From planning to source code management to CI/CD, everything you need to build and ship software faster in one platform. All your data — projects, releases, code — in a single data plane, so your team and agents can work from one source of truth.",
      "paragraphHtml": "<p class=\"slp-text-body1 stacking-cards__card-description slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->From planning to source code management to CI/CD, everything you need to build and ship software faster in one platform. All your data &#x2014; projects, releases, code &#x2014; in a single data plane, so your team and agents can work from one source of truth.<!--]--><!----></p>",
      "words": 44,
      "direct": false,
      "issue": "First paragraph is 44 words and does not look like a concise direct answer."
    },
    {
      "heading": "Be proactive with security built in, not bolted on",
      "headingHtml": "<h3 class=\"slp-text-heading3-bold stacking-cards__card-title slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->Be proactive with security built in, not bolted on<!--]--><!----></h3>",
      "firstParagraph": "Build secure products with fewer security products. Consolidate scanners like SAST, SCA, Secret Detection, and DAST into one platform. Security findings appear directly in merge requests and IDEs. Apply controls for compliance and collect audit-ready evidence automatically in every pipeline.",
      "paragraphHtml": "<p class=\"slp-text-body1 stacking-cards__card-description slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->Build secure products with fewer security products. Consolidate scanners like SAST, SCA, Secret Detection, and DAST into one platform. Security findings appear directly in merge requests and IDEs. Apply controls for compliance and collect audit-ready evidence automatically in every pipeline.<!--]--><!----></p>",
      "words": 40,
      "direct": false,
      "issue": "First paragraph is 40 words and does not look like a concise direct answer."
    },
    {
      "heading": "Built to meet your industry’s demands",
      "headingHtml": "<h2 class=\"slp-text-display1 slp-mb-24\" data-v-64ad2128 data-v-81c07158><!--[-->Built to meet your industry&#x2019;s demands<!--]--><!----></h2>",
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      "paragraphHtml": "<p class=\"slp-text-body1 homepage-industry__description slp-mb-48 slp-mr-md-24\" data-v-64ad2128 data-v-81c07158><!--[-->Every industry faces unique security, compliance, and delivery requirements. GitLab adapts to your regulatory environment while maintaining the velocity your teams need.<!--]--><!----></p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Financial Services",
      "headingHtml": "<h3 class=\"slp-text-body1-bold\" data-v-64ad2128 data-v-81c07158><!--[-->Financial Services<!--]--><!----></h3>",
      "firstParagraph": "Meet strict regulatory requirements without sacrificing delivery speed. Maintain audit trails, access controls, and comprehensive security testing.",
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      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Public Sector",
      "headingHtml": "<h3 class=\"slp-text-body1-bold\" data-v-64ad2128 data-v-81c07158><!--[-->Public Sector<!--]--><!----></h3>",
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      "paragraphHtml": "<p class=\"slp-text-body1 homepage-industry__card-description slp-mb-24\" data-v-64ad2128 data-v-81c07158><!--[-->Build software that meets federal security standards. Deploy in air-gapped environments, maintain government compliance, and secure software by design.<!--]--><!----></p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Telecommunications",
      "headingHtml": "<h3 class=\"slp-text-body1-bold\" data-v-64ad2128 data-v-81c07158><!--[-->Telecommunications<!--]--><!----></h3>",
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      "paragraphHtml": "<p class=\"slp-text-body1 homepage-industry__card-description slp-mb-24\" data-v-64ad2128 data-v-81c07158><!--[-->Scale network infrastructure with confidence. Support complex deployment pipelines, strict uptime requirements, and distributed edge environments.<!--]--><!----></p>",
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      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
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    {
      "heading": "Automotive",
      "headingHtml": "<h3 class=\"slp-text-body1-bold\" data-v-64ad2128 data-v-81c07158><!--[-->Automotive<!--]--><!----></h3>",
      "firstParagraph": "Accelerate the automotive software lifecycle. Automate compliance workflows for safety standards, speed embedded development, and coordinate global teams.",
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      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
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      "heading": "Education",
      "headingHtml": "<h3 class=\"slp-text-body1-bold\" data-v-64ad2128 data-v-81c07158><!--[-->Education<!--]--><!----></h3>",
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      "direct": false,
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    {
      "heading": "Aerospace",
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      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
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    {
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      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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    {
      "heading": "Start building faster today",
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      "paragraphHtml": "<p><!--[-->Start building faster today<!--]--></p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Footer links",
      "headingHtml": "<h2 class=\"sr-only\" data-v-a8920611>Footer links</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Pricing",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
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      "heading": "Contact Us",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Contact Us<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Product",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Product<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Topics",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Topics<!--]--><!----></h3>",
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      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Solutions",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Solutions<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Resources",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Resources<!--]--><!----></h3>",
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      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Company",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Company<!--]--><!----></h3>",
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      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
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    {
      "heading": "Privacy Preference Center",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Privacy Preference Center",
      "headingHtml": "<h2 id=\"ot-pc-title-mobile\" aria-hidden=\"true\">Privacy Preference Center</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Your Privacy",
      "headingHtml": "<h3 id=\"ot-pvcy-txt\">Your Privacy</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Strictly Necessary Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0001\">Strictly Necessary Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Functionality Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0003\">Functionality Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Performance and Analytics Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0002\">Performance and Analytics Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Targeting and Advertising Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0004\">Targeting and Advertising Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Ad User Data",
      "headingHtml": "<h3 id=\"ot-header-id-C0007\">Ad User Data</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Cookie List",
      "headingHtml": "<h3>Cookie List</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 73/100 and needs improvement.

