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56/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents
AIDiscoverability32%Agent Easeof Use6%Security& Trust40%GEO, AIO, AEO66%SEO100%Performance& Accessibility89%
  • AI Discoverability 32 out of 100
  • Agent Ease of Use 6 out of 100
  • Security & Trust 40 out of 100
  • GEO, AIO and AEO 66 out of 100
  • SEO 100 out of 100
  • Performance and Accessibility 89 out of 100

CAPTURED SCREENSHOT

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"The Future" Delivered.

MindSource helps organizations turn ambition into outcomes by taking responsibility for execution where speed, accountability, and control all matter.

Next step

Turn this report into a fix workflow

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

Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
32
Priority fix5180View details
Discoverability
14
Priority fix180View details
Content Readiness
50
Needs work370View details
Bot Access Control
33
Priority fix130View 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
66
Needs work4214View details
GEO Readiness
63
Needs work114View details
AIO Readiness
60
Needs work115View details
AEO Readiness
75
Mostly ready205
SEO
100
Strong1100
SEO
100
Strong1100
Security & Trust
40
Priority fix630View details
Security & Trust
40
Priority fix230View details
AI Training Exposure
Not Applicable
Not Applicable400
Performance and Accessibility
89
Mostly ready2123View details
Performance
84
Mostly ready1523View details
Accessibility
97
Strong600

Prioritized recommendations

Issues ranked by score impact

46 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check
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><html lang=\"en\" class=\"dm_serif_display_97c8a6f2-module__HOvMyW__variable dm_sans_40b93add-module__kJBK_q__variable jetbrains_mono_6104e6b7-module__s6uLTa__variable h-full antialiased\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/MindsourceFinalLogo.png\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0vzwywhbjup3a.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0f8rxm8v.uokl.js\"/><script src=\"/_next/static/chunks/0pqt~8bl3ukh4.js\" async=\"\"></script><script src=\"/_next/static/chunks/0by26_fgpwr7x.js\" async=\"\"></script><script src=\"/_next/static/chunks/1233rkk7hpuu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/tur"
      },
      "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 DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

50 Fail

Needs attention

Content Signal

Failed check
01

Issue

Missing Content-Signal(s): ai-input. Found: ai-train, search

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": [
    "search=yes",
    "ai-train=no"
  ],
  "ai-train": true,
  "search": true,
  "ai-input": false
}

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><html lang=\"en\" class=\"dm_serif_display_97c8a6f2-module__HOvMyW__variable dm_sans_40b93add-module__kJBK_q__variable jetbrains_mono_6104e6b7-module__s6uLTa__variable h-full antialiased\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/MindsourceFinalLogo.png\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0vzwywhbjup3a.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0f8rxm8v.uokl.js\"/><script src=\"/_next/static/chunks/0pqt~8bl3ukh4.js\" async=\"\"></script><script src=\"/_next/static/chunks/0by26_fgpwr7x.js\" async=\"\"></script><script src=\"/_next/static/chunks/1233rkk7hpuu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/tur"
          },
          {
            "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><html lang=\"en\" class=\"dm_serif_display_97c8a6f2-module__HOvMyW__variable dm_sans_40b93add-module__kJBK_q__variable jetbrains_mono_6104e6b7-module__s6uLTa__variable h-full antialiased\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/MindsourceFinalLogo.png\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0vzwywhbjup3a.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0f8rxm8v.uokl.js\"/><script src=\"/_next/static/chunks/0pqt~8bl3ukh4.js\" async=\"\"></script><script src=\"/_next/static/chunks/0by26_fgpwr7x.js\" async=\"\"></script><script src=\"/_next/static/chunks/1233rkk7hpuu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/tur"
          },
          {
            "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><html lang=\"en\" class=\"dm_serif_display_97c8a6f2-module__HOvMyW__variable dm_sans_40b93add-module__kJBK_q__variable jetbrains_mono_6104e6b7-module__s6uLTa__variable h-full antialiased\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/MindsourceFinalLogo.png\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0vzwywhbjup3a.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0f8rxm8v.uokl.js\"/><script src=\"/_next/static/chunks/0pqt~8bl3ukh4.js\" async=\"\"></script><script src=\"/_next/static/chunks/0by26_fgpwr7x.js\" async=\"\"></script><script src=\"/_next/static/chunks/1233rkk7hpuu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/tur"
          },
          {
            "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><html lang=\"en\" class=\"dm_serif_display_97c8a6f2-module__HOvMyW__variable dm_sans_40b93add-module__kJBK_q__variable jetbrains_mono_6104e6b7-module__s6uLTa__variable h-full antialiased\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/MindsourceFinalLogo.png\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0vzwywhbjup3a.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0f8rxm8v.uokl.js\"/><script src=\"/_next/static/chunks/0pqt~8bl3ukh4.js\" async=\"\"></script><script src=\"/_next/static/chunks/0by26_fgpwr7x.js\" async=\"\"></script><script src=\"/_next/static/chunks/1233rkk7hpuu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/tur"
          },
          {
            "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><html lang=\"en\" class=\"dm_serif_display_97c8a6f2-module__HOvMyW__variable dm_sans_40b93add-module__kJBK_q__variable jetbrains_mono_6104e6b7-module__s6uLTa__variable h-full antialiased\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/MindsourceFinalLogo.png\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0vzwywhbjup3a.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0f8rxm8v.uokl.js\"/><script src=\"/_next/static/chunks/0pqt~8bl3ukh4.js\" async=\"\"></script><script src=\"/_next/static/chunks/0by26_fgpwr7x.js\" async=\"\"></script><script src=\"/_next/static/chunks/1233rkk7hpuu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/tur"
          },
          {
            "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><html lang=\"en\" class=\"dm_serif_display_97c8a6f2-module__HOvMyW__variable dm_sans_40b93add-module__kJBK_q__variable jetbrains_mono_6104e6b7-module__s6uLTa__variable h-full antialiased\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/MindsourceFinalLogo.png\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0vzwywhbjup3a.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0f8rxm8v.uokl.js\"/><script src=\"/_next/static/chunks/0pqt~8bl3ukh4.js\" async=\"\"></script><script src=\"/_next/static/chunks/0by26_fgpwr7x.js\" async=\"\"></script><script src=\"/_next/static/chunks/1233rkk7hpuu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/tur"
          },
          {
            "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><html lang=\"en\" class=\"dm_serif_display_97c8a6f2-module__HOvMyW__variable dm_sans_40b93add-module__kJBK_q__variable jetbrains_mono_6104e6b7-module__s6uLTa__variable h-full antialiased\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/MindsourceFinalLogo.png\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0vzwywhbjup3a.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0f8rxm8v.uokl.js\"/><script src=\"/_next/static/chunks/0pqt~8bl3ukh4.js\" async=\"\"></script><script src=\"/_next/static/chunks/0by26_fgpwr7x.js\" async=\"\"></script><script src=\"/_next/static/chunks/1233rkk7hpuu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/tur"
          }
        ]
      },
      "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 ControlInformational

Web Bot Auth request signing

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

50 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": 51016
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is missing or incomplete.

