CanAgentUse

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https://www.mapbox.com/

SCANNED

Jun 11, 2026, 1:59 AM

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https://www.mapbox.com/

SCANNED

Jun 11, 2026, 1:59:55 AMJun 11, 2026, 1:59 AM

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57/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Mapbox | Maps, Navigation, Search, and Data

APIs and SDKs for AI-powered maps, location search, turn-by-turn navigation, and geospatial data in mobile or web apps. Get started for free.

Next step

Turn this report into a fix workflow

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

Detailed report scores grouped by capability area
Metric	Score	Status	Passed	Failed	Warning	Evidence
AI Discoverability	33	Priority fix	7	15	1	View details
Discoverability	67	Needs work	5	4	0	View details
Content Readiness	25	Priority fix	2	7	1	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	6	Priority fix	4	29	3	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	7	0	View details
MCP	13	Priority fix	0	6	2	View details
Skill Discovery	5	Priority fix	0	10	1	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	78	Mostly ready	8	2	10	View details
GEO Readiness	89	Mostly ready	3	0	3
AIO Readiness	78	Mostly ready	3	1	3	View details
AEO Readiness	68	Needs work	2	1	4	View details
SEO	92	Strong	10	1	0	View details
SEO	92	Strong	10	1	0	View details
Security & Trust	60	Needs work	7	2	0	View details
Security & Trust	60	Needs work	3	2	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	84	Mostly ready	20	6	2	View details
Performance	83	Mostly ready	13	4	2	View details
Accessibility	87	Mostly ready	7	2	0	View details

Prioritized recommendations

Issues ranked by score impact

46 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html>\n<html>\n  <body>\n    <p>Invalid .well-known request</p>\n  </body>\n</html>"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

50 Fail

Needs attention

Content-Security-Policy

Failed check

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence

{
  "header": "content-security-policy",
  "value": "frame-ancestors 'self'"
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

50 Fail

Needs attention

High-value schema types

Failed check

Issue

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

Why it matters

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

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

High-value schema types is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

50 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

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

Evidence

{
  "failedStep": "presence",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "fail",
      "evidence": {
        "links": [
          {
            "url": "https://www.mapbox.com",
            "rel": "canonical"
          }
        ]
      },
      "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."
    }
  ]
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check

Issue

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

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Jun 08 2026 20:25:48 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www-production.mbxsandbox.com\" data-wf-page=\"65ce3ca587589006af03f733\" data-wf-site=\"6050a76fa6a633d5d54ae714\" lang=\"en\"><head><meta charset=\"utf-8\"><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"><meta content=\"Not Found\" name=\"twitter:title\"><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"><link href=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/css/www-mapbox.shared.33bd659d8.min.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-M71lnYJy0jk0CKXrYdUd+/jUh9eFaKnoK53SfjNpxJIRiKVPFo+DbggUSAul+91n\" crossorigin=\"anonymous\""
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Jun 08 2026 20:25:48 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www-production.mbxsandbox.com\" data-wf-page=\"65ce3ca587589006af03f733\" data-wf-site=\"6050a76fa6a633d5d54ae714\" lang=\"en\"><head><meta charset=\"utf-8\"><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"><meta content=\"Not Found\" name=\"twitter:title\"><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"><link href=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/css/www-mapbox.shared.33bd659d8.min.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-M71lnYJy0jk0CKXrYdUd+/jUh9eFaKnoK53SfjNpxJIRiKVPFo+DbggUSAul+91n\" crossorigin=\"anonymous\""
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Jun 08 2026 20:25:48 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www-production.mbxsandbox.com\" data-wf-page=\"65ce3ca587589006af03f733\" data-wf-site=\"6050a76fa6a633d5d54ae714\" lang=\"en\"><head><meta charset=\"utf-8\"><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"><meta content=\"Not Found\" name=\"twitter:title\"><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"><link href=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/css/www-mapbox.shared.33bd659d8.min.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-M71lnYJy0jk0CKXrYdUd+/jUh9eFaKnoK53SfjNpxJIRiKVPFo+DbggUSAul+91n\" crossorigin=\"anonymous\""
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Jun 08 2026 20:25:48 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www-production.mbxsandbox.com\" data-wf-page=\"65ce3ca587589006af03f733\" data-wf-site=\"6050a76fa6a633d5d54ae714\" lang=\"en\"><head><meta charset=\"utf-8\"><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"><meta content=\"Not Found\" name=\"twitter:title\"><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"><link href=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/css/www-mapbox.shared.33bd659d8.min.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-M71lnYJy0jk0CKXrYdUd+/jUh9eFaKnoK53SfjNpxJIRiKVPFo+DbggUSAul+91n\" crossorigin=\"anonymous\""
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "application/json; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
            "compatibleContentType": true,
            "format": "json",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "operationWarnings": [
              {
                "field": "servers",
                "issue": "No servers array declared."
              },
              {
                "field": "components.securitySchemes",
                "issue": "No security schemes or explicit no-auth declaration."
              }
            ],
            "hasServers": false,
            "hasSecuritySchemes": false,
            "hasExplicitNoAuth": false,
            "rawExcerpt": "{\"message\":\"Not Found\"}"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "application/json; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
            "compatibleContentType": true,
            "format": "json",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "operationWarnings": [
              {
                "field": "servers",
                "issue": "No servers array declared."
              },
              {
                "field": "components.securitySchemes",
                "issue": "No security schemes or explicit no-auth declaration."
              }
            ],
            "hasServers": false,
            "hasSecuritySchemes": false,
            "hasExplicitNoAuth": false,
            "rawExcerpt": "{\"message\":\"Not Found\"}"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Jun 08 2026 20:25:48 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www-production.mbxsandbox.com\" data-wf-page=\"65ce3ca587589006af03f733\" data-wf-site=\"6050a76fa6a633d5d54ae714\" lang=\"en\"><head><meta charset=\"utf-8\"><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"><meta content=\"Not Found\" name=\"twitter:title\"><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"><link href=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/css/www-mapbox.shared.33bd659d8.min.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-M71lnYJy0jk0CKXrYdUd+/jUh9eFaKnoK53SfjNpxJIRiKVPFo+DbggUSAul+91n\" crossorigin=\"anonymous\""
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

50 Fail

Needs attention

Referrer-Policy

Failed check

Issue

Referrer-Policy is missing or incomplete.

Why it matters

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

Check name

Referrer-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Limit how much referrer data leaves the site.

Result

Referrer-Policy is missing or incomplete.

Evidence

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

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check

Issue

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

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check

Issue

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

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

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

25 Fail

Needs attention

llms.txt

Failed check

Issue

llms.txt was not found at the expected path.

Why it matters

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

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 9516
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 9516
          }
        ]
      },
      "issue": "llms.txt was not found at the expected path.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

25 Fail

Needs attention

Markdown negotiation

Failed check

Issue

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

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

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

Evidence

{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "accept-encoding, Accept-Encoding"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"accept-encoding, Accept-Encoding\".",
      "howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
    },
    {
      "id": "markdown-content",
      "title": "Structured Markdown body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "hasHeading": false,
        "wordCount": 56063,
        "excerpt": "<!DOCTYPE html><!-- Last Published: Mon Jun 08 2026 20:25:48 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www-production.mbxsandbox.com\" data-wf-page=\"65ce3ca587589006af03f6c4\" data-wf-site=\"6050a76fa6a633d5d54ae714\" lang=",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

25 Fail

Needs attention

MCP Server Card

Failed check

Issue

MCP Server Card was not found at the expected path.

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

25 Fail

Needs attention

mcp.json

Failed check

Issue

mcp.json was not found at the expected path.

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 9516
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: skipped heading levels; 3 links missing accessible names; 5 buttons missing accessible names; 0/1 applicable form inputs have autocomplete attributes (1 missing).