3 Warning

Needs attention

AIO: Visible structured data match

Warning
01

Issue

8 structured-data value(s) were not found in visible page text.

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

73/100

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: Visible structured data match scored 73/100 and needs improvement.

Evidence
{
  "schemaCount": 2,
  "checkedFields": [
    {
      "path": "$[0].@graph[0].description",
      "value": "GitLab is the most comprehensive AI-powered DevSecOps platform for software innovation. GitLab enables organizations to increase developer productivity, improve operational efficiency, reduce security and compliance risk, and accelerate digital transformation."
    },
    {
      "path": "$[0].@graph[0].name",
      "value": "GitLab"
    },
    {
      "path": "$[0].@graph[0].founders[0].name",
      "value": "Sid Sijbrandij"
    },
    {
      "path": "$[0].@graph[0].founders[1].name",
      "value": "Dmitriy Zaporozhets"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[0].name",
      "value": "DevOps"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[1].name",
      "value": "CI/CD"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[2].name",
      "value": "DevSecOps"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[3].name",
      "value": "GitOps"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[4].name",
      "value": "DevOps Platform"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[5].name",
      "value": "DevSecOps Platform"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[6].name",
      "value": "AI Code Assistant"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[7].name",
      "value": "Application Security Testing"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[8].name",
      "value": "Enterprise Agile Planning"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[9].name",
      "value": "Source Code Management"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[10].name",
      "value": "AI-Assisted Software Development"
    },
    {
      "path": "$[1].description",
      "value": "GitLab is the most comprehensive AI-powered DevSecOps platform for software innovation. GitLab enables organizations to increase developer productivity, improve operational efficiency, reduce security and compliance risk, and accelerate digital transformation."
    },
    {
      "path": "$[1].name",
      "value": "GitLab"
    },
    {
      "path": "$[1].founders[0].name",
      "value": "Sid Sijbrandij"
    },
    {
      "path": "$[1].founders[1].name",
      "value": "Dmitriy Zaporozhets"
    },
    {
      "path": "$[1].knowsAbout[0].name",
      "value": "DevOps"
    },
    {
      "path": "$[1].knowsAbout[1].name",
      "value": "CI/CD"
    },
    {
      "path": "$[1].knowsAbout[2].name",
      "value": "DevSecOps"
    },
    {
      "path": "$[1].knowsAbout[3].name",
      "value": "GitOps"
    },
    {
      "path": "$[1].knowsAbout[4].name",
      "value": "DevOps Platform"
    },
    {
      "path": "$[1].knowsAbout[5].name",
      "value": "DevSecOps Platform"
    },
    {
      "path": "$[1].knowsAbout[6].name",
      "value": "AI Code Assistant"
    },
    {
      "path": "$[1].knowsAbout[7].name",
      "value": "Application Security Testing"
    },
    {
      "path": "$[1].knowsAbout[8].name",
      "value": "Enterprise Agile Planning"
    },
    {
      "path": "$[1].knowsAbout[9].name",
      "value": "Source Code Management"
    },
    {
      "path": "$[1].knowsAbout[10].name",
      "value": "AI-Assisted Software Development"
    }
  ],
  "mismatches": [
    {
      "path": "$[0].@graph[0].description",
      "value": "GitLab is the most comprehensive AI-powered DevSecOps platform for software innovation. GitLab enables organizations to increase developer productivity, improve operational efficiency, reduce security and compliance risk, and accelerate digital transformation."
    },
    {
      "path": "$[0].@graph[0].founders[0].name",
      "value": "Sid Sijbrandij"
    },
    {
      "path": "$[0].@graph[0].founders[1].name",
      "value": "Dmitriy Zaporozhets"
    },
    {
      "path": "$[0].@graph[0].knowsAbout[6].name",
      "value": "AI Code Assistant"
    },
    {
      "path": "$[1].description",
      "value": "GitLab is the most comprehensive AI-powered DevSecOps platform for software innovation. GitLab enables organizations to increase developer productivity, improve operational efficiency, reduce security and compliance risk, and accelerate digital transformation."
    },
    {
      "path": "$[1].founders[0].name",
      "value": "Sid Sijbrandij"
    },
    {
      "path": "$[1].founders[1].name",
      "value": "Dmitriy Zaporozhets"
    },
    {
      "path": "$[1].knowsAbout[6].name",
      "value": "AI Code Assistant"
    }
  ],
  "score": 73,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