33 Fail

Needs attention

Content freshness signals

Failed check
01

Issue

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

02

Why it matters

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

Check name

Content freshness signals

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is missing or incomplete.

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

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

33 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.

33 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.

33 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
}

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

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

33 Fail

Needs attention

llms.txt

Failed check
01

Issue

llms.txt was not found at the expected path.

02

Why it matters

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

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    llms.txt was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          }
        ]
      },
      "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".

33 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": 16993,
        "excerpt": "<!DOCTYPE html><html lang=\"en\" class=\"dm_serif_display_97c8a6f2-module__HOvMyW__variable dm_sans_40b93add-module__kJBK_q__variable jetbrains_mono_6104e6b7-module__s6uLTa__variable h-full antialiased\"><head><meta charSet=\"utf-8\"/><meta name=",
        "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": 51016
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          }
        ]
      },
      "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": 51016
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          }
        ]
      },
      "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."
    }
  ]
}

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": 51016
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          }
        ]
      },
      "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": 51016
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          }
        ]
      },
      "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": 51016
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          }
        ]
      },
      "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": 51016
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          }
        ]
      },
      "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": 51016
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

17 Fail

Needs attention

FAQPage schema

Failed check
01

Issue

FAQ content was detected but no FAQPage schema was found.

02

Why it matters

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

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

FAQPage schema is missing or incomplete.

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

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

17 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": []
}

AI DiscoverabilityDiscoverabilityEstablished

JSON-LD present

JSON-LD present is missing or incomplete.

17 Fail

Needs attention

JSON-LD present

Failed check
01

Issue

No JSON-LD blocks found.

02

Why it matters

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

Check name

JSON-LD present

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

JSON-LD present is missing or incomplete.

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

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

17 Fail

Needs attention

Link headers

Failed check
01

Issue

No useful agent discovery Link headers were found.

02

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

  1. Find useful Link headers

    No useful agent discovery Link headers were found.

  2. Fetch same-origin Link header targets

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

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

AI DiscoverabilityDiscoverabilityEstablished

Organization / WebSite schema

Organization / WebSite schema is missing or incomplete.

17 Fail

Needs attention

Organization / WebSite schema

Failed check
01

Issue

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

02

Why it matters

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

Check name

Organization / WebSite schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Identify the site owner and website entity in structured data.

Result

Organization / WebSite schema is missing or incomplete.

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

AI DiscoverabilityDiscoverabilityEstablished

Sitemap

Sitemap is missing or incomplete.

17 Fail

Needs attention

Sitemap

Failed check
01

Issue

No valid XML sitemap found at checked locations: https://mindsource.com/sitemap.xml, https://mindsource.com/sitemap_index.xml, https://mindsource.com/sitemap-index.xml.

02

Why it matters

Sitemaps help crawlers and agents discover canonical URLs, updated pages, and deeper content that may not be obvious from the homepage navigation.

Check name

Sitemap

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Publish a sitemap and reference it from robots.txt.

Result

Sitemap is missing or incomplete.

Evidence
{
  "checked": [
    "https://mindsource.com/sitemap.xml",
    "https://mindsource.com/sitemap_index.xml",
    "https://mindsource.com/sitemap-index.xml"
  ]
}

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": "mindsource.com",
        "probes": [
          {
            "name": "_index._agents.mindsource.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.mindsource.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": "mindsource.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> is missing a name attribute.
    • <input> is missing tool-param-description.
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
    • <select> is missing a name attribute.
    • <select> is missing tool-param-description.
  4. Detect WebMCP imperative API usage

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

  5. Detect WebMCP browser navigator injection

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

  6. Interactive surface coverage

    Only 0% of interactive surfaces are annotated.

Evidence
{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 0,
        "formsWithTags": 0,
        "totalInteractive": 59,
        "interactiveWithTags": 0,
        "totalCount": 59,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<select> is missing a name attribute.",
          "<select> 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": 8,
        "issues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<select> is missing a name attribute.",
          "<select> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<select> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<select> is missing tool-param-description."
            }
          ]
        }
      ],
      "howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
    },
    {
      "id": "imperative-api",
      "title": "Detect WebMCP imperative API usage",
      "status": "informational",
      "evidence": {
        "staticSignals": {
          "detected": false,
          "matched": []
        },
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
      "howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
    },
    {
      "id": "browser-navigator-injection",
      "title": "Detect WebMCP browser navigator injection",
      "status": "informational",
      "evidence": {
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext was not detected in the rendered browser page.",
      "howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
    },
    {
      "id": "surface-coverage",
      "title": "Interactive surface coverage",
      "status": "informational",
      "evidence": {
        "totalForms": 0,
        "formsWithTags": 0,
        "totalInteractive": 59,
        "interactiveWithTags": 0,
        "totalCount": 59,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<select> is missing a name attribute.",
          "<select> is missing tool-param-description."
        ]
      },
      "issue": "Only 0% of interactive surfaces are annotated.",
      "howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
    }
  ],
  "staticSignals": {
    "detected": false,
    "matched": []
  },
  "coverage": {
    "totalForms": 0,
    "formsWithTags": 0,
    "totalInteractive": 59,
    "interactiveWithTags": 0,
    "totalCount": 59,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<select> is missing a name attribute.",
      "<select> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

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

7 Fail

Needs attention

AIO: Visible structured data match

Failed check
01

Issue

No JSON-LD structured data was detected.

Details

02

Why it matters

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

Check name

AIO: Visible structured data match

Score

0/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

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

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: AI crawler accessibility

GEO: AI crawler accessibility scored 45/100 and needs a fix.

5 Fail

Needs attention

GEO: AI crawler accessibility

Failed check
01

Issue

robots.txt blocks these AI crawlers: gptbot, claudebot, google-extended. No rendered JSON-LD schema block was detected.

Details

02

Why it matters

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

Check name

GEO: AI crawler accessibility

Score

45/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: AI crawler accessibility scored 45/100 and needs a fix.