Details

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": false,
  "accessibleLinks": false,
  "accessibleButtons": false,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [
      "<a href=\"/\" aria-current=\"page\" class=\"nav_brand w-inline-block w--current\"><div class=\"nav_logo w-embed\"><svg height=\"100%\" viewBox=\"0 0 126 28\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M94.0376 7.66947C92.4586 7.66947 90.9434 8.31514 89.8429 9.44899V3.449C89.8429 3.26002 89.6834 3.10254 89.492 3.10254H87.3548C87.1634 3.10254 87.0039 3.26002 87.0039 3.449V19.6695C87.0039 19.8584 87.1634 20.0159 87.3548 20.0159H89.492C89.6834 20.0159 89.8429 19.8584 89.8429 19.6695V18.5514C90.943",
      "<a id=\"menu\" href=\"#\" class=\"nav_menu-toggle w-inline-block\"><div class=\"nav_menu-toggle-bar is-top\"></div><div class=\"nav_menu-toggle-bar is-middle\"></div><div class=\"nav_menu-toggle-bar is-bottom\"></div></a>",
      "<a href=\"#back-to-top\" class=\"back-to-top_trigger w-inline-block\"><div class=\"w-embed\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"18\" height=\"10\" fill=\"none\" xmlns:v=\"https://vecta.io/nano\"><path d=\"M17 9L9 1 1 9\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"/></svg></div></a>"
    ],
    "inaccessibleButtons": [
      "<button class=\"nav-banner_close\"><div class=\"nav-banner_close-icon w-embed\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M7 7L17 17M7 17L17 7\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"/> </svg></div></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-C0001\" aria-labelledby=\"ot-header-id-C0001 ot-status-id-C0001\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-C0002\" aria-labelledby=\"ot-header-id-C0002\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-C0003\" aria-labelledby=\"ot-header-id-C0003\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-C0004\" aria-labelledby=\"ot-header-id-C0004\"></button>"
    ],
    "missingAutocompleteInputs": [
      "<input id=\"vendor-search-handler\" type=\"text\" name=\"vendor-search-handler\" placeholder=\"Search&#x2026;\" aria-label=\"Cookie list search\">"
    ],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": [
      "h1: Maps that do more",
      "h3: 3D Lanes provide true-to-life road detail for in-vehicle and mobile navigation",
      "h3: New indoor airport maps for developers",
      "h3: Toyota’s next-generation navigation system is built with Mapbox",
      "h3: Mapbox style update: Beautiful, detailed building facades",
      "h3: Give AI agents geospatial context to deliver accurate, location-aware answers",
      "h3: Subscribe to our newsletter",
      "h2: Bring location to life with beautiful maps",
      "h2: Optimize routing with customized navigation",
      "h3: Transform location features with search",
      "h2: Generate insights with comprehensive location data",
      "h2: Customer stories",
      "h3: The Operating System 9 delivers all-new navigation built with Mapbox",
      "h3: Visualize 20 billion daily forecasts with high-performance maps",
      "h3: Reduce costs, enhance service delivery, and improve fleet efficiency",
      "h3: Highlight superior 5G coverage with live maps",
      "h3: Delight customers with reliable, on time arrivals",
      "h2: Ready to get started?",
      "h3: PRODUCTS",
      "h3: Maps",
      "h3: Search",
      "h3: Other",
      "h3: Navigation",
      "h3: Data",
      "h3: solutions",
      "h3: Developers",
      "h3: Resources",
      "h3: Company",
      "h2: We care about your privacy",
      "h2: Privacy Preference Center",
      "h3: Manage Consent Preferences",
      "h4: Strictly Necessary Cookies",
      "h4: Performance Cookies",
      "h4: Functional Cookies",
      "h4: Targeting Cookies",
      "h3: Cookie List"
    ]
  },
  "counts": {
    "h1": 1,
    "headings": 36,
    "links": 282,
    "inaccessibleLinks": 3,
    "buttons": 41,
    "inaccessibleButtons": 5,
    "images": 55,
    "imagesWithAlt": 55,
    "autocompleteInputs": 1,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 1
  }
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check

Issue

WebMCP manifest was not found at the expected path.

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 9516
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 9516
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

Needs attention

A2A Agent Card

Failed check

Issue

A2A Agent Card was not found at the expected path.

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 9516
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

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

20 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index was not found at the expected path.

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

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

20 Fail

Needs attention

agent.json

Failed check

Issue

agent.json was not found at the expected path.

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 9516
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

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

20 Fail

Needs attention

agents.json

Failed check

Issue

agents.json was not found at the expected path.

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 9516
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

19 Warning

Needs attention

Content freshness signals

Warning

Issue

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

Why it matters

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

Check name

Content freshness signals

Score

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": "Mon, 08 Jun 2026 20:26:21 GMT",
  "schemaDates": [],
  "metaDateCount": 0,
  "timeDateCount": 0
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

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

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check

Issue

No DNS-AID entrypoint records were found under _agents.

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

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

Agent Ease of UseMCPInformational

WebMCP

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

13 Warning

Needs attention

WebMCP

Warning

Issue

WebMCP declarative annotations need fixes.

Details

Why it matters

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

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

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

Result

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

Validation steps

Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<input name="ot-group-id-C0002"> is missing tool-param-description.
<input name="ot-group-id-C0003"> is missing tool-param-description.
<input name="ot-group-id-C0004"> 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.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.

Evidence

{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 0,
        "formsWithTags": 0,
        "totalInteractive": 326,
        "interactiveWithTags": 0,
        "totalCount": 326,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> 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": 12,
        "issues": [
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> 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 name=\"ot-group-id-C0002\"> 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-C0004\"> 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": 326,
        "interactiveWithTags": 0,
        "totalCount": 326,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> 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": 326,
    "interactiveWithTags": 0,
    "totalCount": 326,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0004\"> 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.

