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53/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents
AIDiscoverability41%Agent Easeof Use6%Security& Trust0%GEO, AIO, AEO72%SEO92%Performance& Accessibility82%
  • AI Discoverability 41 out of 100
  • Agent Ease of Use 6 out of 100
  • Security & Trust 0 out of 100
  • GEO, AIO and AEO 72 out of 100
  • SEO 92 out of 100
  • Performance and Accessibility 82 out of 100

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Home - Blue River Technology

Home - Blue River Technology Skip to content 0% Blue River Technology Menu Mission Products Culture Careers Open Positions Blog Get in Touch [email protected] (408) 733-2583 Our mission We create intelligent machinery that solves monumental challenges f...

Next step

Turn this report into a fix workflow

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Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
41
Priority fix7151View details
Discoverability
67
Needs work540View details
Content Readiness
46
Priority fix271View details
Bot Access Control
0
Priority fix040View details
Agent Ease of Use
6
Priority fix15223View details
API
0
Priority fix060View details
Auth
Not Applicable
Not Applicable1100
MCP
13
Priority fix062View details
Skill Discovery
5
Priority fix0101View details
Agent Commerce
Not Applicable
Not Applicable400
GEO, AIO and AEO
72
Needs work5113View details
GEO Readiness
74
Needs work104
AIO Readiness
84
Mostly ready304
AEO Readiness
59
Needs work115View details
SEO
92
Strong1010View details
SEO
92
Strong1010View details
Security & Trust
0
Priority fix450View details
Security & Trust
0
Priority fix050View details
AI Training Exposure
Not Applicable
Not Applicable400
Performance and Accessibility
82
Mostly ready2030View details
Performance
73
Needs work1330View details
Accessibility
99
Strong700

Prioritized recommendations

Issues ranked by score impact

45 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check
01

Issue

The API catalog endpoint did not return HTTP 2xx.

02

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

  1. Fetch API catalog

    The API catalog endpoint did not return HTTP 2xx.

  2. Validate RFC 9727 linkset

    Response is not valid JSON.

  3. Fetch advertised API catalog targets

    API Catalog did not expose any same-origin hrefs to validate.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; 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 lang=\"en-US\">\n<head>\n\t<meta charset=\"UTF-8\">\n<script type=\"text/javascript\">\n/* <![CDATA[ */\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEventListener(\"gform/theme/scripts_loaded\",function(){gform.themeScriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,themeScriptsLoaded:!1,isFormEditor:()=>\"function\"==typeof InitializeEditor,callIfLoaded:function(o){return!(!gform.domLoaded||!gform.scriptsLoaded||!gform.themeScriptsLoaded&&!gform.isFormEditor()||(gform.isFormEditor()&&console.warn(\"The use of gform.initializeOnLoaded() is deprecated in the form editor context and will be removed in Gravity Forms 3.1.\"),o(),0))},in"
      },
      "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."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

50 Fail

Needs attention

High-value schema types

Failed check
01

Issue

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

02

Why it matters

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

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

High-value schema types is missing or incomplete.

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

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

50 Fail

Needs attention

Link headers

Failed check
01

Issue

No useful agent discovery Link headers were found.

02

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

  1. Find useful Link headers

    No useful agent discovery Link headers were found.

  2. Fetch same-origin Link header targets

    Link headers did not expose any same-origin targets to validate.

Evidence
{
  "failedStep": "presence",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "fail",
      "evidence": {
        "links": [
          {
            "url": "https://www.bluerivertechnology.com/wp-json/",
            "rel": "https://api.w.org/",
            "type": "application/json"
          }
        ]
      },
      "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
01

Issue

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

02

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

  1. 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>\n<html lang=\"en-US\">\n<head>\n\t<meta charset=\"UTF-8\">\n<script type=\"text/javascript\">\n/* <![CDATA[ */\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEventListener(\"gform/theme/scripts_loaded\",function(){gform.themeScriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,themeScriptsLoaded:!1,isFormEditor:()=>\"function\"==typeof InitializeEditor,callIfLoaded:function(o){return!(!gform.domLoaded||!gform.scriptsLoaded||!gform.themeScriptsLoaded&&!gform.isFormEditor()||(gform.isFormEditor()&&console.warn(\"The use of gform.initializeOnLoaded() is deprecated in the form editor context and will be removed in Gravity Forms 3.1.\"),o(),0))},in"
          },
          {
            "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>\n<html lang=\"en-US\">\n<head>\n\t<meta charset=\"UTF-8\">\n<script type=\"text/javascript\">\n/* <![CDATA[ */\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEventListener(\"gform/theme/scripts_loaded\",function(){gform.themeScriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,themeScriptsLoaded:!1,isFormEditor:()=>\"function\"==typeof InitializeEditor,callIfLoaded:function(o){return!(!gform.domLoaded||!gform.scriptsLoaded||!gform.themeScriptsLoaded&&!gform.isFormEditor()||(gform.isFormEditor()&&console.warn(\"The use of gform.initializeOnLoaded() is deprecated in the form editor context and will be removed in Gravity Forms 3.1.\"),o(),0))},in"
          },
          {
            "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>\n<html lang=\"en-US\">\n<head>\n\t<meta charset=\"UTF-8\">\n<script type=\"text/javascript\">\n/* <![CDATA[ */\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEventListener(\"gform/theme/scripts_loaded\",function(){gform.themeScriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,themeScriptsLoaded:!1,isFormEditor:()=>\"function\"==typeof InitializeEditor,callIfLoaded:function(o){return!(!gform.domLoaded||!gform.scriptsLoaded||!gform.themeScriptsLoaded&&!gform.isFormEditor()||(gform.isFormEditor()&&console.warn(\"The use of gform.initializeOnLoaded() is deprecated in the form editor context and will be removed in Gravity Forms 3.1.\"),o(),0))},in"
          },
          {
            "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>\n<html lang=\"en-US\">\n<head>\n\t<meta charset=\"UTF-8\">\n<script type=\"text/javascript\">\n/* <![CDATA[ */\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEventListener(\"gform/theme/scripts_loaded\",function(){gform.themeScriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,themeScriptsLoaded:!1,isFormEditor:()=>\"function\"==typeof InitializeEditor,callIfLoaded:function(o){return!(!gform.domLoaded||!gform.scriptsLoaded||!gform.themeScriptsLoaded&&!gform.isFormEditor()||(gform.isFormEditor()&&console.warn(\"The use of gform.initializeOnLoaded() is deprecated in the form editor context and will be removed in Gravity Forms 3.1.\"),o(),0))},in"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!doctype html>\n<html lang=\"en-US\">\n<head>\n\t<meta charset=\"UTF-8\">\n<script type=\"text/javascript\">\n/* <![CDATA[ */\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEventListener(\"gform/theme/scripts_loaded\",function(){gform.themeScriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,themeScriptsLoaded:!1,isFormEditor:()=>\"function\"==typeof InitializeEditor,callIfLoaded:function(o){return!(!gform.domLoaded||!gform.scriptsLoaded||!gform.themeScriptsLoaded&&!gform.isFormEditor()||(gform.isFormEditor()&&console.warn(\"The use of gform.initializeOnLoaded() is deprecated in the form editor context and will be removed in Gravity Forms 3.1.\"),o(),0))},in"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!doctype html>\n<html lang=\"en-US\">\n<head>\n\t<meta charset=\"UTF-8\">\n<script type=\"text/javascript\">\n/* <![CDATA[ */\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEventListener(\"gform/theme/scripts_loaded\",function(){gform.themeScriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,themeScriptsLoaded:!1,isFormEditor:()=>\"function\"==typeof InitializeEditor,callIfLoaded:function(o){return!(!gform.domLoaded||!gform.scriptsLoaded||!gform.themeScriptsLoaded&&!gform.isFormEditor()||(gform.isFormEditor()&&console.warn(\"The use of gform.initializeOnLoaded() is deprecated in the form editor context and will be removed in Gravity Forms 3.1.\"),o(),0))},in"
          },
          {
            "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>\n<html lang=\"en-US\">\n<head>\n\t<meta charset=\"UTF-8\">\n<script type=\"text/javascript\">\n/* <![CDATA[ */\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEventListener(\"gform/theme/scripts_loaded\",function(){gform.themeScriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,themeScriptsLoaded:!1,isFormEditor:()=>\"function\"==typeof InitializeEditor,callIfLoaded:function(o){return!(!gform.domLoaded||!gform.scriptsLoaded||!gform.themeScriptsLoaded&&!gform.isFormEditor()||(gform.isFormEditor()&&console.warn(\"The use of gform.initializeOnLoaded() is deprecated in the form editor context and will be removed in Gravity Forms 3.1.\"),o(),0))},in"
          }
        ]
      },
      "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."
    }
  ]
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check
01