Evidence
{
  "textWords": 2136,
  "htmlBytes": 138647,
  "robots": {
    "checkedCrawlers": [
      "gptbot",
      "chatgpt-user",
      "claudebot",
      "perplexitybot",
      "google-extended"
    ],
    "blocked": [
      "gptbot",
      "claudebot",
      "google-extended"
    ],
    "allows": false
  },
  "schemaBlocks": 0,
  "finalUrl": "https://mindsource.com/",
  "robotsExcerpt": "# As a condition of accessing this website, you agree to abide by the following\n# content signals:\n\n# (a)  If a Content-Signal = yes, you may collect content for the corresponding\n#      use.\n# (b)  If a Content-Signal = no, you may not collect content for the\n#      corresponding use.\n# (c)  If the website operator does not include a Content-Signal for a\n#      corresponding use, the website operator neither grants nor restricts\n#      permission via Content-Signal with respect to the corresponding use.\n\n# The content signals and their meanings are:\n\n# search:   building a search index and providing search results (e.g., returning\n#           hyperlinks and short excerpts from your website's contents). Search does not\n#           include providing AI-generated search summaries.\n# ai-input",
  "score": 45,
  "weight": 26
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

5 Warning

Needs attention

AEO: Answer-first sections

Warning
01

Issue

23 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": 28,
  "passing": 5,
  "failing": [
    {
      "heading": "A Track Record Built in Production",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl text-white sm:text-4xl\">A Track Record Built in Production</h2>",
      "firstParagraph": "These are real outcomes from real engagements. See the proof →",
      "paragraphHtml": "<p class=\"mt-12 text-sm text-white/55\">These are real outcomes from real engagements.<!-- --> <a class=\"font-semibold text-blue-brand transition-colors hover:text-orange-brand\" href=\"/proof/\">See the proof &#x2192;</a></p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Safety and Control Is an Execution Requirement",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">AI Safety and Control Is an Execution Requirement</h2>",
      "firstParagraph": "Execution speed does not come from moving recklessly. It comes from knowing when control must be asserted and when it can recede.",
      "paragraphHtml": "<p>Execution speed does not come from moving recklessly. It comes from knowing when control must be asserted and when it can recede.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "What Could MindSource Return to You?",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl text-white sm:text-4xl lg:text-5xl\">What Could MindSource Return to You?</h2>",
      "firstParagraph": "Move the sliders to match your organization. See your potential return before the first conversation.",
      "paragraphHtml": "<p class=\"mx-auto mt-3 max-w-xl text-white/55\">Move the sliders to match your organization. See your potential return before the first conversation.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Your Organization",
      "headingHtml": "<h3 class=\"text-sm font-bold uppercase tracking-wider text-white\">Your Organization</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Built for Real Work, Not Just AI Experiments",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Built for Real Work, Not Just AI Experiments</h2>",
      "firstParagraph": "MindSource works with organizations at different stages of AI adoption, from teams taking their first steps to those scaling automation across the business.",
      "paragraphHtml": "<p>MindSource works with organizations at different stages of AI adoption, from teams taking their first steps to those scaling automation across the business.</p>",
      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
    },
    {
      "heading": "Every Quarter You Wait Has a Number.",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl sm:text-4xl lg:text-5xl\">Every Quarter You Wait Has a Number.</h2>",
      "firstParagraph": "What Waiting Costs",
      "paragraphHtml": "<p class=\"font-mono text-xs font-bold uppercase tracking-[0.18em] text-orange-brand\">What Waiting Costs</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Why Organizations Choose MindSource",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Why Organizations Choose MindSource</h2>",
      "firstParagraph": "Organizations engage MindSource when optimism is no longer sufficient and execution certainty becomes essential.",
      "paragraphHtml": "<p>Organizations engage MindSource when optimism is no longer sufficient and execution certainty becomes essential.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Where Do You Stand on AI?",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl text-text-dark sm:text-4xl\">Where Do You Stand on AI?</h2>",
      "firstParagraph": "Eight quick questions. Two minutes. A personalized roadmap and your smartest next step.",
      "paragraphHtml": "<p class=\"mt-5 text-lg text-text-mid\">Eight quick questions. Two minutes. A personalized roadmap and your smartest next step.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Execution, With Ownership",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Execution, With Ownership</h2>",
      "firstParagraph": "MindSource is deliberately structured around ownership, not advisory distance.",
      "paragraphHtml": "<p>MindSource is deliberately structured around ownership, not advisory distance.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Proven Across Real Operating Conditions",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Proven Across Real Operating Conditions</h2>",
      "firstParagraph": "MindSource brings decades of experience delivering technology-enabled execution under real operational constraints. Our work spans 200+ client engagements across small and mid-market organizations, high-growth teams, and global enterprises.",
      "paragraphHtml": "<p>MindSource brings decades of experience delivering technology-enabled execution under real operational constraints. Our work spans 200+ client engagements across small and mid-market organizations, high-growth teams, and global enterprises.</p>",
      "words": 28,
      "direct": false,
      "issue": "First paragraph is 28 words and does not look like a concise direct answer."
    },
    {
      "heading": "Delivering the Future Safely and Profitably",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Delivering the Future Safely and Profitably</h2>",
      "firstParagraph": "The future of business is built on AI-enabled workflows, automation, and intelligent decision support.",
      "paragraphHtml": "<p>The future of business is built on AI-enabled workflows, automation, and intelligent decision support.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Red Leaderâ„¢",
      "headingHtml": "<h3 class=\"mt-2 font-display text-2xl text-text-dark\">Red Leader&#x2122;</h3>",
      "firstParagraph": "Unified execution authority for AI incidents in production, providing decisive intervention and stabilization while the business continues to run.",
      "paragraphHtml": "<p class=\"text-base leading-relaxed text-text-mid lg:text-lg\">Unified execution authority for AI incidents in production, providing decisive intervention and stabilization while the business continues to run.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Guardian Teamsâ„¢",
      "headingHtml": "<h3 class=\"mt-2 font-display text-2xl text-text-dark\">Guardian Teams&#x2122;</h3>",
      "firstParagraph": "Sustained oversight after go-live to preserve alignment, detect drift, and ensure execution discipline holds as systems evolve.",
      "paragraphHtml": "<p class=\"text-base leading-relaxed text-text-mid lg:text-lg\">Sustained oversight after go-live to preserve alignment, detect drift, and ensure execution discipline holds as systems evolve.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "PODsâ„¢",
      "headingHtml": "<h3 class=\"mt-2 font-display text-2xl text-text-dark\">PODs&#x2122;</h3>",
      "firstParagraph": "Bounded delivery units that create clarity around ownership and outcomes without reorganizing the business.",
      "paragraphHtml": "<p class=\"text-base leading-relaxed text-text-mid lg:text-lg\">Bounded delivery units that create clarity around ownership and outcomes without reorganizing the business.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Control Plane",
      "headingHtml": "<h3 class=\"mt-2 font-display text-2xl text-text-dark\">AI Control Plane</h3>",
      "firstParagraph": "Runtime governance embedded directly into execution, enforcing identity, authority, behavioral constraints, and intervention paths at scale.",
      "paragraphHtml": "<p class=\"text-base leading-relaxed text-text-mid lg:text-lg\">Runtime governance embedded directly into execution, enforcing identity, authority, behavioral constraints, and intervention paths at scale.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Questions Buyers AskBefore They Call Us",
      "headingHtml": "<h2 class=\"mt-4 font-display text-3xl leading-tight text-white sm:text-4xl lg:text-[2.6rem]\">Questions Buyers Ask<br>Before They Call Us</h2>",
      "firstParagraph": "Straight answers. No sales language.",
      "paragraphHtml": "<p class=\"mx-auto mt-4 max-w-xl text-base text-white/55\">Straight answers. No sales language.</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "\"The Future\" Delivered.",
      "headingHtml": "<h2 class=\"font-display text-3xl leading-tight text-white sm:text-4xl lg:text-5xl\">&quot;The Future&quot; Delivered.</h2>",
      "firstParagraph": "MindSource exists to help organizations execute responsibly as AI becomes part of how business actually runs.",
      "paragraphHtml": "<p class=\"mx-auto mt-5 max-w-2xl text-base text-white/75 sm:text-lg\">MindSource exists to help organizations execute responsibly as AI becomes part of how business actually runs.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Red Leaderâ„¢",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">Red Leader&#x2122;</h2>",
      "firstParagraph": "The tactical strike team for your tech emergencies",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">The tactical strike team for your tech emergencies</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "SWARMSâ„¢",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">SWARMS&#x2122;</h2>",
      "firstParagraph": "Operating Diagnostic",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Operating Diagnostic</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Guardian Teamsâ„¢",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">Guardian Teams&#x2122;</h2>",
      "firstParagraph": "Sustained Confidence",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Sustained Confidence</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "PODsâ„¢",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">PODs&#x2122;</h2>",
      "firstParagraph": "Bounded Ownership",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Bounded Ownership</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Control Plane",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">AI Control Plane</h2>",
      "firstParagraph": "Control Architecture",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Control Architecture</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Speed & Control",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">Speed &amp; Control</h2>",
      "firstParagraph": "Execution Discipline",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Execution Discipline</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