9 Fail

Needs attention

AIO: Source and trust signals

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.mapbox.com/company",
      "text": "Who we areAbout our company mission and history",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/company\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Who we are</div></div><div class=\"nav-subtext\">About our company mission and history</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/company/values",
      "text": "What we valueAbout what drives us",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/company/values\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">What we value</div></div><div class=\"nav-subtext\">About what drives us</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/about/maps",
      "text": "What we doAbout Mapbox technologies and data",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/about/maps\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">What we do</div></div><div class=\"nav-subtext\">About Mapbox technologies and data</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/company/culture",
      "text": "Life at MapboxHow we support your career",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/company/culture\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Life at Mapbox</div></div><div class=\"nav-subtext\">How we support your career</div></div></a>"
    },
    {
      "href": "https://www.linkedin.com/company/mapbox",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/mapbox\" target=\"_blank\" class=\"nav_link-block is-social w-inline-block\"><div class=\"nav_link-block-icon w-embed\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M7.60001 19H4.2V8.3H7.60001V19ZM5.9 6.8C4.8 6.8 4 6 4 4.9C4 3.8 4.9 3 5.9 3C7 3 7.8 3.8 7.8 4.9C7.8 6 7 6.8 5.9 6.8ZM20 19H16.6V13.2C16.6 11.5 15.9 11 14.9 11C13.9 11 12.9 11.8 12.9 13.3V19H9.5V8.3H12.7V9.8C13 9.1 14.2 8 15.9 8C17.8 8 19..."
    },
    {
      "href": "https://www.mapbox.com/webinars",
      "text": "WebinarsLive and on-demand videos about building with Mapbox",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/webinars\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Webinars</div></div><div class=\"nav-subtext\">Live and on-demand videos about building with Mapbox</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/company",
      "text": "Who we areAbout our company mission and history",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/company\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Who we are</div></div><div class=\"nav-subtext\">About our company mission and history</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/company/values",
      "text": "What we valueAbout what drives us",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/company/values\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">What we value</div></div><div class=\"nav-subtext\">About what drives us</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/about/maps",
      "text": "What we doAbout Mapbox technologies and data",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/about/maps\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">What we do</div></div><div class=\"nav-subtext\">About Mapbox technologies and data</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/company/culture",
      "text": "Life at MapboxHow we support your career",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/company/culture\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Life at Mapbox</div></div><div class=\"nav-subtext\">How we support your career</div></div></a>"
    },
    {
      "href": "https://www.linkedin.com/company/mapbox",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/mapbox\" target=\"_blank\" class=\"nav_link-block is-social w-inline-block\"><div class=\"nav_link-block-icon w-embed\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M7.60001 19H4.2V8.3H7.60001V19ZM5.9 6.8C4.8 6.8 4 6 4 4.9C4 3.8 4.9 3 5.9 3C7 3 7.8 3.8 7.8 4.9C7.8 6 7 6.8 5.9 6.8ZM20 19H16.6V13.2C16.6 11.5 15.9 11 14.9 11C13.9 11 12.9 11.8 12.9 13.3V19H9.5V8.3H12.7V9.8C13 9.1 14.2 8 15.9 8C17.8 8 19..."
    },
    {
      "href": "https://www.mapbox.com/webinars",
      "text": "WebinarsLive and on-demand videos about building with Mapbox",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/webinars\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Webinars</div></div><div class=\"nav-subtext\">Live and on-demand videos about building with Mapbox</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/company",
      "text": "Who we are",
      "html": "<a href=\"https://www.mapbox.com/company\" class=\"footer_link\">Who we are</a>"
    },
    {
      "href": "https://www.mapbox.com/about/maps",
      "text": "What we do",
      "html": "<a href=\"https://www.mapbox.com/about/maps\" class=\"footer_link\">What we do</a>"
    },
    {
      "href": "https://www.mapbox.com/company/values",
      "text": "What we value",
      "html": "<a href=\"https://www.mapbox.com/company/values\" class=\"footer_link\">What we value</a>"
    },
    {
      "href": "https://www.linkedin.com/company/mapbox",
      "text": "Visit Mapbox on LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/mapbox\" target=\"_blank\" class=\"footer_social-link w-inline-block\"><div class=\"flex w-embed\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M7.05001 21H3.225V8.9625H7.05001V21ZM5.1375 7.275C3.9 7.275 3 6.375 3 5.1375C3 3.9 4.0125 3 5.1375 3C6.375 3 7.275 3.9 7.275 5.1375C7.275 6.375 6.375 7.275 5.1375 7.275ZM21 21H17.175V14.475C17.175 12.5625 16.3875 12 15.2625 12C14.1375 12 13.0125 12.9 13.0125..."
    }
  ],
  "contactLinks": [
    {
      "href": "https://www.mapbox.com/contact/?page=/",
      "text": "Contact us",
      "html": "<a href=\"https://www.mapbox.com/contact/?page=/\" class=\"nav_text-cta\">Contact us</a>"
    },
    {
      "href": "https://www.mapbox.com/blog/faster-updates-fresher-map-data-mts-now-supports-incremental-updates",
      "text": "Faster updates, fresher map data: MTS now supports incremental updatesRead more →",
      "html": "<a href=\"https://www.mapbox.com/blog/faster-updates-fresher-map-data-mts-now-supports-incremental-updates\" class=\"nav_cta-group w-inline-block\"><div class=\"cta_img-wrap\"><img src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a04d0126d81a04506029e96_68c97ee7c56da520972d9dd0_paddleguide%20map_mktg%20approved_Aug%202025.avif\" loading=\"lazy\" alt class=\"nav_cta-img\"></div><div class=\"cta_bottom\"><div class=\"nav_cta-text is-heading\">Faster updates, fresher map data: MTS now supports..."
    },
    {
      "href": "https://discord.gg/sBBksyMjcd",
      "text": "Developer DiscordOnline community to discuss projects and help fellow devs",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://discord.gg/sBBksyMjcd\" target=\"_blank\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Developer Discord</div></div><div class=\"nav-subtext\">Online community to discuss projects and help fellow devs</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/support",
      "text": "Get SupportSelf-serve resources, account help, and technical assistance",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/support\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Get Support</div></div><div class=\"nav-subtext\">Self-serve resources, account help, and technical assistance</div></div></a>"
    },
    {
      "href": "https://docs.mapbox.com/help/",
      "text": "Help & TroubleshootingFind answers and get help",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://docs.mapbox.com/help/\" target=\"_blank\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Help &amp; Troubleshooting</div></div><div class=\"nav-subtext\">Find answers and get help</div></div></a>"
    },
    {
      "href": "https://docs.mapbox.com/resources/dev-tools/",
      "text": "Developer ToolsWeb-based tools to help build with Mapbox",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://docs.mapbox.com/resources/dev-tools/\" target=\"_blank\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Developer Tools</div></div><div class=\"nav-subtext\">Web-based tools to help build with Mapbox</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/company/culture",
      "text": "Life at MapboxHow we support your career",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/company/culture\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Life at Mapbox</div></div><div class=\"nav-subtext\">How we support your career</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/nonprofit",
      "text": "Nonprofit SupportSupport for non-profits and positive impact organizations",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/nonprofit\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Nonprofit Support</div></div><div class=\"nav-subtext\">Support for non-profits and positive impact organizations</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/support",
      "text": "SupportFlexible options for fast and expert help",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/support\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Support</div></div><div class=\"nav-subtext\">Flexible options for fast and expert help</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/contact/?page=/",
      "text": "Contact us",
      "html": "<a href=\"https://www.mapbox.com/contact/?page=/\" class=\"nav_link-toggle w-inline-block\"><div class=\"nav_link-contents\"><div class=\"nav_text\">Contact us</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/blog/faster-updates-fresher-map-data-mts-now-supports-incremental-updates",
      "text": "Faster updates, fresher map data: MTS now supports incremental updatesRead more →",
      "html": "<a href=\"https://www.mapbox.com/blog/faster-updates-fresher-map-data-mts-now-supports-incremental-updates\" class=\"nav_cta-group w-inline-block\"><div class=\"cta_img-wrap\"><img src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a04d0126d81a04506029e96_68c97ee7c56da520972d9dd0_paddleguide%20map_mktg%20approved_Aug%202025.avif\" loading=\"lazy\" alt class=\"nav_cta-img\"></div><div class=\"cta_bottom\"><div class=\"nav_cta-text is-heading\">Faster updates, fresher map data: MTS now supports..."
    },
    {
      "href": "https://discord.gg/sBBksyMjcd",
      "text": "Developer DiscordOnline community to discuss projects and help fellow devs",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://discord.gg/sBBksyMjcd\" target=\"_blank\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Developer Discord</div></div><div class=\"nav-subtext\">Online community to discuss projects and help fellow devs</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/support",
      "text": "Get SupportSelf-serve resources, account help, and technical assistance",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/support\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Get Support</div></div><div class=\"nav-subtext\">Self-serve resources, account help, and technical assistance</div></div></a>"
    },
    {
      "href": "https://docs.mapbox.com/help/",
      "text": "Help & TroubleshootingFind answers and get help",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://docs.mapbox.com/help/\" target=\"_blank\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Help &amp; Troubleshooting</div></div><div class=\"nav-subtext\">Find answers and get help</div></div></a>"
    },
    {
      "href": "https://docs.mapbox.com/resources/dev-tools/",
      "text": "Developer ToolsWeb-based tools to help build with Mapbox",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://docs.mapbox.com/resources/dev-tools/\" target=\"_blank\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Developer Tools</div></div><div class=\"nav-subtext\">Web-based tools to help build with Mapbox</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/company/culture",
      "text": "Life at MapboxHow we support your career",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/company/culture\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Life at Mapbox</div></div><div class=\"nav-subtext\">How we support your career</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/nonprofit",
      "text": "Nonprofit SupportSupport for non-profits and positive impact organizations",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/nonprofit\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Nonprofit Support</div></div><div class=\"nav-subtext\">Support for non-profits and positive impact organizations</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/support",
      "text": "SupportFlexible options for fast and expert help",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/support\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Support</div></div><div class=\"nav-subtext\">Flexible options for fast and expert help</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/contact/?page=/",
      "text": "Contact us",
      "html": "<a id=\"contact-sales\" href=\"https://www.mapbox.com/contact/?page=/\" class=\"nav_mobile-bottom w-inline-block\"><div class=\"nav_text is-bottom\">Contact us</div></a>"
    },
    {
      "href": "https://www.mapbox.com/contact/?page=/",
      "text": "Contact us",
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      "html": "<a href=\"https://www.mapbox.com/contact/?page=/\" class=\"button_component is-anchor w-inline-block\"><div data-wf--button_inner--style-variations-color=\"light-outline-hover-primary\" class=\"button_inner w-variant-d48270a8-f2f2-b695-37d3-cb29f491e18d\"><div class=\"text-style-link\">Contact us</div></div></a>"
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      "html": "<a href=\"https://www.mapbox.com/contact/?page=/\" class=\"footer_link is-main\">Contact Us</a>"
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      "html": "<a href=\"https://docs.mapbox.com/help/troubleshooting/\" target=\"_blank\" class=\"footer_link\">Troubleshooting</a>"
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      "text": "Support",
      "html": "<a href=\"https://www.mapbox.com/support\" target=\"_blank\" class=\"footer_link\">Support</a>"
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    }
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      "text": "Terms",
      "html": "<a href=\"https://www.mapbox.com/legal/tos\" class=\"footer_link is-bottom\">Terms</a>"
    },
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      "text": "Privacy",
      "html": "<a href=\"https://www.mapbox.com/legal/privacy\" class=\"footer_link is-bottom\">Privacy</a>"
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  "score": 40,
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}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