Issue

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

02

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check
01

Issue

No Content Signal found in robots.txt

02

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

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

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check
01

Issue

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

02

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73781
          }
        ]
      },
      "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
01

Issue

llms.txt was not found at the expected path.

02

Why it matters

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

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    llms.txt was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73745
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73750
          }
        ]
      },
      "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
01

Issue

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

02

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

  1. Markdown content type

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

  2. Vary: Accept header

    Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".

  3. 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"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"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": 12493,
        "excerpt": "<!doctype html>\n<html lang=\"en-US\">\n<head>\n\t<meta charset=\"UTF-8\">\n<script type=\"text/javascript\">\n/* <![CDATA[ */\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEvent",
        "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
01

Issue

MCP Server Card was not found at the expected path.

02

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

  1. Fetch to find resource

    MCP Server Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73769
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73769
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73757
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

25 Fail

Needs attention

mcp.json

Failed check
01

Issue

mcp.json was not found at the expected path.

02

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    mcp.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73744
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73757
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73768
          }
        ]
      },
      "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
01

Issue

Semantic HTML is incomplete: 0/3 applicable form inputs have autocomplete attributes (3 missing).

Details

02

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence
{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": true,
  "accessibleLinks": true,
  "accessibleButtons": true,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [
      "<input name=\"input_1\" id=\"input_1_1\" type=\"text\" value class=\"large\" aria-required=\"true\" aria-invalid=\"false\">",
      "<input name=\"input_3\" id=\"input_1_3\" type=\"text\" value class=\"large\" aria-required=\"true\" aria-invalid=\"false\">",
      "<input name=\"input_4\" id=\"input_1_4\" type=\"email\" value class=\"large\" aria-required=\"true\" aria-invalid=\"false\">"
    ],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 1,
    "headings": 18,
    "links": 36,
    "inaccessibleLinks": 0,
    "buttons": 6,
    "inaccessibleButtons": 0,
    "images": 17,
    "imagesWithAlt": 17,
    "autocompleteInputs": 3,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 3
  }
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check
01

Issue

WebMCP manifest was not found at the expected path.

02

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    WebMCP manifest was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73760
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73747
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73745
          }
        ]
      },
      "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
01

Issue

A2A Agent Card was not found at the expected path.

02

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    A2A Agent Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73764
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73768
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73751
          }
        ]
      },
      "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
01

Issue

Agent Skills index was not found at the expected path.

02

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

  1. Fetch to find resource

    Agent Skills index was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73771
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73766
          }
        ]
      },
      "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
01

Issue

agent.json was not found at the expected path.

02

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    agent.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73757
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73747
          }
        ]
      },
      "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
01

Issue

agents.json was not found at the expected path.

02

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    agents.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73759
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73748
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

20 Fail

Needs attention

Content-Security-Policy

Failed check
01

Issue

Content-Security-Policy is missing or incomplete.

02

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence
{
  "header": "content-security-policy",
  "value": null
}

Security & TrustSecurity & TrustEstablished

Frame protection

Frame protection is missing or incomplete.

20 Fail

Needs attention

Frame protection

Failed check
01

Issue

Frame protection is missing or incomplete.

02

Why it matters

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

Check name

Frame protection

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Frame protection is missing or incomplete.

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

Security & TrustSecurity & TrustEstablished

HSTS header

HSTS header is missing or incomplete.

20 Fail

Needs attention

HSTS header

Failed check
01

Issue

HSTS header is missing or incomplete.

02

Why it matters

HSTS tells browsers to keep using HTTPS after the first secure visit, reducing downgrade and mixed-transport risk for repeat users.

Check name

HSTS header

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Require HTTPS for repeat visits with Strict-Transport-Security.

Result

HSTS header is missing or incomplete.

Evidence
{
  "header": "strict-transport-security",
  "value": null
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

20 Fail

Needs attention

Referrer-Policy

Failed check
01

Issue

Referrer-Policy is missing or incomplete.

02

Why it matters

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

Check name

Referrer-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Limit how much referrer data leaves the site.

Result

Referrer-Policy is missing or incomplete.

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

Security & TrustSecurity & TrustEstablished

X-Content-Type-Options

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

20 Fail

Needs attention

X-Content-Type-Options

Failed check
01

Issue

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

02

Why it matters

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

Check name

X-Content-Type-Options

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Prevent MIME sniffing for browser-loaded resources.

Result

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

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

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
01

Issue

No DNS-AID entrypoint records were found under _agents.

02

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Resolve DNS-AID SVCB/HTTPS records

    No DNS-AID entrypoint records were found under _agents.

  2. Validate alpn and endpoint parameters

    Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.

  3. 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.bluerivertechnology.com",
        "probes": [
          {
            "name": "_index._agents.www.bluerivertechnology.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.bluerivertechnology.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.bluerivertechnology.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "bluerivertechnology.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
01

Issue

WebMCP declarative annotations need fixes.

Details

02

Why it matters

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

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Detect data-mcp-tool annotations

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

  2. Detect WebMCP declarative tags

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

  3. Validate WebMCP declarative annotation quality

    WebMCP declarative annotations need fixes.

    WebMCP declarative annotation issues
    • <input name="input_1"> is missing tool-param-description.
    • <input name="input_3"> is missing tool-param-description.
    • <input name="input_4"> is missing tool-param-description.
    • <textarea name="ak_hp_textarea"> is missing tool-param-description.
  4. Detect WebMCP imperative API usage

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

  5. Detect WebMCP browser navigator injection

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

  6. Interactive surface coverage

    Only 0% of interactive surfaces are annotated.