2 Warning

Needs attention

GEO: Explanatory content depth

Warning
01

Issue

6 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
{
  "candidatePassages": 8,
  "citablePassages": 2,
  "failingCandidateParagraphs": [
    {
      "index": 9,
      "heading": "H3: Define how teams and AI agents work together",
      "text": "Customize your workflows for development, testing, security, and deployment. Teams orchestrate from above the software lifecycle while AI agents execute within it, automating repetitive tasks based on the rules and guardrails you set. Your agents turn issues into merge requests, remediate vulnerabilities, and review code — your team remains in control.",
      "words": 50,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (50 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"slp-text-body1 stacking-cards__card-description slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->Customize your workflows for development, testing, security, and deployment. Teams orchestrate from above the software lifecycle while AI agents execute within it, automating repetitive tasks based on the rules and guardrails you set. Your agents turn issues into merge requests, remediate vulnerabilities, and review code &#x2014; your team remains in control.<!--]--><!----></p>"
    },
    {
      "index": 10,
      "heading": "H3: Your end-to-end DevOps process in one place",
      "text": "From planning to source code management to CI/CD, everything you need to build and ship software faster in one platform. All your data — projects, releases, code — in a single data plane, so your team and agents can work from one source of truth.",
      "words": 44,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (44 words; target 80-220)."
      ],
      "html": "<p class=\"slp-text-body1 stacking-cards__card-description slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->From planning to source code management to CI/CD, everything you need to build and ship software faster in one platform. All your data &#x2014; projects, releases, code &#x2014; in a single data plane, so your team and agents can work from one source of truth.<!--]--><!----></p>"
    },
    {
      "index": 11,
      "heading": "H3: Be proactive with security built in, not bolted on",
      "text": "Build secure products with fewer security products. Consolidate scanners like SAST, SCA, Secret Detection, and DAST into one platform. Security findings appear directly in merge requests and IDEs. Apply controls for compliance and collect audit-ready evidence automatically in every pipeline.",
      "words": 40,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (40 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"slp-text-body1 stacking-cards__card-description slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->Build secure products with fewer security products. Consolidate scanners like SAST, SCA, Secret Detection, and DAST into one platform. Security findings appear directly in merge requests and IDEs. Apply controls for compliance and collect audit-ready evidence automatically in every pipeline.<!--]--><!----></p>"
    },
    {
      "index": 29,
      "heading": "H4: Your Privacy",
      "text": "When you visit any website, it may store or retrieve information on your browser, mostly in the form of cookies. This information might be about you, your preferences or your device and is mostly used to make the site work as you expect it to. The information does not usually directly identify you, but it can give you a more personalized web experience. Because we respect your right to privacy, you can choose not...",
      "words": 118,
      "hasEvidence": false,
      "reasons": [
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p id=\"ot-pc-desc\" class=\"ot-grp-desc\">When you visit any website, it may store or retrieve information on your browser, mostly in the form of cookies. This information might be about you, your preferences or your device and is mostly used to make the site work as you expect it to. The information does not usually directly identify you, but it can give you a more personalized web experience. Because we respect your right to privacy, you can choose not to allow some types of cookies. Click on..."
    },
    {
      "index": 31,
      "heading": "H4: Strictly Necessary Cookies",
      "text": "These cookies are necessary for the website to function and cannot be switched off in our systems. They are usually only set in response to actions made by you which amount to a request for services, such as setting your privacy preferences, enabling you to securely log into the site, filling in forms, or using the customer checkout. GitLab processes any personal data collected through these cookies on the basis o...",
      "words": 74,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (74 words; target 80-220)."
      ],
      "html": "<p class=\"ot-grp-desc ot-category-desc\">These cookies are necessary for the website to function and cannot be switched off in our systems. They are usually only set in response to actions made by you which amount to a request for services, such as setting your privacy preferences, enabling you to securely log into the site, filling in forms, or using the customer checkout. GitLab processes any personal data collected through these cookies on the basis of our legitimate interest.</p>"
    },
    {
      "index": 32,
      "heading": "H4: Functionality Cookies",
      "text": "These cookies enable helpful but non-essential website functions that improve your website experience. By recognizing you when you return to our website, they may, for example, allow us to personalize our content for you or remember your preferences. If you do not allow these cookies then some or all of these services may not function properly. GitLab processes any personal data collected through these cookies on...",
      "words": 71,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (71 words; target 80-220)."
      ],
      "html": "<p class=\"ot-grp-desc ot-category-desc\">These cookies enable helpful but non-essential website functions that improve your website experience. By recognizing you when you return to our website, they may, for example, allow us to personalize our content for you or remember your preferences. If you do not allow these cookies then some or all of these services may not function properly. GitLab processes any personal data collected through these cookies on the basis of your consent</p>"
    }
  ],
  "citableParagraphs": [
    {
      "index": 33,
      "heading": "H4: Performance and Analytics Cookies",
      "text": "These cookies allow us and our third-party service providers to recognize and count the number of visitors on our websites and to see how visitors move around our websites when they are using it. This helps us improve our products and ensures that users can easily find what they need on our websites. These cookies usually generate aggregate statistics that are not associated with an individual. To the extent any p...",
      "words": 87,
      "hasEvidence": true,
      "reasons": [],
      "html": "<p class=\"ot-grp-desc ot-category-desc\">These cookies allow us and our third-party service providers to recognize and count the number of visitors on our websites and to see how visitors move around our websites when they are using it. This helps us improve our products and ensures that users can easily find what they need on our websites. These cookies usually generate aggregate statistics that are not associated with an individual. To the extent any personal data is collected through these..."
    },
    {
      "index": 34,
      "heading": "H4: Targeting and Advertising Cookies",
      "text": "These cookies enable different advertising related functions. They may allow us to record information about your visit to our websites, such as pages visited, links followed, and videos viewed so we can make our websites and the advertising displayed on it more relevant to your interests. They may be set through our website by our advertising partners. They may be used by those companies to build a profile of your...",
      "words": 94,
      "hasEvidence": true,
      "reasons": [],
      "html": "<p class=\"ot-grp-desc ot-category-desc\">These cookies enable different advertising related functions. They may allow us to record information about your visit to our websites, such as pages visited, links followed, and videos viewed so we can make our websites and the advertising displayed on it more relevant to your interests. They may be set through our website by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverti..."
    }
  ],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

AEO: Question-led structure scored 70/100 and needs improvement.