4 Warning

Needs attention

AEO: Answer evidence and trust

Warning
01

Issue

Missing AIO trust signals: publisher, freshnessDate.

Details

02

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

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": true,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "MindSource",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/about/",
      "text": "About",
      "html": "<a class=\"nav-link text-sm font-medium text-white/85 hover:text-white\" href=\"/about/\">About</a>"
    },
    {
      "href": "/contact/?source=roi",
      "text": "Talk to MindSource About Your ROI",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 text-white border-transparent px-8 py-3.5 bg-[linear-gradient(135deg,#FF8A00,#FF6200)] hover:-translate-y-0.5 hover:bg-[linear-gradient(135deg,#FFA033,#FF7A00)] hover:shadow-[0_0_20px_rgba(255,138,0,0.6),0_0_50px_rgba(255,138,0,0.2)] focus-visible:outline-orange-brand [animation:m..."
    },
    {
      "href": "/about/",
      "text": "About",
      "html": "<a class=\"transition-colors hover:text-cyan-brand\" href=\"/about/\">About</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/contact/",
      "text": "Talk to MindSource",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 bg-blue-brand text-white border-[1.5px] border-transparent px-5 py-2.5 text-sm hover:bg-transparent hover:text-orange-brand hover:border-orange-brand hover:shadow-[0_0_14px_rgba(255,138,0,0.35)] focus-visible:outline-orange-brand active:scale-[0.97]\" href=\"/contact/\"><span>Talk to..."
    },
    {
      "href": "/contact/",
      "text": "Talk to MindSource",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 bg-blue-brand text-white border-transparent px-8 py-3.5 hover:-translate-y-0.5 hover:bg-[#007FD4] hover:shadow-[0_0_18px_rgba(0,153,255,0.5),0_0_40px_rgba(255,138,0,0.25)] focus-visible:outline-blue-brand active:scale-[0.97]\" href=\"/contact/\"><span>Talk to MindSource</span><svg xm..."
    },
    {
      "href": "/contact/?source=roi",
      "text": "Talk to MindSource About Your ROI",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 text-white border-transparent px-8 py-3.5 bg-[linear-gradient(135deg,#FF8A00,#FF6200)] hover:-translate-y-0.5 hover:bg-[linear-gradient(135deg,#FFA033,#FF7A00)] hover:shadow-[0_0_20px_rgba(255,138,0,0.6),0_0_50px_rgba(255,138,0,0.2)] focus-visible:outline-orange-brand [animation:m..."
    },
    {
      "href": "/contact/?source=cost-clock",
      "text": "Stop the Clock",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 text-white border-transparent px-8 py-3.5 bg-[linear-gradient(135deg,#FF8A00,#FF6200)] hover:-translate-y-0.5 hover:bg-[linear-gradient(135deg,#FFA033,#FF7A00)] hover:shadow-[0_0_20px_rgba(255,138,0,0.6),0_0_50px_rgba(255,138,0,0.2)] focus-visible:outline-orange-brand [animation:m..."
    },
    {
      "href": "/contact/",
      "text": "Talk to MindSource",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 bg-transparent text-blue-brand border-blue-brand border-[1.5px] px-7 py-[0.78rem] hover:-translate-y-0.5 hover:bg-blue-brand/10 hover:border-cyan-brand hover:text-cyan-brand hover:shadow-[0_0_16px_rgba(0,212,200,0.3)] focus-visible:outline-blue-brand active:scale-[0.97]\" href=\"/co..."
    },
    {
      "href": "/contact/",
      "text": "Talk to MindSource→",
      "html": "<a class=\"mt-6 inline-flex items-center gap-2 rounded-full bg-[linear-gradient(135deg,#FF8A00,#e67a00)] px-9 py-3.5 text-sm font-bold text-white shadow-[0_4px_24px_rgba(255,138,0,0.35)] transition-all duration-200 hover:-translate-y-0.5 hover:shadow-[0_8px_32px_rgba(255,138,0,0.5)]\" href=\"/contact/\">Talk to MindSource<span aria-hidden=\"true\">&#x2192;</span></a>"
    },
    {
      "href": "/contact/",
      "text": "Talk to MindSource",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 bg-blue-brand text-white border-transparent px-8 py-3.5 hover:-translate-y-0.5 hover:bg-[#007FD4] hover:shadow-[0_0_18px_rgba(0,153,255,0.5),0_0_40px_rgba(255,138,0,0.25)] focus-visible:outline-blue-brand active:scale-[0.97]\" href=\"/contact/\"><span>Talk to MindSource</span><svg xm..."
    },
    {
      "href": "/contact/",
      "text": "Talk to MindSource",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 text-white border-transparent px-8 py-3.5 bg-[linear-gradient(135deg,#FF8A00,#FF6200)] hover:-translate-y-0.5 hover:bg-[linear-gradient(135deg,#FFA033,#FF7A00)] hover:shadow-[0_0_20px_rgba(255,138,0,0.6),0_0_50px_rgba(255,138,0,0.2)] focus-visible:outline-orange-brand [animation:m..."
    },
    {
      "href": "/contact/",
      "text": "Talk to Us →",
      "html": "<a class=\"inline-flex shrink-0 items-center gap-1.5 rounded-full bg-[linear-gradient(135deg,#0099FF,#0066CC)] px-5 py-2 text-sm font-bold text-white shadow-[0_4px_16px_rgba(0,153,255,0.4)] transition-all duration-200 hover:-translate-y-0.5 hover:shadow-[0_6px_24px_rgba(0,153,255,0.65)]\" href=\"/contact/\">Talk to Us &#x2192;</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a class=\"transition-colors hover:text-cyan-brand\" href=\"/privacy-policy/\">Privacy Policy</a>"
    }
  ],
  "score": 60,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