Evidence
{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 1,
        "formsWithTags": 0,
        "totalInteractive": 46,
        "interactiveWithTags": 0,
        "totalCount": 47,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"input_1\"> is missing tool-param-description.",
          "<input name=\"input_3\"> is missing tool-param-description.",
          "<input name=\"input_4\"> is missing tool-param-description.",
          "<textarea name=\"ak_hp_textarea\"> is missing tool-param-description."
        ]
      },
      "issue": "No elements found with tool-name or tool-description attributes.",
      "howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
    },
    {
      "id": "declarative-annotation-quality",
      "title": "Validate WebMCP declarative annotation quality",
      "status": "warning",
      "evidence": {
        "issueCount": 4,
        "issues": [
          "<input name=\"input_1\"> is missing tool-param-description.",
          "<input name=\"input_3\"> is missing tool-param-description.",
          "<input name=\"input_4\"> is missing tool-param-description.",
          "<textarea name=\"ak_hp_textarea\"> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input name=\"input_1\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"input_3\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"input_4\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<textarea name=\"ak_hp_textarea\"> is missing tool-param-description."
            }
          ]
        }
      ],
      "howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
    },
    {
      "id": "imperative-api",
      "title": "Detect WebMCP imperative API usage",
      "status": "informational",
      "evidence": {
        "staticSignals": {
          "detected": false,
          "matched": []
        },
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
      "howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
    },
    {
      "id": "browser-navigator-injection",
      "title": "Detect WebMCP browser navigator injection",
      "status": "informational",
      "evidence": {
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext was not detected in the rendered browser page.",
      "howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
    },
    {
      "id": "surface-coverage",
      "title": "Interactive surface coverage",
      "status": "informational",
      "evidence": {
        "totalForms": 1,
        "formsWithTags": 0,
        "totalInteractive": 46,
        "interactiveWithTags": 0,
        "totalCount": 47,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"input_1\"> is missing tool-param-description.",
          "<input name=\"input_3\"> is missing tool-param-description.",
          "<input name=\"input_4\"> is missing tool-param-description.",
          "<textarea name=\"ak_hp_textarea\"> is missing tool-param-description."
        ]
      },
      "issue": "Only 0% of interactive surfaces are annotated.",
      "howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
    }
  ],
  "staticSignals": {
    "detected": false,
    "matched": []
  },
  "coverage": {
    "totalForms": 1,
    "formsWithTags": 0,
    "totalInteractive": 46,
    "interactiveWithTags": 0,
    "totalCount": 47,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input name=\"input_1\"> is missing tool-param-description.",
      "<input name=\"input_3\"> is missing tool-param-description.",
      "<input name=\"input_4\"> is missing tool-param-description.",
      "<textarea name=\"ak_hp_textarea\"> 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

GEO: Entity clarity

GEO: Entity clarity scored 50/100 and needs improvement.

7 Warning

Needs attention

GEO: Entity clarity

Warning
01

Issue

Title/H1 terms missing from description: home, blue, river, technology, create, intelligent, machinery, solves, monumental, challenges, customers.

Details

02

Why it matters

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

Check name

GEO: Entity clarity

Score

50/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: Entity clarity scored 50/100 and needs improvement.

Evidence
{
  "title": "Home - Blue River Technology",
  "h1": "We create intelligent machinery that solves monumental challenges for our customers",
  "description": "",
  "topicOverlap": 0,
  "topicTerms": [
    "home",
    "blue",
    "river",
    "technology",
    "create",
    "intelligent",
    "machinery",
    "solves",
    "monumental",
    "challenges",
    "customers"
  ],
  "descriptionTerms": [],
  "missingFromDescription": [
    "home",
    "blue",
    "river",
    "technology",
    "create",
    "intelligent",
    "machinery",
    "solves",
    "monumental",
    "challenges",
    "customers"
  ],
  "score": 50,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

AIO: Source and trust signals scored 60/100 and needs improvement.

6 Warning

Needs attention

AIO: Source and trust signals

Warning
01

Issue

Missing AIO trust signals: author, publisher.

Details

02

Why it matters

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

Check name

AIO: Source and trust signals

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Source and trust signals scored 60/100 and needs improvement.

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [
    "2025-12-16T23:15:10+00:00",
    "2026-05-11T21:52:10+00:00"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/mission/",
      "text": "Product management We spend time with customers, ask questions, learn about their lives, and build tools that solve the problems they care about most.",
      "html": "<a href=\"/mission/\" target=\"_self\" class=\"card__inner\" tabindex=\"-1\"> <div class=\"card_flex__header\"> <div class=\"card_flex__icon\"> <img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2025/12/icon-gear.svg\" alt=\"Product management\"> </div> <h3 class=\"card_flex__heading\">Product management</h3> </div> <div class=\"card_flex__content\"> <p>We spend time with customers, ask questions, learn about their lives, and build tools that solve the problems they care about mos..."
    },
    {
      "href": "https://www.linkedin.com/company/bluerivertech/",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/bluerivertech/\" target=\"_blank\" rel=\"noopener\"> <span class=\"screen-reader-text\">LinkedIn</span> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\" height=\"25\" viewBox=\"0 0 24 25\" fill=\"none\"> <g clip-path=\"url(#clip0_169_68)\"> <path d=\"M22.2234 0.632324H1.77187C0.792187 0.632324 0 1.40576 0 2.36201V22.8979C0 23.8542 0.792187 24.6323 1.77187 24.6323H22.2234C23.2031 24.6323 24 23.8542 24 22.9026V2.36201C24 1.40576 23.2031 0.632324 22.2234 0.632324ZM7.1..."
    }
  ],
  "contactLinks": [
    {
      "href": "#",
      "text": "Contact BRT Recruiting",
      "html": "<a id=\"cta_block_818269598f182c28748a8c8999c614f1\" class=\"btn width_auto alignment_dt_left alignment_mb_left\" style href=\"#\" target>Contact BRT Recruiting</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://www.deere.com/en/privacy-and-data/",
      "text": "Data and privacy",
      "html": "<a target=\"_blank\" href=\"https://www.deere.com/en/privacy-and-data/\">Data and privacy</a>"
    }
  ],
  "score": 60,
  "weight": 20
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

6 Warning

Needs attention

Content freshness signals

Warning
01

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header.

02

Why it matters

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

Check name

Content freshness signals

Score

75/100

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": null,
  "schemaDates": [
    "2026-05-11T21:52:10+00:00",
    "2025-12-16T23:15:10+00:00"
  ],
  "metaDateCount": 1,
  "timeDateCount": 0
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 40/100 and needs a fix.

4 Fail

Needs attention

AEO: Entity and definition clarity

Failed check
01

Issue

Entity or definition gaps: home, blue, river, technology, create, intelligent, machinery, solves, monumental, challenges, customers.

Details

02

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

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: Entity and definition clarity scored 40/100 and needs a fix.