6 Fail

Needs attention

AEO: Answer evidence and trust

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

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    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
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    "freshnessDate"
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  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
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      "href": "https://www.mapbox.com/company/values",
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      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/company/values\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">What we value</div></div><div class=\"nav-subtext\">About what drives us</div></div></a>"
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      "text": "What we doAbout Mapbox technologies and data",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/about/maps\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">What we do</div></div><div class=\"nav-subtext\">About Mapbox technologies and data</div></div></a>"
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      "href": "https://www.mapbox.com/company/values",
      "text": "What we valueAbout what drives us",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/company/values\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">What we value</div></div><div class=\"nav-subtext\">About what drives us</div></div></a>"
    },
    {
      "href": "https://www.mapbox.com/about/maps",
      "text": "What we doAbout Mapbox technologies and data",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/about/maps\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">What we do</div></div><div class=\"nav-subtext\">About Mapbox technologies and data</div></div></a>"
    },
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      "href": "https://www.mapbox.com/company/culture",
      "text": "Life at MapboxHow we support your career",
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    },
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      "href": "https://www.linkedin.com/company/mapbox",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/mapbox\" target=\"_blank\" class=\"nav_link-block is-social w-inline-block\"><div class=\"nav_link-block-icon w-embed\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M7.60001 19H4.2V8.3H7.60001V19ZM5.9 6.8C4.8 6.8 4 6 4 4.9C4 3.8 4.9 3 5.9 3C7 3 7.8 3.8 7.8 4.9C7.8 6 7 6.8 5.9 6.8ZM20 19H16.6V13.2C16.6 11.5 15.9 11 14.9 11C13.9 11 12.9 11.8 12.9 13.3V19H9.5V8.3H12.7V9.8C13 9.1 14.2 8 15.9 8C17.8 8 19..."
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      "href": "https://www.mapbox.com/webinars",
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      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/webinars\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Webinars</div></div><div class=\"nav-subtext\">Live and on-demand videos about building with Mapbox</div></div></a>"
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      "href": "https://www.mapbox.com/about/maps",
      "text": "What we do",
      "html": "<a href=\"https://www.mapbox.com/about/maps\" class=\"footer_link\">What we do</a>"
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      "href": "https://www.mapbox.com/company/values",
      "text": "What we value",
      "html": "<a href=\"https://www.mapbox.com/company/values\" class=\"footer_link\">What we value</a>"
    },
    {
      "href": "https://www.linkedin.com/company/mapbox",
      "text": "Visit Mapbox on LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/mapbox\" target=\"_blank\" class=\"footer_social-link w-inline-block\"><div class=\"flex w-embed\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M7.05001 21H3.225V8.9625H7.05001V21ZM5.1375 7.275C3.9 7.275 3 6.375 3 5.1375C3 3.9 4.0125 3 5.1375 3C6.375 3 7.275 3.9 7.275 5.1375C7.275 6.375 6.375 7.275 5.1375 7.275ZM21 21H17.175V14.475C17.175 12.5625 16.3875 12 15.2625 12C14.1375 12 13.0125 12.9 13.0125..."
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      "html": "<a href=\"https://www.mapbox.com/contact/?page=/\" class=\"nav_text-cta\">Contact us</a>"
    },
    {
      "href": "https://www.mapbox.com/blog/faster-updates-fresher-map-data-mts-now-supports-incremental-updates",
      "text": "Faster updates, fresher map data: MTS now supports incremental updatesRead more →",
      "html": "<a href=\"https://www.mapbox.com/blog/faster-updates-fresher-map-data-mts-now-supports-incremental-updates\" class=\"nav_cta-group w-inline-block\"><div class=\"cta_img-wrap\"><img src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a04d0126d81a04506029e96_68c97ee7c56da520972d9dd0_paddleguide%20map_mktg%20approved_Aug%202025.avif\" loading=\"lazy\" alt class=\"nav_cta-img\"></div><div class=\"cta_bottom\"><div class=\"nav_cta-text is-heading\">Faster updates, fresher map data: MTS now supports..."
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      "href": "https://www.mapbox.com/support",
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    {
      "href": "https://docs.mapbox.com/help/",
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      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://docs.mapbox.com/help/\" target=\"_blank\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Help &amp; Troubleshooting</div></div><div class=\"nav-subtext\">Find answers and get help</div></div></a>"
    },
    {
      "href": "https://docs.mapbox.com/resources/dev-tools/",
      "text": "Developer ToolsWeb-based tools to help build with Mapbox",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://docs.mapbox.com/resources/dev-tools/\" target=\"_blank\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Developer Tools</div></div><div class=\"nav-subtext\">Web-based tools to help build with Mapbox</div></div></a>"
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      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://www.mapbox.com/nonprofit\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Nonprofit Support</div></div><div class=\"nav-subtext\">Support for non-profits and positive impact organizations</div></div></a>"
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      "href": "https://www.mapbox.com/support",
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      "href": "https://www.mapbox.com/contact/?page=/",
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      "html": "<a href=\"https://www.mapbox.com/contact/?page=/\" class=\"nav_link-toggle w-inline-block\"><div class=\"nav_link-contents\"><div class=\"nav_text\">Contact us</div></div></a>"
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    {
      "href": "https://www.mapbox.com/blog/faster-updates-fresher-map-data-mts-now-supports-incremental-updates",
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      "html": "<a href=\"https://www.mapbox.com/blog/faster-updates-fresher-map-data-mts-now-supports-incremental-updates\" class=\"nav_cta-group w-inline-block\"><div class=\"cta_img-wrap\"><img src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a04d0126d81a04506029e96_68c97ee7c56da520972d9dd0_paddleguide%20map_mktg%20approved_Aug%202025.avif\" loading=\"lazy\" alt class=\"nav_cta-img\"></div><div class=\"cta_bottom\"><div class=\"nav_cta-text is-heading\">Faster updates, fresher map data: MTS now supports..."
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      "href": "https://discord.gg/sBBksyMjcd",
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      "text": "Help & TroubleshootingFind answers and get help",
      "html": "<a data-wf--nav-link-block--style-variations-size=\"regular\" href=\"https://docs.mapbox.com/help/\" target=\"_blank\" class=\"nav_link-block w-inline-block\"><div class=\"nav_link-block-text\"><div class=\"nav_link-top\"><div class=\"nav_link-heading\">Help &amp; Troubleshooting</div></div><div class=\"nav-subtext\">Find answers and get help</div></div></a>"
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      "href": "https://docs.mapbox.com/resources/dev-tools/",
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      "text": "Contact us",
      "html": "<a href=\"https://www.mapbox.com/contact/?page=/\" class=\"button_component is-anchor w-inline-block\"><div data-wf--button_inner--style-variations-color=\"light-outline-hover-primary\" class=\"button_inner w-variant-d48270a8-f2f2-b695-37d3-cb29f491e18d\"><div class=\"text-style-link\">Contact us</div></div></a>"
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      "href": "https://www.mapbox.com/support",
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      "html": "<a href=\"https://www.mapbox.com/support\" class=\"footer_link is-main\">Support</a>"
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      "text": "Contact Us",
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      "href": "https://www.mapbox.com/support",
      "text": "Support",
      "html": "<a href=\"https://www.mapbox.com/support\" target=\"_blank\" class=\"footer_link\">Support</a>"
    },
    {
      "href": "https://www.mapbox.com/nonprofit",
      "text": "Nonprofit support",
      "html": "<a href=\"https://www.mapbox.com/nonprofit\" class=\"footer_link\">Nonprofit support</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://www.mapbox.com/legal/tos",
      "text": "Terms",
      "html": "<a href=\"https://www.mapbox.com/legal/tos\" class=\"footer_link is-bottom\">Terms</a>"
    },
    {
      "href": "https://www.mapbox.com/legal/privacy",
      "text": "Privacy",
      "html": "<a href=\"https://www.mapbox.com/legal/privacy\" class=\"footer_link is-bottom\">Privacy</a>"
    },
    {
      "href": "https://www.mapbox.com/legal/cookies",
      "text": "Your California Privacy Choices",
      "html": "<a href=\"https://www.mapbox.com/legal/cookies\" class=\"footer_link is-bottom\">Your California Privacy Choices</a>"
    }
  ],
  "score": 40,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