2 Warning

Needs attention

AEO: Question-led structure

Warning
01

Issue

41 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

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: Question-led structure scored 70/100 and needs improvement.

Evidence
{
  "h2Count": 10,
  "questionH2s": [
    {
      "index": 1,
      "text": "What's new in GitLab",
      "isQuestion": true,
      "html": "<h2 class=\"slp-text-heading5-bold homepage-hero-v2__feature-title\" data-v-64ad2128 data-v-ae7828fe><!--[-->What&apos;s new in GitLab<!--]--><!----></h2>"
    }
  ],
  "hasFaq": false,
  "score": 70,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

GEO: Extraction-friendly structure scored 85/100 and needs improvement.

2 Warning

Needs attention

GEO: Extraction-friendly structure

Warning
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, optional visible FAQ or FAQPage schema.

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

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: Extraction-friendly structure scored 85/100 and needs improvement.

Evidence
{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": false,
  "definitionPatterns": 5,
  "schemaBlocks": 1,
  "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",
    "optional visible FAQ or FAQPage schema"
  ],
  "score": 85,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 75/100 and needs improvement.

2 Warning

Needs attention

AEO: Entity and definition clarity

Warning
01

Issue

Entity or definition gaps: finally, entire, software, lifecycle, ship, faster, trust.

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

75/100

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 75/100 and needs improvement.

Evidence
{
  "title": "Finally, AI for the entire software lifecycle.",
  "h1": "Ship faster. With trust.",
  "description": "Your intelligent orchestration platform for DevSecOps",
  "topicOverlap": 0,
  "definitionCount": 5,
  "topicTerms": [
    "finally",
    "entire",
    "software",
    "lifecycle",
    "ship",
    "faster",
    "trust"
  ],
  "descriptionTerms": [
    "intelligent",
    "orchestration",
    "platform",
    "devsecops"
  ],
  "missingFromDescription": [
    "finally",
    "entire",
    "software",
    "lifecycle",
    "ship",
    "faster",
    "trust"
  ],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

AIO: Page experience for AIO scored 70/100 and needs improvement.

2 Warning

Needs attention

AIO: Page experience for AIO

Warning
01

Issue

47 image(s) are missing width/height attributes. 2 possible modal/interstitial element(s) 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: Page experience for AIO

Score

70/100

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 70/100 and needs improvement.

Evidence
{
  "viewportContent": "width=device-width, initial-scale=1",
  "visibleWords": 1513,
  "htmlBytes": 372099,
  "imagesMissingDimensions": [
    {
      "src": "https://res.cloudinary.com/about-gitlab-com/image/upload/f_avif,q_80,w_400/v1755887573/fvbnyei3tq26pbaz3hj8.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://res.cloudinary.com/about-gitlab-com/image/upload/f_avif,q_80,w_400/v1755887573/fvbnyei3tq26pbaz3hj8.svg\" class=\"logo\" alt=\"nvidia logo\" data-v-d1493ba9>"
    },
    {
      "src": "https://res.cloudinary.com/about-gitlab-com/image/upload/v1770244587/rfeci25ob3bnscqc9bc0.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://res.cloudinary.com/about-gitlab-com/image/upload/v1770244587/rfeci25ob3bnscqc9bc0.svg\" class=\"logo\" alt=\"barclays logo\" data-v-d1493ba9>"
    },
    {
      "src": "https://res.cloudinary.com/about-gitlab-com/image/upload/v1755887558/hh2plbiwcbsvnanbb5nl.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://res.cloudinary.com/about-gitlab-com/image/upload/v1755887558/hh2plbiwcbsvnanbb5nl.svg\" class=\"logo\" alt=\"lockheed martin logo\" data-v-d1493ba9>"
    },
    {
      "src": "https://res.cloudinary.com/about-gitlab-com/image/upload/v1767819837/kl5adlwq2fg5qieqkkg7.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://res.cloudinary.com/about-gitlab-com/image/upload/v1767819837/kl5adlwq2fg5qieqkkg7.png\" class=\"logo\" alt=\"thales logo\" data-v-d1493ba9>"
    },
    {
      "src": "https://res.cloudinary.com/about-gitlab-com/image/upload/v1768588998/ijo2yrrgsohimh0bjprn.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://res.cloudinary.com/about-gitlab-com/image/upload/v1768588998/ijo2yrrgsohimh0bjprn.png\" class=\"logo\" alt=\"ericsson logo\" data-v-d1493ba9>"
    },
    {
      "src": "https://res.cloudinary.com/about-gitlab-com/image/upload/v1751317461/nspwul0onqtt84is8lfl.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://res.cloudinary.com/about-gitlab-com/image/upload/v1751317461/nspwul0onqtt84is8lfl.svg\" class=\"logo\" alt=\"deutsche telekom logo\" data-v-d1493ba9>"
    },
    {
      "src": "https://res.cloudinary.com/about-gitlab-com/image/upload/f_avif,q_80,w_400/v1755887509/ul3vtwvvkozw9ppfstka.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://res.cloudinary.com/about-gitlab-com/image/upload/f_avif,q_80,w_400/v1755887509/ul3vtwvvkozw9ppfstka.svg\" class=\"logo\" alt=\"agoda logo\" data-v-d1493ba9>"
    },
    {
      "src": "https://res.cloudinary.com/about-gitlab-com/image/upload/f_avif,q_80,w_400/v1755887573/fvbnyei3tq26pbaz3hj8.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://res.cloudinary.com/about-gitlab-com/image/upload/f_avif,q_80,w_400/v1755887573/fvbnyei3tq26pbaz3hj8.svg\" class=\"logo\" alt=\"nvidia logo\" data-v-d1493ba9>"
    },
    {
      "src": "https://res.cloudinary.com/about-gitlab-com/image/upload/v1770244587/rfeci25ob3bnscqc9bc0.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://res.cloudinary.com/about-gitlab-com/image/upload/v1770244587/rfeci25ob3bnscqc9bc0.svg\" class=\"logo\" alt=\"barclays logo\" data-v-d1493ba9>"
    },
    {
      "src": "https://res.cloudinary.com/about-gitlab-com/image/upload/v1755887558/hh2plbiwcbsvnanbb5nl.svg",
      "width": "",
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}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning
01