Evidence
{
  "title": "Home - Blue River Technology",
  "h1": "We create intelligent machinery that solves monumental challenges for our customers",
  "description": "",
  "topicOverlap": 0,
  "definitionCount": 0,
  "topicTerms": [
    "home",
    "blue",
    "river",
    "technology",
    "create",
    "intelligent",
    "machinery",
    "solves",
    "monumental",
    "challenges",
    "customers"
  ],
  "descriptionTerms": [],
  "missingFromDescription": [
    "home",
    "blue",
    "river",
    "technology",
    "create",
    "intelligent",
    "machinery",
    "solves",
    "monumental",
    "challenges",
    "customers"
  ],
  "score": 40,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

4 Warning

Needs attention

AEO: Answer-first sections

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 17,
  "passing": 2,
  "failing": [
    {
      "heading": "Featured Positions",
      "headingHtml": "<h2 class=\"wp-block-heading\">Featured Positions</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "No results found",
      "headingHtml": "<h3 class=\"post_feed__no_results_title h6\">No results found</h3>",
      "firstParagraph": "Try adjusting your search or filter options.",
      "paragraphHtml": "<p class=\"post_feed__no_results_text\">Try adjusting your search or filter options.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Our Core Competencies",
      "headingHtml": "<h2 class=\"wp-block-heading\">Our Core Competencies</h2>",
      "firstParagraph": "We apply deep expertise across disciplines: robotics, machine learning, software, and product to build intelligent machinery that works in the real world. As a proud subsidiary of John Deere, we’re shaping the next era of agriculture, construction, mining, and more with breakthrough innovation at the intersection of...",
      "paragraphHtml": "<p class=\"has-text-align-left\">We apply deep expertise across disciplines: robotics, machine learning, software, and product to build intelligent machinery that works in the real world. As a proud subsidiary of John Deere, we&#x2019;re shaping the next era of agriculture, construction, mining, and more with breakthrough innovation at the intersection of computer vision, robotics, and sustainability.</p>",
      "words": 53,
      "direct": false,
      "issue": "First paragraph is 53 words and does not look like a concise direct answer."
    },
    {
      "heading": "Computer Vision and Machine Learning",
      "headingHtml": "<h3 class=\"card_flex__heading\">Computer Vision and Machine Learning</h3>",
      "firstParagraph": "We build AI systems that identify every plant in the field, on the move, in real time, and under messy outdoor conditions.",
      "paragraphHtml": "<p>We build AI systems that identify every plant in the field, on the move, in real time, and under messy outdoor conditions.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Robotics & Mechatronics",
      "headingHtml": "<h3 class=\"card_flex__heading\">Robotics &amp; Mechatronics</h3>",
      "firstParagraph": "Our machines don’t just see, they act. We engineer hardware and controls that move with precision in the dirt, not just in the lab.",
      "paragraphHtml": "<p>Our machines don&#x2019;t just see, they act. We engineer hardware and controls that move with precision in the dirt, not just in the lab.</p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
    {
      "heading": "Full Stack Software Development",
      "headingHtml": "<h3 class=\"card_flex__heading\">Full Stack Software Development</h3>",
      "firstParagraph": "We build, test, and deploy software directly into our machines, combining real-time control, perception, and a scale-ready architecture.",
      "paragraphHtml": "<p>We build, test, and deploy software directly into our machines, combining real-time control, perception, and a scale-ready architecture.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Product management",
      "headingHtml": "<h3 class=\"card_flex__heading\">Product management</h3>",
      "firstParagraph": "We spend time with customers, ask questions, learn about their lives, and build tools that solve the problems they care about most.",
      "paragraphHtml": "<p>We spend time with customers, ask questions, learn about their lives, and build tools that solve the problems they care about most.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Field Testing",
      "headingHtml": "<h3 class=\"card_flex__heading\">Field Testing</h3>",
      "firstParagraph": "We prototype fast, test early, and iterate often on real farms with real feedback, so our solutions hold up where it counts.",
      "paragraphHtml": "<p>We prototype fast, test early, and iterate often on real farms with real feedback, so our solutions hold up where it counts.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Deep Roots. Bold Technology. Built for What’s Next.",
      "headingHtml": "<h2 class=\"wp-block-heading\">Deep Roots. Bold Technology. Built for What&#x2019;s Next.</h2>",
      "firstParagraph": "As part of the John Deere family, Blue River Technology combines deep industry roots with Silicon Valley agility. Together, we build scalable, intelligent solutions that turn cutting-edge technology into real-world impact for customers around the globe.",
      "paragraphHtml": "<p>As part of the John Deere family, Blue River Technology combines deep industry roots with Silicon Valley agility. Together, we build scalable, intelligent solutions that turn cutting-edge technology into real-world impact for customers around the globe.</p>",
      "words": 36,
      "direct": false,
      "issue": "First paragraph is 36 words and does not look like a concise direct answer."
    },
    {
      "heading": "Grow With Us",
      "headingHtml": "<h2 class=\"wp-block-heading\">Grow With Us</h2>",
      "firstParagraph": "We’re hiring people driven by purpose, curious at heart, and ready to help reinvent the world’s most essential industries. From robotics and software to product and operations, there’s a place for you at Blue River to learn, grow, and make a meaningful impact.",
      "paragraphHtml": "<p>We&#x2019;re hiring people driven by purpose, curious at heart, and ready to help reinvent the world&#x2019;s most essential industries. From robotics and software to product and operations, there&#x2019;s a place for you at Blue River to learn, grow, and make a meaningful impact.</p>",
      "words": 46,
      "direct": false,
      "issue": "First paragraph is 46 words and does not look like a concise direct answer."
    },
    {
      "heading": "Field Application Engineer- Agriculture",
      "headingHtml": "<h2 class=\"post_card__heading text-card-title\">Field Application Engineer- Agriculture</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Field Engineering Technician – Agriculture",
      "headingHtml": "<h2 class=\"post_card__heading text-card-title\"> Field Engineering Technician &#x2013; Agriculture</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "ML Engineer, End-to-End Autonomy",
      "headingHtml": "<h2 class=\"post_card__heading text-card-title\">ML Engineer, End-to-End Autonomy</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Product Manager, Platform",
      "headingHtml": "<h2 class=\"post_card__heading text-card-title\">Product Manager, Platform</h2>",
      "firstParagraph": "View all",
      "paragraphHtml": "<p id=\"cta_block_944fe7829b997937c304d28ca14d3d47_p\" class=\"btn__block mt-default mb-default pt-default pb-default mobile-mt-default mobile-mb-default mobile-pt-default mobile-pb-default\"> <a id=\"cta_block_944fe7829b997937c304d28ca14d3d47\" class=\"btn btn__outlined width_auto alignment_dt_right alignment_mb_left\" style href=\"/careers/open-positions/\" target>View all</a> </p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Keep up to date on Blue River’s latest developments",
      "headingHtml": "<h3 class=\"mb-2\">Keep up to date on Blue River&#x2019;s latest developments</h3>",
      "firstParagraph": "If you’d like to stay in the loop with Blue River Technology, including joining our Talent Community, please share your details below. Thank you.",
      "paragraphHtml": "<p>If you&#x2019;d like to stay in the loop with Blue River Technology, including joining our Talent Community, please share your details below. Thank you.</p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

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

3 Warning

Needs attention

AEO: Question-led structure

Warning
01

Issue

No question-led h2 sections or FAQ pattern was detected.