5 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 31,
  "passing": 3,
  "failing": [
    {
      "heading": "3D Lanes provide true-to-life road detail for in-vehicle and mobile navigation",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">3D Lanes provide true-to-life road detail for in-vehicle and mobile navigation</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "New indoor airport maps for developers",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">New indoor airport maps for developers</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Toyota’s next-generation navigation system is built with Mapbox",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">Toyota&#x2019;s next-generation navigation system is built with Mapbox</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Mapbox style update: Beautiful, detailed building facades",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">Mapbox style update: Beautiful, detailed building facades</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Give AI agents geospatial context to deliver accurate, location-aware answers",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">Give AI agents geospatial context to deliver accurate, location-aware answers</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Subscribe to our newsletter",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">Subscribe to our newsletter</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Bring location to life with beautiful maps",
      "headingHtml": "<h2 class=\"heading h3-old mb-16 color-white\">Bring location to life with beautiful maps</h2>",
      "firstParagraph": "Use Mapbox APIs and SDKs, ready-made map styles, and live updating data to build customizable maps for web, mobile, automotive and AR.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-24 t_mb-20\">Use Mapbox APIs and SDKs, ready-made map styles, and live updating data to build customizable maps for web, mobile, automotive and AR.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Optimize routing with customized navigation",
      "headingHtml": "<h2 class=\"heading h3-old mb-16 color-white\">Optimize routing with customized navigation </h2>",
      "firstParagraph": "Advanced routing engines, accurate traffic-aware travel times, and intuitive turn-by-turn directions for mobile and automotive.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-24 t_mb-20\">Advanced routing engines, accurate traffic-aware travel times, and intuitive turn-by-turn directions for mobile and automotive.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Transform location features with search",
      "headingHtml": "<h3 class=\"heading h3-old mb-16 color-white\">Transform location features with search &#xa0;</h3>",
      "firstParagraph": "Mapbox powers location search for precise addresses, place names, and points of interest via easy-to-use APIs and SDKs.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-24 t_mb-20\">Mapbox powers location search for precise addresses, place names, and points of interest via easy-to-use APIs and SDKs.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Generate insights with comprehensive location data",
      "headingHtml": "<h2 class=\"heading h3-old mb-16 color-white\">Generate insights with comprehensive location data </h2>",
      "firstParagraph": "Build with global datasets for Boundaries, Traffic, and Movement, informed by over half a billion monthly active users.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-24 t_mb-20\">Build with global datasets for Boundaries, Traffic, and Movement, informed by over half a billion monthly active users.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Customer stories",
      "headingHtml": "<h2 class=\"heading h2-old mb-20 color-white\">Customer stories</h2>",
      "firstParagraph": "The world’s leading businesses, from startups to global enterprises, build with Mapbox",
      "paragraphHtml": "<p class=\"p-regular large color-gray-40\">The world&#x2019;s leading businesses, from startups to global enterprises, build with Mapbox</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "The Operating System 9 delivers all-new navigation built with Mapbox",
      "headingHtml": "<h3 class=\"heading h3-old mb-16 color-white\">The Operating System 9 delivers all-new navigation built with Mapbox</h3>",
      "firstParagraph": "BMW and MINI set a new standard for in-vehicle navigation with an immersive 3D map style and sophisticated EV features.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-36\">BMW and MINI set a new standard for in-vehicle navigation with an immersive 3D map style and sophisticated EV features.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Reduce costs, enhance service delivery, and improve fleet efficiency",
      "headingHtml": "<h3 class=\"heading h3-old mb-16 color-white\">Reduce costs, enhance service delivery, and improve fleet efficiency</h3>",
      "firstParagraph": "Inform fleet optimization and dispatch with customizable routing, precision geocoding, and in-app navigation for field technicians, ride hail drivers, micromobility services and more.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-36\">Inform fleet optimization and dispatch with customizable routing, precision geocoding, and in-app navigation for field technicians, ride hail drivers, micromobility services and more.</p>",
      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
    },
    {
      "heading": "Highlight superior 5G coverage with live maps",
      "headingHtml": "<h3 class=\"heading h3-old mb-16 color-white\">Highlight superior 5G coverage with live maps</h3>",
      "firstParagraph": "T-Mobile coverage maps, built custom with Mapbox, enhance brand image and customer satisfaction with precise block-level detail and weekly data updates.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-36\">T-Mobile coverage maps, built custom with Mapbox, enhance brand image and customer satisfaction with precise block-level detail and weekly data updates.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Ready to get started?",
      "headingHtml": "<h2 class=\"heading_element is-heading\">Ready to get started?</h2>",
      "firstParagraph": "Create an account or talk to one of our experts.",
      "paragraphHtml": "<p>Create an account or talk to one of our experts.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "PRODUCTS",
      "headingHtml": "<h3 class=\"footer_group-heading\">PRODUCTS</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Maps",
      "headingHtml": "<h3 class=\"footer_subgroup-heading\">Maps</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Search",
      "headingHtml": "<h3 class=\"footer_subgroup-heading\">Search</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Other",
      "headingHtml": "<h3 class=\"footer_subgroup-heading\">Other</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Navigation",
      "headingHtml": "<h3 class=\"footer_subgroup-heading\">Navigation</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Data",
      "headingHtml": "<h3 class=\"footer_subgroup-heading\">Data</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "solutions",
      "headingHtml": "<h3 class=\"footer_group-heading\">solutions</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Developers",
      "headingHtml": "<h3 class=\"footer_group-heading\">Developers</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Resources",
      "headingHtml": "<h3 class=\"footer_group-heading\">Resources</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Company",
      "headingHtml": "<h3 class=\"footer_group-heading\">Company</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "We care about your privacy",
      "headingHtml": "<h2 id=\"onetrust-policy-title\">We care about your privacy</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Privacy Preference Center",
      "headingHtml": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>",
      "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

GEO: Explanatory content depth

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

4 Warning

Needs attention

GEO: Explanatory content depth

Warning

Issue

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

Details

Why it matters

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

Check name

GEO: 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": 4,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 18,
      "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, logging in or filling in forms. You can set your browser to block or alert you about these cookies, but some parts of the site will not then work. These cookies do not store a...",
      "words": 80,
      "hasEvidence": false,
      "reasons": [
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0001\">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, logging in or filling in forms. You can set your browser to block or alert you about these cookies, but some parts of the site will not then work. These cookies do not store any personally i..."
    },
    {
      "index": 19,
      "heading": "H4: Performance Cookies",
      "text": "These cookies allow us to count visits and traffic sources so we can measure and improve the performance of our site. They help us to know which pages are the most and least popular and see how visitors move around the site. All information these cookies collect is aggregated and therefore anonymous. If you do not allow these cookies we will not know when you have visited our site, and will not be able to monitor...",
      "words": 78,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (78 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0002\">These cookies allow us to count visits and traffic sources so we can measure and improve the performance of our site. They help us to know which pages are the most and least popular and see how visitors move around the site. All information these cookies collect is aggregated and therefore anonymous. If you do not allow these cookies we will not know when you have visited our site, and will not be able to monitor its performance..."
    },
    {
      "index": 20,
      "heading": "H4: Functional Cookies",
      "text": "These cookies enable the website to provide enhanced functionality and personalisation. They may be set by us or by third party providers whose services we have added to our pages. If you do not allow these cookies then some or all of these services may not function properly.",
      "words": 48,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (48 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0003\">These cookies enable the website to provide enhanced functionality and personalisation. They may be set by us or by third party providers whose services we have added to our pages. If you do not allow these cookies then some or all of these services may not function properly.</p>"
    },
    {
      "index": 21,
      "heading": "H4: Targeting Cookies",
      "text": "These cookies may be set through our site by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverts on other sites. They do not store directly personal information, but are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising.",
      "words": 65,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (65 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0004\">These cookies may be set through our site by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverts on other sites. They do not store directly personal information, but are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising.</p>"
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

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

3 Warning

Needs attention

GEO: Extraction-friendly structure

Warning

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

Why it matters

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": 7,
  "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: Question-led structure

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

2 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

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

Why it matters

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

Check name

AEO: Question-led structure

Score

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": 7,
  "questionH2s": [
    {
      "index": 5,
      "text": "Ready to get started?",
      "isQuestion": true,
      "html": "<h2 class=\"heading_element is-heading\">Ready to get started?</h2>"
    }
  ],
  "hasFaq": false,
  "score": 70,
  "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

Issue

54 image(s) are missing width/height attributes. 5 possible modal/interstitial element(s) detected.