Issue

41 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": 42,
  "passing": 1,
  "failing": [
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      "issue": "No paragraph follows this heading."
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      "headingHtml": "<h3 class=\"slp-text-body2-bold navigation-dropdown-lists__column-title\" data-v-64ad2128 data-v-153c9f7a><!--[-->Security<!--]--><!----></h3>",
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      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
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      "heading": "What's new in GitLab",
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      "paragraphHtml": "<p class=\"slp-text-body2 homepage-hero-v2__feature-desc\" data-v-64ad2128 data-v-ae7828fe><!--[-->60+ improvements across AI, Security and much more<!--]--><!----></p>",
      "words": 8,
      "direct": false,
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      "heading": "GitLab Duo",
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      "paragraphHtml": "<p class=\"slp-text-body2 homepage-hero-v2__feature-desc\" data-v-64ad2128 data-v-ae7828fe><!--[-->AI-powered DevSecOps across the entire lifecycle.<!--]--><!----></p>",
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      "heading": "Join the 50+ million people already using GitLab.",
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      "heading": "Define how teams and AI agents work together",
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      "paragraphHtml": "<p class=\"slp-text-body1 stacking-cards__card-description slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->Customize your workflows for development, testing, security, and deployment. Teams orchestrate from above the software lifecycle while AI agents execute within it, automating repetitive tasks based on the rules and guardrails you set. Your agents turn issues into merge requests, remediate vulnerabilities, and review code &#x2014; your team remains in control.<!--]--><!----></p>",
      "words": 50,
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      "issue": "First paragraph is 50 words and does not look like a concise direct answer."
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      "firstParagraph": "From planning to source code management to CI/CD, everything you need to build and ship software faster in one platform. All your data — projects, releases, code — in a single data plane, so your team and agents can work from one source of truth.",
      "paragraphHtml": "<p class=\"slp-text-body1 stacking-cards__card-description slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->From planning to source code management to CI/CD, everything you need to build and ship software faster in one platform. All your data &#x2014; projects, releases, code &#x2014; in a single data plane, so your team and agents can work from one source of truth.<!--]--><!----></p>",
      "words": 44,
      "direct": false,
      "issue": "First paragraph is 44 words and does not look like a concise direct answer."
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      "heading": "Be proactive with security built in, not bolted on",
      "headingHtml": "<h3 class=\"slp-text-heading3-bold stacking-cards__card-title slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->Be proactive with security built in, not bolted on<!--]--><!----></h3>",
      "firstParagraph": "Build secure products with fewer security products. Consolidate scanners like SAST, SCA, Secret Detection, and DAST into one platform. Security findings appear directly in merge requests and IDEs. Apply controls for compliance and collect audit-ready evidence automatically in every pipeline.",
      "paragraphHtml": "<p class=\"slp-text-body1 stacking-cards__card-description slp-mb-24\" data-v-64ad2128 data-v-510628fe><!--[-->Build secure products with fewer security products. Consolidate scanners like SAST, SCA, Secret Detection, and DAST into one platform. Security findings appear directly in merge requests and IDEs. Apply controls for compliance and collect audit-ready evidence automatically in every pipeline.<!--]--><!----></p>",
      "words": 40,
      "direct": false,
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      "heading": "Built to meet your industry’s demands",
      "headingHtml": "<h2 class=\"slp-text-display1 slp-mb-24\" data-v-64ad2128 data-v-81c07158><!--[-->Built to meet your industry&#x2019;s demands<!--]--><!----></h2>",
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      "paragraphHtml": "<p class=\"slp-text-body1 homepage-industry__description slp-mb-48 slp-mr-md-24\" data-v-64ad2128 data-v-81c07158><!--[-->Every industry faces unique security, compliance, and delivery requirements. GitLab adapts to your regulatory environment while maintaining the velocity your teams need.<!--]--><!----></p>",
      "words": 22,
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      "heading": "Financial Services",
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      "paragraphHtml": "<p class=\"slp-text-body1 homepage-industry__card-description slp-mb-24\" data-v-64ad2128 data-v-81c07158><!--[-->Meet strict regulatory requirements without sacrificing delivery speed. Maintain audit trails, access controls, and comprehensive security testing.<!--]--><!----></p>",
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      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
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      "heading": "Public Sector",
      "headingHtml": "<h3 class=\"slp-text-body1-bold\" data-v-64ad2128 data-v-81c07158><!--[-->Public Sector<!--]--><!----></h3>",
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    {
      "heading": "Contact Us",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Contact Us<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Product",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Product<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Topics",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Topics<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Solutions",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Solutions<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Resources",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Resources<!--]--><!----></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Company",
      "headingHtml": "<h3 class=\"slp-text-body1-bold column__heading\" data-v-64ad2128 data-v-a8920611><!--[-->Company<!--]--><!----></h3>",
      "firstParagraph": "Git is a trademark of Software Freedom Conservancy and our use of 'GitLab' is under license",
      "paragraphHtml": "<p class=\"slp-text-body1\" data-v-64ad2128 data-v-2b76ce90><!--[-->Git is a trademark of Software Freedom Conservancy and our use of &apos;GitLab&apos; is under license<!--]--><!----></p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Privacy Preference Center",
      "headingHtml": "<h2 id=\"ot-pc-title\" title=\"Privacy Preference Center\" aria-hidden=\"false\">Privacy Preference Center</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Privacy Preference Center",
      "headingHtml": "<h2 id=\"ot-pc-title-mobile\" aria-hidden=\"true\">Privacy Preference Center</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Your Privacy",
      "headingHtml": "<h3 id=\"ot-pvcy-txt\">Your Privacy</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Strictly Necessary Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0001\">Strictly Necessary Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Functionality Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0003\">Functionality Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Performance and Analytics Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0002\">Performance and Analytics Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Targeting and Advertising Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0004\">Targeting and Advertising Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Ad User Data",
      "headingHtml": "<h3 id=\"ot-header-id-C0007\">Ad User Data</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Cookie List",
      "headingHtml": "<h3>Cookie List</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning
01