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

4 Warning

Needs attention

GEO: Extraction-friendly structure

Warning
01

Issue

Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, JSON-LD structured data.

Details

02

Why it matters

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

Check name

GEO: Extraction-friendly structure

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

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

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

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

3 Warning

Needs attention

AIO: Source and trust signals

Warning
01

Issue

Missing AIO trust signals: publisher, freshnessDate.

Details

02

Why it matters

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

Check name

AIO: Source and trust signals

Score

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": true,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "MindSource",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/about/",
      "text": "About",
      "html": "<a class=\"nav-link text-sm font-medium text-white/85 hover:text-white\" href=\"/about/\">About</a>"
    },
    {
      "href": "/contact/?source=roi",
      "text": "Talk to MindSource About Your ROI",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 text-white border-transparent px-8 py-3.5 bg-[linear-gradient(135deg,#FF8A00,#FF6200)] hover:-translate-y-0.5 hover:bg-[linear-gradient(135deg,#FFA033,#FF7A00)] hover:shadow-[0_0_20px_rgba(255,138,0,0.6),0_0_50px_rgba(255,138,0,0.2)] focus-visible:outline-orange-brand [animation:m..."
    },
    {
      "href": "/about/",
      "text": "About",
      "html": "<a class=\"transition-colors hover:text-cyan-brand\" href=\"/about/\">About</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/contact/",
      "text": "Talk to MindSource",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 bg-blue-brand text-white border-[1.5px] border-transparent px-5 py-2.5 text-sm hover:bg-transparent hover:text-orange-brand hover:border-orange-brand hover:shadow-[0_0_14px_rgba(255,138,0,0.35)] focus-visible:outline-orange-brand active:scale-[0.97]\" href=\"/contact/\"><span>Talk to..."
    },
    {
      "href": "/contact/",
      "text": "Talk to MindSource",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 bg-blue-brand text-white border-transparent px-8 py-3.5 hover:-translate-y-0.5 hover:bg-[#007FD4] hover:shadow-[0_0_18px_rgba(0,153,255,0.5),0_0_40px_rgba(255,138,0,0.25)] focus-visible:outline-blue-brand active:scale-[0.97]\" href=\"/contact/\"><span>Talk to MindSource</span><svg xm..."
    },
    {
      "href": "/contact/?source=roi",
      "text": "Talk to MindSource About Your ROI",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 text-white border-transparent px-8 py-3.5 bg-[linear-gradient(135deg,#FF8A00,#FF6200)] hover:-translate-y-0.5 hover:bg-[linear-gradient(135deg,#FFA033,#FF7A00)] hover:shadow-[0_0_20px_rgba(255,138,0,0.6),0_0_50px_rgba(255,138,0,0.2)] focus-visible:outline-orange-brand [animation:m..."
    },
    {
      "href": "/contact/?source=cost-clock",
      "text": "Stop the Clock",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 text-white border-transparent px-8 py-3.5 bg-[linear-gradient(135deg,#FF8A00,#FF6200)] hover:-translate-y-0.5 hover:bg-[linear-gradient(135deg,#FFA033,#FF7A00)] hover:shadow-[0_0_20px_rgba(255,138,0,0.6),0_0_50px_rgba(255,138,0,0.2)] focus-visible:outline-orange-brand [animation:m..."
    },
    {
      "href": "/contact/",
      "text": "Talk to MindSource",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 bg-transparent text-blue-brand border-blue-brand border-[1.5px] px-7 py-[0.78rem] hover:-translate-y-0.5 hover:bg-blue-brand/10 hover:border-cyan-brand hover:text-cyan-brand hover:shadow-[0_0_16px_rgba(0,212,200,0.3)] focus-visible:outline-blue-brand active:scale-[0.97]\" href=\"/co..."
    },
    {
      "href": "/contact/",
      "text": "Talk to MindSource→",
      "html": "<a class=\"mt-6 inline-flex items-center gap-2 rounded-full bg-[linear-gradient(135deg,#FF8A00,#e67a00)] px-9 py-3.5 text-sm font-bold text-white shadow-[0_4px_24px_rgba(255,138,0,0.35)] transition-all duration-200 hover:-translate-y-0.5 hover:shadow-[0_8px_32px_rgba(255,138,0,0.5)]\" href=\"/contact/\">Talk to MindSource<span aria-hidden=\"true\">&#x2192;</span></a>"
    },
    {
      "href": "/contact/",
      "text": "Talk to MindSource",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 bg-blue-brand text-white border-transparent px-8 py-3.5 hover:-translate-y-0.5 hover:bg-[#007FD4] hover:shadow-[0_0_18px_rgba(0,153,255,0.5),0_0_40px_rgba(255,138,0,0.25)] focus-visible:outline-blue-brand active:scale-[0.97]\" href=\"/contact/\"><span>Talk to MindSource</span><svg xm..."
    },
    {
      "href": "/contact/",
      "text": "Talk to MindSource",
      "html": "<a class=\"ms-btn group inline-flex items-center gap-2 font-semibold tracking-wide rounded-full border transition-all duration-300 ease-out focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 text-white border-transparent px-8 py-3.5 bg-[linear-gradient(135deg,#FF8A00,#FF6200)] hover:-translate-y-0.5 hover:bg-[linear-gradient(135deg,#FFA033,#FF7A00)] hover:shadow-[0_0_20px_rgba(255,138,0,0.6),0_0_50px_rgba(255,138,0,0.2)] focus-visible:outline-orange-brand [animation:m..."
    },
    {
      "href": "/contact/",
      "text": "Talk to Us →",
      "html": "<a class=\"inline-flex shrink-0 items-center gap-1.5 rounded-full bg-[linear-gradient(135deg,#0099FF,#0066CC)] px-5 py-2 text-sm font-bold text-white shadow-[0_4px_16px_rgba(0,153,255,0.4)] transition-all duration-200 hover:-translate-y-0.5 hover:shadow-[0_6px_24px_rgba(0,153,255,0.65)]\" href=\"/contact/\">Talk to Us &#x2192;</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a class=\"transition-colors hover:text-cyan-brand\" href=\"/privacy-policy/\">Privacy Policy</a>"
    }
  ],
  "score": 60,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

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

3 Warning

Needs attention

GEO: Entity clarity

Warning
01

Issue

Title/H1 terms missing from description: future, delivered.