Details

02

Why it matters

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

Check name

AEO: Question-led structure

Score

50/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "h2Count": 10,
  "questionH2s": [],
  "hasFaq": false,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

AEO: Answer evidence and trust scored 60/100 and needs improvement.

3 Warning

Needs attention

AEO: Answer evidence and trust

Warning
01

Issue

Missing AIO trust signals: author, publisher.

Details

02

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

60/100

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 evidence and trust scored 60/100 and needs improvement.

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [
    "2025-12-16T23:15:10+00:00",
    "2026-05-11T21:52:10+00:00"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/mission/",
      "text": "Product management We spend time with customers, ask questions, learn about their lives, and build tools that solve the problems they care about most.",
      "html": "<a href=\"/mission/\" target=\"_self\" class=\"card__inner\" tabindex=\"-1\"> <div class=\"card_flex__header\"> <div class=\"card_flex__icon\"> <img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2025/12/icon-gear.svg\" alt=\"Product management\"> </div> <h3 class=\"card_flex__heading\">Product management</h3> </div> <div class=\"card_flex__content\"> <p>We spend time with customers, ask questions, learn about their lives, and build tools that solve the problems they care about mos..."
    },
    {
      "href": "https://www.linkedin.com/company/bluerivertech/",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/bluerivertech/\" target=\"_blank\" rel=\"noopener\"> <span class=\"screen-reader-text\">LinkedIn</span> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\" height=\"25\" viewBox=\"0 0 24 25\" fill=\"none\"> <g clip-path=\"url(#clip0_169_68)\"> <path d=\"M22.2234 0.632324H1.77187C0.792187 0.632324 0 1.40576 0 2.36201V22.8979C0 23.8542 0.792187 24.6323 1.77187 24.6323H22.2234C23.2031 24.6323 24 23.8542 24 22.9026V2.36201C24 1.40576 23.2031 0.632324 22.2234 0.632324ZM7.1..."
    }
  ],
  "contactLinks": [
    {
      "href": "#",
      "text": "Contact BRT Recruiting",
      "html": "<a id=\"cta_block_818269598f182c28748a8c8999c614f1\" class=\"btn width_auto alignment_dt_left alignment_mb_left\" style href=\"#\" target>Contact BRT Recruiting</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://www.deere.com/en/privacy-and-data/",
      "text": "Data and privacy",
      "html": "<a target=\"_blank\" href=\"https://www.deere.com/en/privacy-and-data/\">Data and privacy</a>"
    }
  ],
  "score": 60,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

GEO: Extraction-friendly structure scored 75/100 and needs improvement.

3 Warning

Needs attention

GEO: Extraction-friendly structure

Warning
01

Issue

Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, optional visible FAQ or FAQPage schema, clear definition sentence using "is", "means", or "refers to" where natural.

Details

02

Why it matters

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

Check name

GEO: Extraction-friendly structure

Score

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: Extraction-friendly structure scored 75/100 and needs improvement.

Evidence
{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": false,
  "definitionPatterns": 0,
  "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",
    "clear definition sentence using \"is\", \"means\", or \"refers to\" where natural"
  ],
  "score": 75,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

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

2 Warning

Needs attention

AIO: Page experience for AIO

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Page experience for AIO

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "viewportContent": "width=device-width, initial-scale=1",
  "visibleWords": 679,
  "htmlBytes": 118581,
  "imagesMissingDimensions": [
    {
      "src": "https://www.bluerivertechnology.com/wp-content/uploads/2026/02/BRT_Video_Homepage_Thumbnail-2000x1125.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/02/BRT_Video_Homepage_Thumbnail-2000x1125.png\" alt>"
    },
    {
      "src": "https://www.bluerivertechnology.com/wp-content/uploads/2026/01/icon-eye-white.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/01/icon-eye-white.svg\" alt=\"Computer Vision and Machine Learning\">"
    },
    {
      "src": "https://www.bluerivertechnology.com/wp-content/uploads/2026/02/ComputerVision_MachineLearning-2000x1333.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/02/ComputerVision_MachineLearning-2000x1333.jpg\" srcset=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/02/ComputerVision_MachineLearning-2000x1333.jpg 2000w, https://www.bluerivertechnology.com/wp-content/uploads/2026/02/ComputerVision_MachineLearning-1200x800.jpg 1200w, https://www.bluerivertechnology.com/wp-content/uploads/2026/02/ComputerVision_MachineLearning-768x512.jpg 768w, https://www...."
    },
    {
      "src": "https://www.bluerivertechnology.com/wp-content/uploads/2025/12/icon-robot.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2025/12/icon-robot.svg\" alt=\"Robotics &amp; Mechatronics\">"
    },
    {
      "src": "https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Robotics_Mechatronics-2000x1500.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Robotics_Mechatronics-2000x1500.jpg\" srcset=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Robotics_Mechatronics-2000x1500.jpg 2000w, https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Robotics_Mechatronics-1200x900.jpg 1200w, https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Robotics_Mechatronics-768x576.jpg 768w, https://www.bluerivertechnology.com/wp-content/u..."
    },
    {
      "src": "https://www.bluerivertechnology.com/wp-content/uploads/2025/12/icon-full-stack.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2025/12/icon-full-stack.svg\" alt=\"Full Stack Software Development\">"
    },
    {
      "src": "https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Asset-5-1506x2000.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Asset-5-1506x2000.jpg\" srcset=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Asset-5-1506x2000.jpg 1506w, https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Asset-5-904x1200.jpg 904w, https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Asset-5-768x1020.jpg 768w, https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Asset-5-1157x1536.jpg 1157w, https://www...."
    },
    {
      "src": "https://www.bluerivertechnology.com/wp-content/uploads/2025/12/icon-gear.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2025/12/icon-gear.svg\" alt=\"Product management\">"
    },
    {
      "src": "https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Product_Management.webp",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Product_Management.webp\" srcset=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Product_Management.webp 1920w, https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Product_Management-1200x800.webp 1200w, https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Product_Management-768x512.webp 768w, https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Product_Manag..."
    },
    {
      "src": "https://www.bluerivertechnology.com/wp-content/uploads/2025/12/icon-settings.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2025/12/icon-settings.svg\" alt=\"Field Testing\">"
    },
    {
      "src": "https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Field_Testing.webp",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Field_Testing.webp\" srcset=\"https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Field_Testing.webp 1200w, https://www.bluerivertechnology.com/wp-content/uploads/2026/02/Field_Testing-768x576.webp 768w\" sizes=\"(max-width:2000px) 100vw, 2000px\" alt=\"5 men and woman stand in a line among crop rows and farm equipment\">"
    }
  ],
  "possibleDialogs": [
    "<div class=\"modal form_modal\" id=\"newsletter_modal\" style=\"--max-width:750px\" \" aria-hidden=\"true\" tabindex=\"-1\"><div class=\"modal__wrapper wrapper form_modal__wrapper\"><button class=\"modal__close close form_modal__close icon_btn\"><span class=\"screen-reader-text\">Close</span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"26\" height=\"26\" viewBox=\"0 0 26 26\" fill=\"none\"> <path d=\"M25 1.00001L1 25M25 25L1 1\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\"/> </svg></button><div clas...",
    "<div class=\"modal__wrapper wrapper form_modal__wrapper\"><button class=\"modal__close close form_modal__close icon_btn\"><span class=\"screen-reader-text\">Close</span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"26\" height=\"26\" viewBox=\"0 0 26 26\" fill=\"none\"> <path d=\"M25 1.00001L1 25M25 25L1 1\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\"/> </svg></button><div class=\"modal__inner inner form_modal__inner\"><h3 class=\"mb-2\">Keep up to date on Blue River&#x2019;s latest developme...",
    "<button class=\"modal__close close form_modal__close icon_btn\"><span class=\"screen-reader-text\">Close</span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"26\" height=\"26\" viewBox=\"0 0 26 26\" fill=\"none\"> <path d=\"M25 1.00001L1 25M25 25L1 1\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\"/> </svg></button>",
    "<div class=\"modal__inner inner form_modal__inner\"><h3 class=\"mb-2\">Keep up to date on Blue River&#x2019;s latest developments</h3><span class=\"form_modal__unsubmitted_intro\"><p>If you&#x2019;d like to stay in the loop with Blue River Technology, including joining our Talent Community, please share your details below. Thank you.</p> </span> <div class=\"gf_browser_chrome gform_wrapper gform-theme gform-theme--foundation gform-theme--framework gform-theme--orbital\" data-form-theme=\"orbital\" data...",
    "<span class=\"form_modal__unsubmitted_intro\"><p>If you&#x2019;d like to stay in the loop with Blue River Technology, including joining our Talent Community, please share your details below. Thank you.</p> </span>"
  ],
  "score": 70,
  "weight": 10
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