Issue

Missing likely AI Overview intent sections: 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": "What's new in GitLab",
      "html": "<h2 class=\"slp-text-heading5-bold homepage-hero-v2__feature-title\" data-v-64ad2128 data-v-ae7828fe><!--[-->What&apos;s new in GitLab<!--]--><!----></h2>"
    },
    {
      "text": "GitLab Duo",
      "html": "<h2 class=\"slp-text-heading5-bold homepage-hero-v2__feature-title\" data-v-64ad2128 data-v-ae7828fe><!--[-->GitLab Duo<!--]--><!----></h2>"
    },
    {
      "text": "Security built in",
      "html": "<h2 class=\"slp-text-heading5-bold homepage-hero-v2__feature-title\" data-v-64ad2128 data-v-ae7828fe><!--[-->Security built in<!--]--><!----></h2>"
    },
    {
      "text": "Built for how you work",
      "html": "<h2 class=\"slp-text-display1 slp-mb-24 copy__title\" data-v-64ad2128 data-v-aba86110><!--[-->Built for how you work<!--]--><!----></h2>"
    },
    {
      "text": "Built to meet your industry’s demands",
      "html": "<h2 class=\"slp-text-display1 slp-mb-24\" data-v-64ad2128 data-v-81c07158><!--[-->Built to meet your industry&#x2019;s demands<!--]--><!----></h2>"
    },
    {
      "text": "One platform for teams of every size",
      "html": "<h2 class=\"slp-text-display1 homepage-carousel__title\" data-v-64ad2128 data-v-ad1f4d97><!--[-->One platform for teams of every size<!--]--><!----></h2>"
    },
    {
      "text": "Start building faster today",
      "html": "<h2 class=\"slp-text-display1 next-steps__header\" data-v-64ad2128 data-v-e2df1e02><!--[--><div data-v-e2df1e02><p><!--[-->Start building faster today<!--]--></p></div><!--]--><!----></h2>"
    },
    {
      "text": "Footer links",
      "html": "<h2 class=\"sr-only\" data-v-a8920611>Footer links</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\" title=\"Privacy Preference Center\" aria-hidden=\"false\">Privacy Preference Center</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title-mobile\" aria-hidden=\"true\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Finally, AI for the entire software lifecycle.?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Finally, AI for the entire software lifecycle. work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Finally, AI for the entire software lifecycle.?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Finally, AI for the entire software lifecycle. free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Finally, AI for the entire software lifecycle. compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "benefits",
      "label": "Why use Finally, AI for the entire software lifecycle.?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Finally, AI for the entire software lifecycle. free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Finally, AI for the entire software lifecycle. 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

Needs attention

AI context endpoint

Informational
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

  1. 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",
            "length": 10806
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational
01