Details

Why it matters

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

Check name

AIO: 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": 2340,
  "htmlBytes": 654859,
  "imagesMissingDimensions": [
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a03429bb02c38a6837c6dfe_build-2026_banner-desktop-bg-2.avif",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a03429bb02c38a6837c6dfe_build-2026_banner-desktop-bg-2.avif\" loading=\"lazy\" alt class=\"nav-banner_bg-image\">"
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a03430fadfb504ea02adace_build-2026_banner-mobile-bg-2.avif",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a03430fadfb504ea02adace_build-2026_banner-mobile-bg-2.avif\" loading=\"lazy\" alt class=\"nav-banner_bg-image is-mobile\">"
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/68c1dbe1bf5289a17a66c03c_ekz09k2vswmfef2klo.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/68c1dbe1bf5289a17a66c03c_ekz09k2vswmfef2klo.svg\" loading=\"lazy\" alt class=\"icon_image\">"
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a04cf0160731c73d594d1a4_6936fca1a3e7f395b46bc312_Procedural%20buildings%202_mktg%20approved_Nov%202025.avif",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a04cf0160731c73d594d1a4_6936fca1a3e7f395b46bc312_Procedural%20buildings%202_mktg%20approved_Nov%202025.avif\" loading=\"lazy\" alt class=\"nav_cta-img\">"
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a04cf5321eae08b268f16b4_695be70432c2bb89a0b29483_Mapbox_3D-Lanes_01052026_image2.avif",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a04cf5321eae08b268f16b4_695be70432c2bb89a0b29483_Mapbox_3D-Lanes_01052026_image2.avif\" loading=\"lazy\" alt class=\"nav_cta-img\">"
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a04cf8e122a64bf4529f078_69f3c1ed8b9c89533d6139bf_Screenshot%202026-04-29%20at%201.51.55%E2%80%AFPM.avif",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a04cf8e122a64bf4529f078_69f3c1ed8b9c89533d6139bf_Screenshot%202026-04-29%20at%201.51.55%E2%80%AFPM.avif\" loading=\"lazy\" alt class=\"nav_cta-img\">"
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6a04cfc754bac2fd7224a91b_691f63af4c98bb048c49ff15_Blog%20cover%20-%20Mapbox%20Location%20Agent.avif",
      "width": "",
      "height": "",
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      "html": "<img src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/66abccf92c26a8f38e189257_651e8557b730b61ff947f814_homepage__search.webp\" loading=\"lazy\" width=\"730\" sizes=\"(max-width: 767px) 100vw, 730px\" alt srcset=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/66abccf92c26a8f38e189257_651e8557b730b61ff947f814_homepage__search-p-500.webp 500w, https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/66abccf92c26a8f38e189257_651e8557b730b61ff947f814_homepage__search-p-80..."
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851e1e449941b794227a25b_homepage-customer-story_bmw.webp",
      "width": "620",
      "height": "",
      "loading": "eager",
      "html": "<img width=\"620\" sizes=\"(max-width: 767px) 100vw, 620px\" alt src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851e1e449941b794227a25b_homepage-customer-story_bmw.webp\" loading=\"eager\" srcset=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851e1e449941b794227a25b_homepage-customer-story_bmw-p-500.webp 500w, https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851e1e449941b794227a25b_homepage-customer-story_bmw-p-800.webp 800w, https://cdn.prod.website-fil..."
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095d60103084de89b9af15_homepage__case_02.webp",
      "width": "620",
      "height": "",
      "loading": "eager",
      "html": "<img width=\"620\" sizes=\"100vw\" alt src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095d60103084de89b9af15_homepage__case_02.webp\" loading=\"eager\" srcset=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095d60103084de89b9af15_homepage__case_02-p-500.webp 500w, https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095d60103084de89b9af15_homepage__case_02-p-800.webp 800w, https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095d60103084de89b9af15..."
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095eca3f0767faf7b7fafc_weather-logo.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095eca3f0767faf7b7fafc_weather-logo.svg\" alt>"
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851daf609834bfdeba38d7b_homepage-customer-story_kraken.webp",
      "width": "620",
      "height": "",
      "loading": "eager",
      "html": "<img width=\"620\" sizes=\"100vw\" alt src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851daf609834bfdeba38d7b_homepage-customer-story_kraken.webp\" loading=\"eager\" srcset=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851daf609834bfdeba38d7b_homepage-customer-story_kraken-p-500.webp 500w, https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851daf609834bfdeba38d7b_homepage-customer-story_kraken-p-800.webp 800w, https://cdn.prod.website-files.com/6050a76fa6..."
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095d5feb74df805601b42a_homepage__case_04.webp",
      "width": "620",
      "height": "",
      "loading": "eager",
      "html": "<img width=\"620\" sizes=\"100vw\" alt src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095d5feb74df805601b42a_homepage__case_04.webp\" loading=\"eager\" srcset=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095d5feb74df805601b42a_homepage__case_04-p-500.webp 500w, https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095d5feb74df805601b42a_homepage__case_04-p-800.webp 800w, https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/65095d5feb74df805601b42a..."
    },
    {
      "src": "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851db8b65ca553e170c9762_homepage-customer-story_doordash.webp",
      "width": "620",
      "height": "",
      "loading": "eager",
      "html": "<img width=\"620\" sizes=\"100vw\" alt src=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851db8b65ca553e170c9762_homepage-customer-story_doordash.webp\" loading=\"eager\" srcset=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851db8b65ca553e170c9762_homepage-customer-story_doordash-p-500.webp 500w, https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/6851db8b65ca553e170c9762_homepage-customer-story_doordash-p-800.webp 800w, https://cdn.prod.website-files.com/6050..."
    },
    {
      "src": "https://cdn.cookielaw.org/logos/7d778020-1663-45a9-8e08-46c5c332eb26/cd76cd9b-7863-4e0c-b017-ff3ccba9ad3a/ed34a742-d4be-4bdb-9383-a1d55b8319fa/logo_white.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Company Logo\" src=\"https://cdn.cookielaw.org/logos/7d778020-1663-45a9-8e08-46c5c332eb26/cd76cd9b-7863-4e0c-b017-ff3ccba9ad3a/ed34a742-d4be-4bdb-9383-a1d55b8319fa/logo_white.png\">"
    },
    {
      "src": "https://cdn.cookielaw.org/logos/static/powered_by_logo.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Powered by Onetrust\" src=\"https://cdn.cookielaw.org/logos/static/powered_by_logo.svg\" title=\"Powered by OneTrust Opens in a new Tab\">"
    }
  ],
  "possibleDialogs": [
    "<div class=\"modal-styles\"><div class=\"custom-styles w-embed\"><style> .modal_component > * { opacity: 0; transition: opacity 250ms, visibility 250ms; } .modal_component.is-open > * { opacity: 1; visibility: visible; } .modal_foreground .container_component { max-height: 100%; display: flex; } .modal_foreground .container_component > * { position: relative; width: 100%; } .modal_foreground-inner > * { width: 100%; /* Makes modal slot content expand to width of max-width component */ } .modal_fo...",
    "<div class=\"modal-script\"><div class=\"custom-script w-embed w-script\"><script> document.addEventListener('DOMContentLoaded', function () { const modals = document.querySelectorAll('[data-modal]'); const modalOpenTriggers = document.querySelectorAll('[data-modal-trigger-open]'); const modalCloseTriggers = document.querySelectorAll('[data-modal-trigger-close]'); modals.forEach(modal => { modal.setAttribute('aria-expanded', 'false'); modal.foreground = modal.querySelector('[data-modal-foreground...",
    "<div role=\"dialog\" aria-label=\"We care about your privacy\"><div class=\"ot-sdk-container\"><div class=\"ot-sdk-row\"><div id=\"onetrust-group-container\" class=\"ot-sdk-eight ot-sdk-columns\"><div class=\"banner_logo\"></div><div id=\"onetrust-policy\"><h2 id=\"onetrust-policy-title\">We care about your privacy</h2><div id=\"onetrust-policy-text\">By clicking &#x201c;Accept all&#x201d;, you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our market...",
    "<div role=\"dialog\" aria-modal=\"true\" style=\"height: 100%;\" aria-label=\"Privacy Preference Center\"><!-- Close Button --><div class=\"ot-pc-header\"><!-- Logo Tag --><div class=\"ot-pc-logo\"><img alt=\"Company Logo\" src=\"https://cdn.cookielaw.org/logos/7d778020-1663-45a9-8e08-46c5c332eb26/cd76cd9b-7863-4e0c-b017-ff3ccba9ad3a/ed34a742-d4be-4bdb-9383-a1d55b8319fa/logo_white.png\"></div><button id=\"close-pc-btn-handler\" class=\"ot-close-icon\" aria-label=\"Close preference center\" style=\"background-image:...",
    "<section id=\"ot-fltr-modal\"><div id=\"ot-fltr-cnt\"><div id=\"ot-filter-list-header\"></div><button id=\"clear-filters-handler\">Clear</button><div class=\"ot-fltr-scrlcnt ot-pc-scrollbar\" role=\"group\" aria-labelledby=\"ot-filter-list-header\"><ul class=\"ot-fltr-opts\"><li class=\"ot-fltr-opt\"><div class=\"ot-chkbox\"><input id=\"chkbox-id\" type=\"checkbox\" class=\"category-filter-handler\"> <label for=\"chkbox-id\"><span class=\"ot-label-txt\">checkbox label</span></label> <span class=\"ot-label-status\">label</sp..."
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  "score": 70,
  "weight": 10
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning

Issue

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

Details

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 31,
  "passing": 3,
  "failing": [
    {
      "heading": "3D Lanes provide true-to-life road detail for in-vehicle and mobile navigation",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">3D Lanes provide true-to-life road detail for in-vehicle and mobile navigation</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "New indoor airport maps for developers",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">New indoor airport maps for developers</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Toyota’s next-generation navigation system is built with Mapbox",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">Toyota&#x2019;s next-generation navigation system is built with Mapbox</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Mapbox style update: Beautiful, detailed building facades",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">Mapbox style update: Beautiful, detailed building facades</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Give AI agents geospatial context to deliver accurate, location-aware answers",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">Give AI agents geospatial context to deliver accurate, location-aware answers</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Subscribe to our newsletter",
      "headingHtml": "<h3 class=\"heading h3-old color-white\">Subscribe to our newsletter</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Bring location to life with beautiful maps",
      "headingHtml": "<h2 class=\"heading h3-old mb-16 color-white\">Bring location to life with beautiful maps</h2>",
      "firstParagraph": "Use Mapbox APIs and SDKs, ready-made map styles, and live updating data to build customizable maps for web, mobile, automotive and AR.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-24 t_mb-20\">Use Mapbox APIs and SDKs, ready-made map styles, and live updating data to build customizable maps for web, mobile, automotive and AR.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Optimize routing with customized navigation",
      "headingHtml": "<h2 class=\"heading h3-old mb-16 color-white\">Optimize routing with customized navigation </h2>",
      "firstParagraph": "Advanced routing engines, accurate traffic-aware travel times, and intuitive turn-by-turn directions for mobile and automotive.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-24 t_mb-20\">Advanced routing engines, accurate traffic-aware travel times, and intuitive turn-by-turn directions for mobile and automotive.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Transform location features with search",
      "headingHtml": "<h3 class=\"heading h3-old mb-16 color-white\">Transform location features with search &#xa0;</h3>",
      "firstParagraph": "Mapbox powers location search for precise addresses, place names, and points of interest via easy-to-use APIs and SDKs.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-24 t_mb-20\">Mapbox powers location search for precise addresses, place names, and points of interest via easy-to-use APIs and SDKs.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Generate insights with comprehensive location data",
      "headingHtml": "<h2 class=\"heading h3-old mb-16 color-white\">Generate insights with comprehensive location data </h2>",
      "firstParagraph": "Build with global datasets for Boundaries, Traffic, and Movement, informed by over half a billion monthly active users.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-24 t_mb-20\">Build with global datasets for Boundaries, Traffic, and Movement, informed by over half a billion monthly active users.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Customer stories",
      "headingHtml": "<h2 class=\"heading h2-old mb-20 color-white\">Customer stories</h2>",
      "firstParagraph": "The world’s leading businesses, from startups to global enterprises, build with Mapbox",
      "paragraphHtml": "<p class=\"p-regular large color-gray-40\">The world&#x2019;s leading businesses, from startups to global enterprises, build with Mapbox</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "The Operating System 9 delivers all-new navigation built with Mapbox",
      "headingHtml": "<h3 class=\"heading h3-old mb-16 color-white\">The Operating System 9 delivers all-new navigation built with Mapbox</h3>",
      "firstParagraph": "BMW and MINI set a new standard for in-vehicle navigation with an immersive 3D map style and sophisticated EV features.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-36\">BMW and MINI set a new standard for in-vehicle navigation with an immersive 3D map style and sophisticated EV features.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Reduce costs, enhance service delivery, and improve fleet efficiency",
      "headingHtml": "<h3 class=\"heading h3-old mb-16 color-white\">Reduce costs, enhance service delivery, and improve fleet efficiency</h3>",
      "firstParagraph": "Inform fleet optimization and dispatch with customizable routing, precision geocoding, and in-app navigation for field technicians, ride hail drivers, micromobility services and more.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-36\">Inform fleet optimization and dispatch with customizable routing, precision geocoding, and in-app navigation for field technicians, ride hail drivers, micromobility services and more.</p>",
      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
    },
    {
      "heading": "Highlight superior 5G coverage with live maps",
      "headingHtml": "<h3 class=\"heading h3-old mb-16 color-white\">Highlight superior 5G coverage with live maps</h3>",
      "firstParagraph": "T-Mobile coverage maps, built custom with Mapbox, enhance brand image and customer satisfaction with precise block-level detail and weekly data updates.",
      "paragraphHtml": "<p class=\"p-regular large listen-color-theme mb-36\">T-Mobile coverage maps, built custom with Mapbox, enhance brand image and customer satisfaction with precise block-level detail and weekly data updates.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Ready to get started?",
      "headingHtml": "<h2 class=\"heading_element is-heading\">Ready to get started?</h2>",
      "firstParagraph": "Create an account or talk to one of our experts.",
      "paragraphHtml": "<p>Create an account or talk to one of our experts.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "PRODUCTS",
      "headingHtml": "<h3 class=\"footer_group-heading\">PRODUCTS</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Maps",
      "headingHtml": "<h3 class=\"footer_subgroup-heading\">Maps</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Search",
      "headingHtml": "<h3 class=\"footer_subgroup-heading\">Search</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Other",
      "headingHtml": "<h3 class=\"footer_subgroup-heading\">Other</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Navigation",
      "headingHtml": "<h3 class=\"footer_subgroup-heading\">Navigation</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Data",
      "headingHtml": "<h3 class=\"footer_subgroup-heading\">Data</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "solutions",
      "headingHtml": "<h3 class=\"footer_group-heading\">solutions</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Developers",
      "headingHtml": "<h3 class=\"footer_group-heading\">Developers</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Resources",
      "headingHtml": "<h3 class=\"footer_group-heading\">Resources</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Company",
      "headingHtml": "<h3 class=\"footer_group-heading\">Company</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "We care about your privacy",
      "headingHtml": "<h2 id=\"onetrust-policy-title\">We care about your privacy</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Privacy Preference Center",
      "headingHtml": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>",
      "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