Details

02

Why it matters

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

Check name

GEO: Entity clarity

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "title": "\"The Future\" Delivered.",
  "h1": "\"The Future\" Delivered.",
  "description": "MindSource helps organizations turn ambition into outcomes by taking responsibility for execution where speed, accountability, and control all matter.",
  "topicOverlap": 0,
  "topicTerms": [
    "future",
    "delivered"
  ],
  "descriptionTerms": [
    "mindsource",
    "helps",
    "organizations",
    "turn",
    "ambition",
    "into",
    "outcomes",
    "taking",
    "responsibility",
    "execution",
    "where",
    "speed",
    "accountability",
    "control",
    "all",
    "matter"
  ],
  "missingFromDescription": [
    "future",
    "delivered"
  ],
  "score": 70,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

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

2 Warning

Needs attention

AEO: Entity and definition clarity

Warning
01

Issue

Entity or definition gaps: future, delivered.

Details

02

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "title": "\"The Future\" Delivered.",
  "h1": "\"The Future\" Delivered.",
  "description": "MindSource helps organizations turn ambition into outcomes by taking responsibility for execution where speed, accountability, and control all matter.",
  "topicOverlap": 0,
  "definitionCount": 24,
  "topicTerms": [
    "future",
    "delivered"
  ],
  "descriptionTerms": [
    "mindsource",
    "helps",
    "organizations",
    "turn",
    "ambition",
    "into",
    "outcomes",
    "taking",
    "responsibility",
    "execution",
    "where",
    "speed",
    "accountability",
    "control",
    "all",
    "matter"
  ],
  "missingFromDescription": [
    "future",
    "delivered"
  ],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

2 Warning

Needs attention

GEO: Explanatory content depth

Warning
01

Issue

3 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": 3,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 2,
      "heading": "H1: \"The Future\" Delivered.",
      "text": "MindSource helps organizations turn ambition into outcomes. We do this by taking responsibility for execution in environments where speed, accountability, and control all matter. Whether the objective is solving a critical problem, improving performance, or staying competitive, we deliver measurable results by embedding intelligence directly into the way the business actually runs.",
      "words": 52,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (52 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>MindSource helps organizations turn ambition into outcomes. We do this by taking responsibility for execution in environments where speed, accountability, and control all matter. Whether the objective is solving a critical problem, improving performance, or staying competitive, we deliver measurable results by embedding intelligence directly into the way the business actually runs.</p>"
    },
    {
      "index": 17,
      "heading": "H2: Built for Real Work, Not Just AI Experiments",
      "text": "We help organizations use AI in ways that support the business as it actually operates. That means automating and improving workflows safely, eliminating stalled initiatives and rework, and embedding intelligence into customer- and revenue-bearing processes. The result is lower cost, stronger execution, and the ability to serve customers faster and more reliably without introducing new risk.",
      "words": 56,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (56 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>We help organizations use AI in ways that support the business as it actually operates. That means automating and improving workflows safely, eliminating stalled initiatives and rework, and embedding intelligence into customer- and revenue-bearing processes. The result is lower cost, stronger execution, and the ability to serve customers faster and more reliably without introducing new risk.</p>"
    },
    {
      "index": 46,
      "heading": "H2: Questions Buyers AskBefore They Call Us",
      "text": "A 30-minute call. No RFP, no discovery questionnaire, no proposal theater. We ask you one question: where is the work stuck? From there, we tell you what an engagement looks like, what it requires from your side, and what we commit to on ours. If it fits, we define scope, outcomes, and accountability before anything is signed.",
      "words": 57,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (57 words; target 80-220)."
      ],
      "html": "<p>A 30-minute call. No RFP, no discovery questionnaire, no proposal theater. We ask you one question: where is the work stuck? From there, we tell you what an engagement looks like, what it requires from your side, and what we commit to on ours. If it fits, we define scope, outcomes, and accountability before anything is signed.</p>"
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Google eligibility and indexability

AIO: Google eligibility and indexability scored 80/100 and needs improvement.

1 Warning

Needs attention

AIO: Google eligibility and indexability

Warning
01

Issue

Canonical tag is missing.

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: Google eligibility and indexability

Score

80/100

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: Google eligibility and indexability scored 80/100 and needs improvement.

Evidence
{
  "status": 200,
  "googlebotBlocked": false,
  "metaRobotsTags": [],
  "xRobotsTag": "",
  "canonical": "",
  "finalUrl": "https://mindsource.com/",
  "canonicalScore": 0,
  "score": 80,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