2 Warning

Needs attention

GEO: Explanatory content depth

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "candidatePassages": 5,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 4,
      "heading": "H1: We create intelligent machinery that solves monumental challenges for our customers",
      "text": "At Blue River, we believe intelligent machines make the world’s hardest jobs safer, smarter, and more sustainable. We build advanced technology that solves complex challenges with precision, driving productivity while reducing strain on people and the fields, job sites, mines, and forests where they work.",
      "words": 46,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (46 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"is-style-h3\"><strong>At Blue River, we believe intelligent machines make the world&#x2019;s hardest jobs safer, smarter, and more sustainable. We build advanced technology that solves complex challenges with precision, driving productivity while reducing strain on people and the fields, job sites, mines, and forests where they work.</strong></p>"
    },
    {
      "index": 5,
      "heading": "H1: We create intelligent machinery that solves monumental challenges for our customers",
      "text": "Our flagship solution, See & Spray™, uses computer vision and machine learning to distinguish crops from weeds. The result? Less herbicide, healthier fields, and a more resilient future for farming. Pixel by pixel, task by task. That’s how big change begins.",
      "words": 41,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (41 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"is-style-h4\">Our flagship solution, See &amp; Spray&#x2122;, uses computer vision and machine learning to distinguish crops from weeds. The result? Less herbicide, healthier fields, and a more resilient future for farming. Pixel by pixel, task by task. That&#x2019;s how big change begins.</p>"
    },
    {
      "index": 9,
      "heading": "H2: Our Core Competencies",
      "text": "We apply deep expertise across disciplines: robotics, machine learning, software, and product to build intelligent machinery that works in the real world. As a proud subsidiary of John Deere, we’re shaping the next era of agriculture, construction, mining, and more with breakthrough innovation at the intersection of computer vision, robotics, and sustainability.",
      "words": 53,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (53 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"has-text-align-left\">We apply deep expertise across disciplines: robotics, machine learning, software, and product to build intelligent machinery that works in the real world. As a proud subsidiary of John Deere, we&#x2019;re shaping the next era of agriculture, construction, mining, and more with breakthrough innovation at the intersection of computer vision, robotics, and sustainability.</p>"
    },
    {
      "index": 16,
      "heading": "H2: Mission-First. People-Centric.Always Collaborative.",
      "text": "We are a mission-first, people-centric company, with our people at the heart of everything we do. At Blue River, we care deeply about what we build and who we build it with. Our teams combine diverse skills, shared values, and a hands-on mindset to solve real customer problems, staying focused on work that matters and people who care.",
      "words": 58,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (58 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>We are a mission-first, people-centric company, with our people at the heart of everything we do. At Blue River, we care deeply about what we build and who we build it with. Our teams combine diverse skills, shared values, and a hands-on mindset to solve real customer problems, staying focused on work that matters and people who care.</p>"
    },
    {
      "index": 21,
      "heading": "H2: Grow With Us",
      "text": "We’re hiring people driven by purpose, curious at heart, and ready to help reinvent the world’s most essential industries. From robotics and software to product and operations, there’s a place for you at Blue River to learn, grow, and make a meaningful impact.",
      "words": 46,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (46 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>We&#x2019;re hiring people driven by purpose, curious at heart, and ready to help reinvent the world&#x2019;s most essential industries. From robotics and software to product and operations, there&#x2019;s a place for you at Blue River to learn, grow, and make a meaningful impact.</p>"
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 17,
  "passing": 2,
  "failing": [
    {
      "heading": "Featured Positions",
      "headingHtml": "<h2 class=\"wp-block-heading\">Featured Positions</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "No results found",
      "headingHtml": "<h3 class=\"post_feed__no_results_title h6\">No results found</h3>",
      "firstParagraph": "Try adjusting your search or filter options.",
      "paragraphHtml": "<p class=\"post_feed__no_results_text\">Try adjusting your search or filter options.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Our Core Competencies",
      "headingHtml": "<h2 class=\"wp-block-heading\">Our Core Competencies</h2>",
      "firstParagraph": "We apply deep expertise across disciplines: robotics, machine learning, software, and product to build intelligent machinery that works in the real world. As a proud subsidiary of John Deere, we’re shaping the next era of agriculture, construction, mining, and more with breakthrough innovation at the intersection of...",
      "paragraphHtml": "<p class=\"has-text-align-left\">We apply deep expertise across disciplines: robotics, machine learning, software, and product to build intelligent machinery that works in the real world. As a proud subsidiary of John Deere, we&#x2019;re shaping the next era of agriculture, construction, mining, and more with breakthrough innovation at the intersection of computer vision, robotics, and sustainability.</p>",
      "words": 53,
      "direct": false,
      "issue": "First paragraph is 53 words and does not look like a concise direct answer."
    },
    {
      "heading": "Computer Vision and Machine Learning",
      "headingHtml": "<h3 class=\"card_flex__heading\">Computer Vision and Machine Learning</h3>",
      "firstParagraph": "We build AI systems that identify every plant in the field, on the move, in real time, and under messy outdoor conditions.",
      "paragraphHtml": "<p>We build AI systems that identify every plant in the field, on the move, in real time, and under messy outdoor conditions.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Robotics & Mechatronics",
      "headingHtml": "<h3 class=\"card_flex__heading\">Robotics &amp; Mechatronics</h3>",
      "firstParagraph": "Our machines don’t just see, they act. We engineer hardware and controls that move with precision in the dirt, not just in the lab.",
      "paragraphHtml": "<p>Our machines don&#x2019;t just see, they act. We engineer hardware and controls that move with precision in the dirt, not just in the lab.</p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
    {
      "heading": "Full Stack Software Development",
      "headingHtml": "<h3 class=\"card_flex__heading\">Full Stack Software Development</h3>",