Issue

Missing likely AI Overview intent sections: 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": "What's new in GitLab",
      "html": "<h2 class=\"slp-text-heading5-bold homepage-hero-v2__feature-title\" data-v-64ad2128 data-v-ae7828fe><!--[-->What&apos;s new in GitLab<!--]--><!----></h2>"
    },
    {
      "text": "GitLab Duo",
      "html": "<h2 class=\"slp-text-heading5-bold homepage-hero-v2__feature-title\" data-v-64ad2128 data-v-ae7828fe><!--[-->GitLab Duo<!--]--><!----></h2>"
    },
    {
      "text": "Security built in",
      "html": "<h2 class=\"slp-text-heading5-bold homepage-hero-v2__feature-title\" data-v-64ad2128 data-v-ae7828fe><!--[-->Security built in<!--]--><!----></h2>"
    },
    {
      "text": "Built for how you work",
      "html": "<h2 class=\"slp-text-display1 slp-mb-24 copy__title\" data-v-64ad2128 data-v-aba86110><!--[-->Built for how you work<!--]--><!----></h2>"
    },
    {
      "text": "Built to meet your industry’s demands",
      "html": "<h2 class=\"slp-text-display1 slp-mb-24\" data-v-64ad2128 data-v-81c07158><!--[-->Built to meet your industry&#x2019;s demands<!--]--><!----></h2>"
    },
    {
      "text": "One platform for teams of every size",
      "html": "<h2 class=\"slp-text-display1 homepage-carousel__title\" data-v-64ad2128 data-v-ad1f4d97><!--[-->One platform for teams of every size<!--]--><!----></h2>"
    },
    {
      "text": "Start building faster today",
      "html": "<h2 class=\"slp-text-display1 next-steps__header\" data-v-64ad2128 data-v-e2df1e02><!--[--><div data-v-e2df1e02><p><!--[-->Start building faster today<!--]--></p></div><!--]--><!----></h2>"
    },
    {
      "text": "Footer links",
      "html": "<h2 class=\"sr-only\" data-v-a8920611>Footer links</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\" title=\"Privacy Preference Center\" aria-hidden=\"false\">Privacy Preference Center</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title-mobile\" aria-hidden=\"true\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Finally, AI for the entire software lifecycle.?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Finally, AI for the entire software lifecycle. work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Finally, AI for the entire software lifecycle.?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Finally, AI for the entire software lifecycle. free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Finally, AI for the entire software lifecycle. compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "benefits",
      "label": "Why use Finally, AI for the entire software lifecycle.?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Finally, AI for the entire software lifecycle. free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Finally, AI for the entire software lifecycle. compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational
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

  1. Find advertised IndexNow key location

    No IndexNow key location was advertised in HTML, Link headers, or robots.txt.

  2. Fetch and validate IndexNow key file

    No discoverable IndexNow key file was found.

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

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

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

Informational

Needs attention

OAuth / OIDC discovery

Informational
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

  1. 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",
            "length": 10806
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 10806
          }
        ]
      },
      "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": 17,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "button:attribute",
        "weight": 3,
        "match": "auth control annotation"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 2,
        "match": "customer portal"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

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

Informational

Needs attention

OAuth Protected Resource

Informational
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

  1. Fetch protected resource metadata

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

  2. Validate protected resource metadata

    Response is not valid JSON.

  3. Validate protected resource identity

    Protected resource metadata `resource` did not match the resource identifier used to retrieve it.

  4. 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"
      },
      "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": "<!DOCTYPE html><html data-country-code=\"in\"><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"><title>GitLab The One DevOps Platform</title><link rel=\"preconnect\" href=\"https://cdn.cookielaw.org\"><link rel=\"preconnect\" href=\"https://geolocation.onetrust.com\"><script hid=\"gtagConsent\" defer>\n  window.dataLayer = window.dataLayer || [];\n  function gtag(){dataLayer.push(arguments);}\n\n  const defaultConsents = window.dataLayer.filter(item => item.length && Array.from(item).indexOf('default') >= 0);\n\n  if(defaultConsents.length <= 2) {\n    gtag('consent', 'default', {\n      'analytics_storage': 'granted',\n      'ad_storage': 'granted',\n      'ad_user_data': 'granted',\n      'functionality_storage': 'granted',\n      'ad_personalization': 'granted',\n  "
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "expectedResource": "https://about.gitlab.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://about.gitlab.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://about.gitlab.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://about.gitlab.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": 17,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "button:attribute",
        "weight": 3,
        "match": "auth control annotation"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 2,
        "match": "customer portal"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityBest PracticesBrowser audit

Browser errors were logged to the console

50 Fail

Check name

Browser errors were logged to the console

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Fix guidance

Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)

Evidence
{
  "description": "Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)"
}

Performance and AccessibilityBest PracticesBrowser audit

Uses deprecated APIs

50 Fail

Check name

Uses deprecated APIs

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Estimated savings

1 warning found

Fix guidance

Deprecated APIs will eventually be removed from the browser. [Learn more about deprecated APIs](https://developer.chrome.com/docs/lighthouse/best-practices/deprecations/).