1 Warning

Needs attention

AIO: Answer block readiness

Warning
01

Issue

23 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": 28,
  "passing": 5,
  "failing": [
    {
      "heading": "A Track Record Built in Production",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl text-white sm:text-4xl\">A Track Record Built in Production</h2>",
      "firstParagraph": "These are real outcomes from real engagements. See the proof →",
      "paragraphHtml": "<p class=\"mt-12 text-sm text-white/55\">These are real outcomes from real engagements.<!-- --> <a class=\"font-semibold text-blue-brand transition-colors hover:text-orange-brand\" href=\"/proof/\">See the proof &#x2192;</a></p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Safety and Control Is an Execution Requirement",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">AI Safety and Control Is an Execution Requirement</h2>",
      "firstParagraph": "Execution speed does not come from moving recklessly. It comes from knowing when control must be asserted and when it can recede.",
      "paragraphHtml": "<p>Execution speed does not come from moving recklessly. It comes from knowing when control must be asserted and when it can recede.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "What Could MindSource Return to You?",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl text-white sm:text-4xl lg:text-5xl\">What Could MindSource Return to You?</h2>",
      "firstParagraph": "Move the sliders to match your organization. See your potential return before the first conversation.",
      "paragraphHtml": "<p class=\"mx-auto mt-3 max-w-xl text-white/55\">Move the sliders to match your organization. See your potential return before the first conversation.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Your Organization",
      "headingHtml": "<h3 class=\"text-sm font-bold uppercase tracking-wider text-white\">Your Organization</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Built for Real Work, Not Just AI Experiments",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Built for Real Work, Not Just AI Experiments</h2>",
      "firstParagraph": "MindSource works with organizations at different stages of AI adoption, from teams taking their first steps to those scaling automation across the business.",
      "paragraphHtml": "<p>MindSource works with organizations at different stages of AI adoption, from teams taking their first steps to those scaling automation across the business.</p>",
      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
    },
    {
      "heading": "Every Quarter You Wait Has a Number.",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl sm:text-4xl lg:text-5xl\">Every Quarter You Wait Has a Number.</h2>",
      "firstParagraph": "What Waiting Costs",
      "paragraphHtml": "<p class=\"font-mono text-xs font-bold uppercase tracking-[0.18em] text-orange-brand\">What Waiting Costs</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Why Organizations Choose MindSource",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Why Organizations Choose MindSource</h2>",
      "firstParagraph": "Organizations engage MindSource when optimism is no longer sufficient and execution certainty becomes essential.",
      "paragraphHtml": "<p>Organizations engage MindSource when optimism is no longer sufficient and execution certainty becomes essential.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Where Do You Stand on AI?",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl text-text-dark sm:text-4xl\">Where Do You Stand on AI?</h2>",
      "firstParagraph": "Eight quick questions. Two minutes. A personalized roadmap and your smartest next step.",
      "paragraphHtml": "<p class=\"mt-5 text-lg text-text-mid\">Eight quick questions. Two minutes. A personalized roadmap and your smartest next step.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Execution, With Ownership",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Execution, With Ownership</h2>",
      "firstParagraph": "MindSource is deliberately structured around ownership, not advisory distance.",
      "paragraphHtml": "<p>MindSource is deliberately structured around ownership, not advisory distance.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Proven Across Real Operating Conditions",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Proven Across Real Operating Conditions</h2>",
      "firstParagraph": "MindSource brings decades of experience delivering technology-enabled execution under real operational constraints. Our work spans 200+ client engagements across small and mid-market organizations, high-growth teams, and global enterprises.",
      "paragraphHtml": "<p>MindSource brings decades of experience delivering technology-enabled execution under real operational constraints. Our work spans 200+ client engagements across small and mid-market organizations, high-growth teams, and global enterprises.</p>",
      "words": 28,
      "direct": false,
      "issue": "First paragraph is 28 words and does not look like a concise direct answer."
    },
    {
      "heading": "Delivering the Future Safely and Profitably",
      "headingHtml": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Delivering the Future Safely and Profitably</h2>",
      "firstParagraph": "The future of business is built on AI-enabled workflows, automation, and intelligent decision support.",
      "paragraphHtml": "<p>The future of business is built on AI-enabled workflows, automation, and intelligent decision support.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Red Leaderâ„¢",
      "headingHtml": "<h3 class=\"mt-2 font-display text-2xl text-text-dark\">Red Leader&#x2122;</h3>",
      "firstParagraph": "Unified execution authority for AI incidents in production, providing decisive intervention and stabilization while the business continues to run.",
      "paragraphHtml": "<p class=\"text-base leading-relaxed text-text-mid lg:text-lg\">Unified execution authority for AI incidents in production, providing decisive intervention and stabilization while the business continues to run.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Guardian Teamsâ„¢",
      "headingHtml": "<h3 class=\"mt-2 font-display text-2xl text-text-dark\">Guardian Teams&#x2122;</h3>",
      "firstParagraph": "Sustained oversight after go-live to preserve alignment, detect drift, and ensure execution discipline holds as systems evolve.",
      "paragraphHtml": "<p class=\"text-base leading-relaxed text-text-mid lg:text-lg\">Sustained oversight after go-live to preserve alignment, detect drift, and ensure execution discipline holds as systems evolve.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "PODsâ„¢",
      "headingHtml": "<h3 class=\"mt-2 font-display text-2xl text-text-dark\">PODs&#x2122;</h3>",
      "firstParagraph": "Bounded delivery units that create clarity around ownership and outcomes without reorganizing the business.",
      "paragraphHtml": "<p class=\"text-base leading-relaxed text-text-mid lg:text-lg\">Bounded delivery units that create clarity around ownership and outcomes without reorganizing the business.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Control Plane",
      "headingHtml": "<h3 class=\"mt-2 font-display text-2xl text-text-dark\">AI Control Plane</h3>",
      "firstParagraph": "Runtime governance embedded directly into execution, enforcing identity, authority, behavioral constraints, and intervention paths at scale.",
      "paragraphHtml": "<p class=\"text-base leading-relaxed text-text-mid lg:text-lg\">Runtime governance embedded directly into execution, enforcing identity, authority, behavioral constraints, and intervention paths at scale.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Questions Buyers AskBefore They Call Us",
      "headingHtml": "<h2 class=\"mt-4 font-display text-3xl leading-tight text-white sm:text-4xl lg:text-[2.6rem]\">Questions Buyers Ask<br>Before They Call Us</h2>",
      "firstParagraph": "Straight answers. No sales language.",
      "paragraphHtml": "<p class=\"mx-auto mt-4 max-w-xl text-base text-white/55\">Straight answers. No sales language.</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "\"The Future\" Delivered.",
      "headingHtml": "<h2 class=\"font-display text-3xl leading-tight text-white sm:text-4xl lg:text-5xl\">&quot;The Future&quot; Delivered.</h2>",
      "firstParagraph": "MindSource exists to help organizations execute responsibly as AI becomes part of how business actually runs.",
      "paragraphHtml": "<p class=\"mx-auto mt-5 max-w-2xl text-base text-white/75 sm:text-lg\">MindSource exists to help organizations execute responsibly as AI becomes part of how business actually runs.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Red Leaderâ„¢",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">Red Leader&#x2122;</h2>",
      "firstParagraph": "The tactical strike team for your tech emergencies",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">The tactical strike team for your tech emergencies</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "SWARMSâ„¢",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">SWARMS&#x2122;</h2>",
      "firstParagraph": "Operating Diagnostic",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Operating Diagnostic</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Guardian Teamsâ„¢",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">Guardian Teams&#x2122;</h2>",
      "firstParagraph": "Sustained Confidence",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Sustained Confidence</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "PODsâ„¢",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">PODs&#x2122;</h2>",
      "firstParagraph": "Bounded Ownership",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Bounded Ownership</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Control Plane",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">AI Control Plane</h2>",
      "firstParagraph": "Control Architecture",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Control Architecture</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Speed & Control",
      "headingHtml": "<h2 class=\"font-display text-2xl font-bold text-navy\">Speed &amp; Control</h2>",
      "firstParagraph": "Execution Discipline",
      "paragraphHtml": "<p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Execution Discipline</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 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, 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": "A Track Record Built in Production",
      "html": "<h2 class=\"mt-3 font-display text-3xl text-white sm:text-4xl\">A Track Record Built in Production</h2>"
    },
    {
      "text": "AI Safety and Control Is an Execution Requirement",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">AI Safety and Control Is an Execution Requirement</h2>"
    },
    {
      "text": "What Could MindSource Return to You?",
      "html": "<h2 class=\"mt-3 font-display text-3xl text-white sm:text-4xl lg:text-5xl\">What Could MindSource Return to You?</h2>"
    },
    {
      "text": "Built for Real Work, Not Just AI Experiments",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Built for Real Work, Not Just AI Experiments</h2>"
    },
    {
      "text": "Every Quarter You Wait Has a Number.",
      "html": "<h2 class=\"mt-3 font-display text-3xl sm:text-4xl lg:text-5xl\">Every Quarter You Wait Has a Number.</h2>"
    },
    {
      "text": "Why Organizations Choose MindSource",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Why Organizations Choose MindSource</h2>"
    },
    {
      "text": "Where Do You Stand on AI?",
      "html": "<h2 class=\"mt-3 font-display text-3xl text-text-dark sm:text-4xl\">Where Do You Stand on AI?</h2>"
    },
    {
      "text": "Execution, With Ownership",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Execution, With Ownership</h2>"
    },
    {
      "text": "Proven Across Real Operating Conditions",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Proven Across Real Operating Conditions</h2>"
    },
    {
      "text": "Execution Authority When It Matters",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight sm:text-4xl lg:text-5xl\">Execution Authority When It Matters</h2>"
    },
    {
      "text": "Delivering the Future Safely and Profitably",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Delivering the Future Safely and Profitably</h2>"
    },
    {
      "text": "Capabilities Designed for Real Conditions",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Capabilities Designed for Real Conditions</h2>"
    },
    {
      "text": "Real teams. Real boardrooms. Real outcomes that hold.",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl\">Real teams. Real boardrooms. Real outcomes that hold.</h2>"
    },
    {
      "text": "Questions Buyers AskBefore They Call Us",
      "html": "<h2 class=\"mt-4 font-display text-3xl leading-tight text-white sm:text-4xl lg:text-[2.6rem]\">Questions Buyers Ask<br>Before They Call Us</h2>"
    },
    {
      "text": "\"The Future\" Delivered.",
      "html": "<h2 class=\"font-display text-3xl leading-tight text-white sm:text-4xl lg:text-5xl\">&quot;The Future&quot; Delivered.</h2>"
    },
    {
      "text": "Red Leaderâ„¢",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">Red Leader&#x2122;</h2>"
    },
    {
      "text": "SWARMSâ„¢",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">SWARMS&#x2122;</h2>"
    },
    {
      "text": "Guardian Teamsâ„¢",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">Guardian Teams&#x2122;</h2>"
    },
    {
      "text": "PODsâ„¢",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">PODs&#x2122;</h2>"
    },
    {
      "text": "AI Control Plane",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">AI Control Plane</h2>"
    },
    {
      "text": "Speed & Control",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">Speed &amp; Control</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is \"The Future\" Delivered.?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does \"The Future\" Delivered. work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use \"The Future\" Delivered.?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is \"The Future\" Delivered. free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does \"The Future\" Delivered. compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does \"The Future\" Delivered. work?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does \"The Future\" Delivered. compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