      "firstParagraph": "We build, test, and deploy software directly into our machines, combining real-time control, perception, and a scale-ready architecture.",
      "paragraphHtml": "<p>We build, test, and deploy software directly into our machines, combining real-time control, perception, and a scale-ready architecture.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Product management",
      "headingHtml": "<h3 class=\"card_flex__heading\">Product management</h3>",
      "firstParagraph": "We spend time with customers, ask questions, learn about their lives, and build tools that solve the problems they care about most.",
      "paragraphHtml": "<p>We spend time with customers, ask questions, learn about their lives, and build tools that solve the problems they care about most.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Field Testing",
      "headingHtml": "<h3 class=\"card_flex__heading\">Field Testing</h3>",
      "firstParagraph": "We prototype fast, test early, and iterate often on real farms with real feedback, so our solutions hold up where it counts.",
      "paragraphHtml": "<p>We prototype fast, test early, and iterate often on real farms with real feedback, so our solutions hold up where it counts.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Deep Roots. Bold Technology. Built for What’s Next.",
      "headingHtml": "<h2 class=\"wp-block-heading\">Deep Roots. Bold Technology. Built for What&#x2019;s Next.</h2>",
      "firstParagraph": "As part of the John Deere family, Blue River Technology combines deep industry roots with Silicon Valley agility. Together, we build scalable, intelligent solutions that turn cutting-edge technology into real-world impact for customers around the globe.",
      "paragraphHtml": "<p>As part of the John Deere family, Blue River Technology combines deep industry roots with Silicon Valley agility. Together, we build scalable, intelligent solutions that turn cutting-edge technology into real-world impact for customers around the globe.</p>",
      "words": 36,
      "direct": false,
      "issue": "First paragraph is 36 words and does not look like a concise direct answer."
    },
    {
      "heading": "Grow With Us",
      "headingHtml": "<h2 class=\"wp-block-heading\">Grow With Us</h2>",
      "firstParagraph": "We’re hiring people driven by purpose, curious at heart, and ready to help reinvent the world’s most essential industries. From robotics and software to product and operations, there’s a place for you at Blue River to learn, grow, and make a meaningful impact.",
      "paragraphHtml": "<p>We&#x2019;re hiring people driven by purpose, curious at heart, and ready to help reinvent the world&#x2019;s most essential industries. From robotics and software to product and operations, there&#x2019;s a place for you at Blue River to learn, grow, and make a meaningful impact.</p>",
      "words": 46,
      "direct": false,
      "issue": "First paragraph is 46 words and does not look like a concise direct answer."
    },
    {
      "heading": "Field Application Engineer- Agriculture",
      "headingHtml": "<h2 class=\"post_card__heading text-card-title\">Field Application Engineer- Agriculture</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Field Engineering Technician – Agriculture",
      "headingHtml": "<h2 class=\"post_card__heading text-card-title\"> Field Engineering Technician &#x2013; Agriculture</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "ML Engineer, End-to-End Autonomy",
      "headingHtml": "<h2 class=\"post_card__heading text-card-title\">ML Engineer, End-to-End Autonomy</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Product Manager, Platform",
      "headingHtml": "<h2 class=\"post_card__heading text-card-title\">Product Manager, Platform</h2>",
      "firstParagraph": "View all",
      "paragraphHtml": "<p id=\"cta_block_944fe7829b997937c304d28ca14d3d47_p\" class=\"btn__block mt-default mb-default pt-default pb-default mobile-mt-default mobile-mb-default mobile-pt-default mobile-pb-default\"> <a id=\"cta_block_944fe7829b997937c304d28ca14d3d47\" class=\"btn btn__outlined width_auto alignment_dt_right alignment_mb_left\" style href=\"/careers/open-positions/\" target>View all</a> </p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Keep up to date on Blue River’s latest developments",
      "headingHtml": "<h3 class=\"mb-2\">Keep up to date on Blue River&#x2019;s latest developments</h3>",
      "firstParagraph": "If you’d like to stay in the loop with Blue River Technology, including joining our Talent Community, please share your details below. Thank you.",
      "paragraphHtml": "<p>If you&#x2019;d like to stay in the loop with Blue River Technology, including joining our Talent Community, please share your details below. Thank you.</p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "headings": [
    {
      "text": "Featured Positions",
      "html": "<h2 class=\"wp-block-heading\">Featured Positions</h2>"
    },
    {
      "text": "Our Core Competencies",
      "html": "<h2 class=\"wp-block-heading\">Our Core Competencies</h2>"
    },
    {
      "text": "Mission-First. People-Centric.Always Collaborative.",
      "html": "<h2 class=\"wp-block-heading\">Mission-First. People-Centric.<br>Always Collaborative.</h2>"
    },
    {
      "text": "Deep Roots. Bold Technology. Built for What’s Next.",
      "html": "<h2 class=\"wp-block-heading\">Deep Roots. Bold Technology. Built for What&#x2019;s Next.</h2>"
    },
    {
      "text": "Grow With Us",
      "html": "<h2 class=\"wp-block-heading\">Grow With Us</h2>"
    },
    {
      "text": "Field Application Engineer- Agriculture",
      "html": "<h2 class=\"post_card__heading text-card-title\">Field Application Engineer- Agriculture</h2>"
    },
    {
      "text": "Field Engineering Technician – Agriculture",
      "html": "<h2 class=\"post_card__heading text-card-title\"> Field Engineering Technician &#x2013; Agriculture</h2>"
    },
    {
      "text": "ML Engineer, End-to-End Autonomy",
      "html": "<h2 class=\"post_card__heading text-card-title\">ML Engineer, End-to-End Autonomy</h2>"
    },
    {
      "text": "Product Manager, Platform",
      "html": "<h2 class=\"post_card__heading text-card-title\">Product Manager, Platform</h2>"
    },
    {
      "text": "Grow With Us",
      "html": "<h2 class=\"wp-block-heading\">Grow With Us</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Home - Blue River Technology?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Home - Blue River Technology work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Home - Blue River Technology?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Home - Blue River Technology free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Home - Blue River Technology compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does Home - Blue River Technology work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Home - Blue River Technology?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Home - Blue River Technology free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Home - Blue River Technology compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational
01

Issue

AI context endpoint is informational for this page.

02

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

  1. Fetch to find resource

    AI context endpoint was not found at the expected path.