Evidence
{
  "displayValue": "1 warning found",
  "description": "Deprecated APIs will eventually be removed from the browser. [Learn more about deprecated APIs](https://developer.chrome.com/docs/lighthouse/best-practices/deprecations/)."
}

Performance and AccessibilityAccessibilityBrowser audit

`[role]`s are not contained by their required parent element

33 Fail

Check name

`[role]`s are not contained by their required parent element

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Some ARIA child roles must be contained by specific parent roles to properly perform their intended accessibility functions. [Learn more about ARIA roles and required parent element](https://dequeuniversity.com/rules/axe/4.10/aria-required-parent).

Evidence
{
  "description": "Some ARIA child roles must be contained by specific parent roles to properly perform their intended accessibility functions. [Learn more about ARIA roles and required parent element](https://dequeuniversity.com/rules/axe/4.10/aria-required-parent)."
}

Performance and AccessibilityAccessibilityBrowser audit

Elements with an ARIA `[role]` that require children to contain a specific `[role]` are missing some or all of those required children.

33 Fail

Check name

Elements with an ARIA `[role]` that require children to contain a specific `[role]` are missing some or all of those required children.

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Some ARIA parent roles must contain specific child roles to perform their intended accessibility functions. [Learn more about roles and required children elements](https://dequeuniversity.com/rules/axe/4.10/aria-required-children).

Evidence
{
  "description": "Some ARIA parent roles must contain specific child roles to perform their intended accessibility functions. [Learn more about roles and required children elements](https://dequeuniversity.com/rules/axe/4.10/aria-required-children)."
}

Performance and AccessibilityAccessibilityBrowser audit

Uses ARIA roles on incompatible elements

33 Fail

Check name

Uses ARIA roles on incompatible elements

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Many HTML elements can only be assigned certain ARIA roles. Using ARIA roles where they are not allowed can interfere with the accessibility of the web page. [Learn more about ARIA roles](https://dequeuniversity.com/rules/axe/4.10/aria-allowed-role).

Evidence
{
  "description": "Many HTML elements can only be assigned certain ARIA roles. Using ARIA roles where they are not allowed can interfere with the accessibility of the web page. [Learn more about ARIA roles](https://dequeuniversity.com/rules/axe/4.10/aria-allowed-role)."
}

Performance and AccessibilityPerformanceBrowser audit

Avoid large layout shifts

20 Fail

Check name

Avoid large layout shifts

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

6 layout shifts found

Fix guidance

These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)

Evidence
{
  "displayValue": "6 layout shifts found",
  "description": "These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)"
}

Performance and AccessibilityPerformanceBrowser audit

Reduce JavaScript execution time

20 Fail

Check name

Reduce JavaScript execution time

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

76.9 s

Fix guidance

Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. [Learn how to reduce Javascript execution time](https://developer.chrome.com/docs/lighthouse/performance/bootup-time/).

Evidence
{
  "displayValue": "76.9 s",
  "description": "Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. [Learn how to reduce Javascript execution time](https://developer.chrome.com/docs/lighthouse/performance/bootup-time/).",
  "numericValue": 76881.0879999998
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

15 Fail

Check name

Loading performance

Score

27/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

Evidence
{
  "checks": [
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 0,
      "displayValue": "19.7 s",
      "numericValue": 19705.14415
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 0,
      "displayValue": "22.1 s",
      "numericValue": 22065.406099999982
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 0,
      "displayValue": "34.2 s",
      "numericValue": 34184.929930500366
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 0,
      "displayValue": "52,570 ms",
      "numericValue": 52570.49999999998
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 0,
      "displayValue": "4,360 ms",
      "numericValue": 4361.999999999989
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 20 ms",
      "numericValue": 19.163999999999998
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 0,
      "displayValue": "94.7 s",
      "numericValue": 94663.42025
    },
    {
      "id": "uses-rel-preconnect",
      "title": "Preconnect to required origins",
      "score": 100
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "20 ms",
      "numericValue": 15.070999999999998
    },
    {
      "id": "third-party-summary",
      "title": "Reduce the impact of third-party code",
      "score": 0,
      "displayValue": "Third-party code blocked the main thread for 43,190 ms"
    },
    {
      "id": "largest-contentful-paint-element",
      "title": "Largest Contentful Paint element",
      "score": 0,
      "displayValue": "22,070 ms"
    }
  ]
}

Performance and AccessibilityPerformanceBrowser audit

Image elements do not have explicit `width` and `height`

10 Warning

Check name

Image elements do not have explicit `width` and `height`

Score

50/100

Status

warning

Device

desktop

Category

Performance

Fix guidance

Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)

Evidence
{
  "description": "Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)"
}

Performance and AccessibilityPerformanceBrowser audit

Image optimization

5 Fail

Check name

Image optimization

Score

75/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

Evidence
{
  "checks": [
    {
      "id": "image-aspect-ratio",
      "title": "Displays images with correct aspect ratio",
      "score": 100
    },
    {
      "id": "uses-responsive-images",
      "title": "Properly size images",
      "score": 50,
      "displayValue": "Est savings of 59 KiB",
      "numericValue": 0
    }
  ]
}

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

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Scan dateScoreReadinessReport
40/100Level 2, Agent-LimitedCurrent report
Report ID 3e812f04-ba66-47fa-a246-e391887b9249. Scanned Jun 5, 2026, 12:13 PM.
about.gitlab.com AI SEO Report: 40/100 (Level 2, Agent-Limited)