Issue

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

Details

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "headings": [
    {
      "text": "Bring location to life with beautiful maps",
      "html": "<h2 class=\"heading h3-old mb-16 color-white\">Bring location to life with beautiful maps</h2>"
    },
    {
      "text": "Optimize routing with customized navigation",
      "html": "<h2 class=\"heading h3-old mb-16 color-white\">Optimize routing with customized navigation </h2>"
    },
    {
      "text": "Generate insights with comprehensive location data",
      "html": "<h2 class=\"heading h3-old mb-16 color-white\">Generate insights with comprehensive location data </h2>"
    },
    {
      "text": "Customer stories",
      "html": "<h2 class=\"heading h2-old mb-20 color-white\">Customer stories</h2>"
    },
    {
      "text": "Ready to get started?",
      "html": "<h2 class=\"heading_element is-heading\">Ready to get started?</h2>"
    },
    {
      "text": "We care about your privacy",
      "html": "<h2 id=\"onetrust-policy-title\">We care about your privacy</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Mapbox?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Mapbox work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Mapbox?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Mapbox free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Mapbox compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Mapbox?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Mapbox work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Mapbox?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Mapbox free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Mapbox 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

Issue

AI context endpoint is informational for this page.

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

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

Evidence

{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "application/json; charset=utf-8",
            "length": 23
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "application/json; charset=utf-8",
            "length": 23
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 9516
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational

Issue

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

Details

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "Bring location to life with beautiful maps",
      "html": "<h2 class=\"heading h3-old mb-16 color-white\">Bring location to life with beautiful maps</h2>"
    },
    {
      "text": "Optimize routing with customized navigation",
      "html": "<h2 class=\"heading h3-old mb-16 color-white\">Optimize routing with customized navigation </h2>"
    },
    {
      "text": "Generate insights with comprehensive location data",
      "html": "<h2 class=\"heading h3-old mb-16 color-white\">Generate insights with comprehensive location data </h2>"
    },
    {
      "text": "Customer stories",
      "html": "<h2 class=\"heading h2-old mb-20 color-white\">Customer stories</h2>"
    },
    {
      "text": "Ready to get started?",
      "html": "<h2 class=\"heading_element is-heading\">Ready to get started?</h2>"
    },
    {
      "text": "We care about your privacy",
      "html": "<h2 id=\"onetrust-policy-title\">We care about your privacy</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Mapbox?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Mapbox work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Mapbox?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Mapbox free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Mapbox compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Mapbox?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Mapbox work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Mapbox?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Mapbox free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Mapbox compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

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

Informational

Needs attention

Auth.md Agent Registration

Informational

Issue

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

Why it matters

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

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8",
        "length": 9516,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
          "compatibleContentType": false,
          "contentLength": 8876,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": false,
          "mentionsCredential": false,
          "links": [
            "https://cdn.prod.website-files.com\"",
            "/title",
            "https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/css/www-mapbox.shared.33bd659d8.min.css\"",
            "/css",
            "/jUh9eFaKnoK53SfjNpxJIRiKVPFo+DbggUSAul+91n",
            "https://fonts.googleapis.com\"",
            "https://fonts.gstatic.com\"",
            "https://ajax.googleapis.com/ajax/libs/webfont/1.6.26/webfont.js\"",
            "/javascript",
            "/script"
          ],
          "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Jun 08 2026 20:25:48 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www-production.mbxsandbox.com\" data-wf-page=\"65ce3ca587589006af03f733\" data-wf-site=\"6050a76fa6a633d5d54ae714\" lang=\"en\"><head><meta charset=\"utf-8\"><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"><meta content=\"Not Found\" name=\"twitter:title\"><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"><link href=\"https://cdn.prod.website-files.com/6050a76fa6a633d5d54ae714/css/www-mapbox.shared.33bd659d8.min.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-M71lnYJy0jk0CKXrYdUd+/jUh9eFaKnoK53SfjNpxJIRiKVPFo+DbggUSAul+91n\" crossorigin=\"anonymous\""
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8",
        "length": 88,
        "text": "<!DOCTYPE html>\n<html>\n  <body>\n    <p>Invalid .well-known request</p>\n  </body>\n</html>"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 404,
          "contentType": "text/html; charset=utf-8",
          "length": 88,
          "text": "<!DOCTYPE html>\n<html>\n  <body>\n    <p>Invalid .well-known request</p>\n  </body>\n</html>"
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational

Issue

IndexNow key is informational for this page.

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

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

Evidence

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

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

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

Informational

Needs attention

OAuth / OIDC discovery

Informational

Issue

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

Why it matters

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

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

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

Informational

Needs attention

OAuth Protected Resource

Informational

Issue

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

Why it matters

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

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html>\n<html>\n  <body>\n    <p>Invalid .well-known request</p>\n  </body>\n</html>"
      },
      "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://www.mapbox.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://www.mapbox.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.mapbox.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.mapbox.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

SEOSEOBrowser audit

Links do not have descriptive text

100 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

1 link found

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityAccessibilityBrowser audit

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

50 Fail

Check name

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

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityAccessibilityBrowser audit

Buttons do not have an accessible name

50 Fail

Check name

Buttons do not have an accessible name

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

When a button doesn't have an accessible name, screen readers announce it as "button", making it unusable for users who rely on screen readers. [Learn how to make buttons more accessible](https://dequeuniversity.com/rules/axe/4.11/button-name).

References

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

Evidence

{
  "description": "When a button doesn't have an accessible name, screen readers announce it as \"button\", making it unusable for users who rely on screen readers. [Learn how to make buttons more accessible](https://dequeuniversity.com/rules/axe/4.11/button-name)."
}

Performance and AccessibilityPerformanceBrowser audit

Image optimization

17 Fail

Check name

Image optimization

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityPerformanceBrowser audit

Network dependency tree

17 Fail

Check name

Network dependency tree

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load.

References

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

Evidence

{
  "description": "[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load."
}

Performance and AccessibilityPerformanceBrowser audit

Render-blocking requests

17 Fail

Check name

Render-blocking requests

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 630 ms

Fix guidance

Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path.

References

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

Evidence

{
  "displayValue": "Est savings of 630 ms",
  "description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}

Performance and AccessibilityPerformanceBrowser audit

Duplicated JavaScript

8 Warning

Check name

Duplicated JavaScript

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 7 KiB

Fix guidance

Remove large, [duplicate JavaScript modules](https://developer.chrome.com/docs/performance/insights/duplicated-javascript) from bundles to reduce unnecessary bytes consumed by network activity.

References

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

Evidence

{
  "displayValue": "Est savings of 7 KiB",
  "description": "Remove large, [duplicate JavaScript modules](https://developer.chrome.com/docs/performance/insights/duplicated-javascript) from bundles to reduce unnecessary bytes consumed by network activity."
}

Performance and AccessibilityPerformanceBrowser audit

Legacy JavaScript

8 Warning

Check name

Legacy JavaScript

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 9 KiB

Fix guidance

Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)

References

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

Evidence

{
  "displayValue": "Est savings of 9 KiB",
  "description": "Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)"
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

2 Fail

Check name

Loading performance

Score

87/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

{
  "checks": [
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 99,
      "displayValue": "70 ms",
      "numericValue": 70
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 54,
      "displayValue": "2.3 s",
      "numericValue": 2254.5116313430044
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 40 ms",
      "numericValue": 44
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 64,
      "displayValue": "2.0 s",
      "numericValue": 1958.102328538194
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 100,
      "displayValue": "40 ms",
      "numericValue": 36
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "10 ms",
      "numericValue": 7.7922899999999995
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 92,
      "displayValue": "2.3 s",
      "numericValue": 2268.511708665191
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 85,
      "displayValue": "1.0 s",
      "numericValue": 1032.9055008221835
    }
  ]
}

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Public score history report links
Scan date	Score	Readiness	Report
Jun 11, 2026	57/100	Level 3, Bot-Aware	Current report