Evidence
{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73751
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73747
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 73744
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence
{
  "headings": [
    {
      "text": "Featured Positions",
      "html": "<h2 class=\"wp-block-heading\">Featured Positions</h2>"
    },
    {
      "text": "Our Core Competencies",
      "html": "<h2 class=\"wp-block-heading\">Our Core Competencies</h2>"
    },
    {
      "text": "Mission-First. People-Centric.Always Collaborative.",
      "html": "<h2 class=\"wp-block-heading\">Mission-First. People-Centric.<br>Always Collaborative.</h2>"
    },
    {
      "text": "Deep Roots. Bold Technology. Built for What’s Next.",
      "html": "<h2 class=\"wp-block-heading\">Deep Roots. Bold Technology. Built for What&#x2019;s Next.</h2>"
    },
    {
      "text": "Grow With Us",
      "html": "<h2 class=\"wp-block-heading\">Grow With Us</h2>"
    },
    {
      "text": "Field Application Engineer- Agriculture",
      "html": "<h2 class=\"post_card__heading text-card-title\">Field Application Engineer- Agriculture</h2>"
    },
    {
      "text": "Field Engineering Technician – Agriculture",
      "html": "<h2 class=\"post_card__heading text-card-title\"> Field Engineering Technician &#x2013; Agriculture</h2>"
    },
    {
      "text": "ML Engineer, End-to-End Autonomy",
      "html": "<h2 class=\"post_card__heading text-card-title\">ML Engineer, End-to-End Autonomy</h2>"
    },
    {
      "text": "Product Manager, Platform",
      "html": "<h2 class=\"post_card__heading text-card-title\">Product Manager, Platform</h2>"
    },
    {
      "text": "Grow With Us",
      "html": "<h2 class=\"wp-block-heading\">Grow With Us</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Home - Blue River Technology?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Home - Blue River Technology work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Home - Blue River Technology?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Home - Blue River Technology free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Home - Blue River Technology compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does Home - Blue River Technology work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Home - Blue River Technology?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Home - Blue River Technology free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Home - Blue River Technology compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Q&A and FAQ opportunities

GEO: Q&A and FAQ opportunities is informational for this page.

Informational

Needs attention

GEO: Q&A and FAQ opportunities

Informational
01

Issue

10 h2 heading(s) are not phrased as questions; this is optional and only useful where Q&A wording is natural. No visible FAQ or FAQPage schema was detected; this is optional unless the page answers common questions.

Details

02

Why it matters

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

Check name

GEO: Q&A and FAQ opportunities

Score

75/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: Q&A and FAQ opportunities is informational for this page.

Evidence
{
  "h2Count": 10,
  "questionH2s": 0,
  "hasFaq": false,
  "nonQuestionH2s": [
    {
      "index": 1,
      "text": "Featured Positions",
      "isQuestion": false,
      "html": "<h2 class=\"wp-block-heading\">Featured Positions</h2>"
    },
    {
      "index": 2,
      "text": "Our Core Competencies",
      "isQuestion": false,
      "html": "<h2 class=\"wp-block-heading\">Our Core Competencies</h2>"
    },
    {
      "index": 3,
      "text": "Mission-First. People-Centric.Always Collaborative.",
      "isQuestion": false,
      "html": "<h2 class=\"wp-block-heading\">Mission-First. People-Centric.<br>Always Collaborative.</h2>"
    },
    {
      "index": 4,
      "text": "Deep Roots. Bold Technology. Built for What’s Next.",
      "isQuestion": false,
      "html": "<h2 class=\"wp-block-heading\">Deep Roots. Bold Technology. Built for What&#x2019;s Next.</h2>"
    },
    {
      "index": 5,
      "text": "Grow With Us",
      "isQuestion": false,
      "html": "<h2 class=\"wp-block-heading\">Grow With Us</h2>"
    },
    {
      "index": 6,
      "text": "Field Application Engineer- Agriculture",
      "isQuestion": false,
      "html": "<h2 class=\"post_card__heading text-card-title\">Field Application Engineer- Agriculture</h2>"
    },
    {
      "index": 7,
      "text": "Field Engineering Technician – Agriculture",
      "isQuestion": false,
      "html": "<h2 class=\"post_card__heading text-card-title\"> Field Engineering Technician &#x2013; Agriculture</h2>"
    },
    {
      "index": 8,
      "text": "ML Engineer, End-to-End Autonomy",
      "isQuestion": false,
      "html": "<h2 class=\"post_card__heading text-card-title\">ML Engineer, End-to-End Autonomy</h2>"
    },
    {
      "index": 9,
      "text": "Product Manager, Platform",
      "isQuestion": false,
      "html": "<h2 class=\"post_card__heading text-card-title\">Product Manager, Platform</h2>"
    },
    {
      "index": 10,
      "text": "Grow With Us",
      "isQuestion": false,
      "html": "<h2 class=\"wp-block-heading\">Grow With Us</h2>"
    }
  ],
  "score": 75,
  "weight": 4
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational
01

Issue

IndexNow key is informational for this page.

02

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

  1. Find advertised IndexNow key location

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

  2. Fetch and validate IndexNow key file

    No discoverable IndexNow key file was found.

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

Performance and AccessibilityBest PracticesBrowser audit

Browser errors were logged to the console

100 Fail

Check name

Browser errors were logged to the console

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Fix guidance

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

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

SEOSEOBrowser audit

Document does not have a meta description

100 Fail

Check name

Document does not have a meta description

Score

0/100

Status

fail

Device

desktop

Category

SEO

Fix guidance

Meta descriptions may be included in search results to concisely summarize page content. [Learn more about the meta description](https://developer.chrome.com/docs/lighthouse/seo/meta-description/).

Evidence
{
  "description": "Meta descriptions may be included in search results to concisely summarize page content. [Learn more about the meta description](https://developer.chrome.com/docs/lighthouse/seo/meta-description/)."
}

Performance and AccessibilityPerformanceBrowser audit

Improve image delivery

33 Fail

Check name

Improve image delivery

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 4,425 KiB

Fix guidance

Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)

Evidence
{
  "displayValue": "Est savings of 4,425 KiB",
  "description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}

Performance and AccessibilityPerformanceBrowser audit

Network dependency tree

33 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.

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

Loading performance

8 Fail

Check name

Loading performance

Score

75/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

Evidence
{
  "checks": [
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 86,
      "displayValue": "1.0 s",
      "numericValue": 1013.0082171064837
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 0 ms",
      "numericValue": 4
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 85,
      "displayValue": "2.8 s",
      "numericValue": 2761.132732783022
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 39,
      "displayValue": "2.8 s",
      "numericValue": 2761.132732783022
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "0 ms",
      "numericValue": 0.8999999999999999
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 100,
      "displayValue": "50 ms",
      "numericValue": 51.999999999999886
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 85,
      "displayValue": "150 ms",
      "numericValue": 147
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 1,
      "displayValue": "6.0 s",
      "numericValue": 6022.819957602989
    }
  ]
}

Fix with MCP or CLI

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

Score history

Public scan score over time

Public reports for this website origin. Select any point or report link to open that canonical report.

1 reports
Public score history report links
Scan dateScoreReadinessReport
53/100Level 3, Bot-AwareCurrent report
bluerivertechnology.com AI SEO Report: 53/100 (Level 3, Bot-Aware)