AIO: Page experience for AIO scored 80/100 and needs improvement.

1 Warning

Needs attention

AIO: Page experience for AIO

Warning
01

Issue

2 image(s) are missing width/height attributes. 6 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

80/100

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 80/100 and needs improvement.

Evidence
{
  "viewportContent": "width=device-width, initial-scale=1",
  "visibleWords": 2136,
  "htmlBytes": 138647,
  "imagesMissingDimensions": [
    {
      "src": "/MindsourceFinalLogo.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"MindSource\" decoding=\"async\" data-nimg=\"fill\" class=\"object-contain\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent\" src=\"/MindsourceFinalLogo.png\">"
    },
    {
      "src": "/MindsourceFinalLogo.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img alt=\"MindSource\" loading=\"lazy\" decoding=\"async\" data-nimg=\"fill\" class=\"object-contain\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent\" src=\"/MindsourceFinalLogo.png\">"
    }
  ],
  "possibleDialogs": [
    "<aside role=\"dialog\" aria-modal=\"true\" aria-label=\"Red Leader&#x2122;\" class=\"fixed inset-y-0 right-0 z-[61] flex h-full w-full max-w-xl flex-col bg-white text-navy shadow-2xl transition-transform duration-300 ease-out translate-x-full\"><div class=\"flex flex-none items-start justify-between gap-6 border-b border-gray-200 px-6 py-5 lg:px-8\"><div><h2 class=\"font-display text-2xl font-bold text-navy\">Red Leader&#x2122;</h2><p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-wides...",
    "<aside role=\"dialog\" aria-modal=\"true\" aria-label=\"SWARMS&#x2122;\" class=\"fixed inset-y-0 right-0 z-[61] flex h-full w-full max-w-xl flex-col bg-white text-navy shadow-2xl transition-transform duration-300 ease-out translate-x-full\"><div class=\"flex flex-none items-start justify-between gap-6 border-b border-gray-200 px-6 py-5 lg:px-8\"><div><h2 class=\"font-display text-2xl font-bold text-navy\">SWARMS&#x2122;</h2><p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Opera...",
    "<aside role=\"dialog\" aria-modal=\"true\" aria-label=\"Guardian Teams&#x2122;\" class=\"fixed inset-y-0 right-0 z-[61] flex h-full w-full max-w-xl flex-col bg-white text-navy shadow-2xl transition-transform duration-300 ease-out translate-x-full\"><div class=\"flex flex-none items-start justify-between gap-6 border-b border-gray-200 px-6 py-5 lg:px-8\"><div><h2 class=\"font-display text-2xl font-bold text-navy\">Guardian Teams&#x2122;</h2><p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracki...",
    "<aside role=\"dialog\" aria-modal=\"true\" aria-label=\"PODs&#x2122;\" class=\"fixed inset-y-0 right-0 z-[61] flex h-full w-full max-w-xl flex-col bg-white text-navy shadow-2xl transition-transform duration-300 ease-out translate-x-full\"><div class=\"flex flex-none items-start justify-between gap-6 border-b border-gray-200 px-6 py-5 lg:px-8\"><div><h2 class=\"font-display text-2xl font-bold text-navy\">PODs&#x2122;</h2><p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">Bounded O...",
    "<aside role=\"dialog\" aria-modal=\"true\" aria-label=\"AI Control Plane\" class=\"fixed inset-y-0 right-0 z-[61] flex h-full w-full max-w-xl flex-col bg-white text-navy shadow-2xl transition-transform duration-300 ease-out translate-x-full\"><div class=\"flex flex-none items-start justify-between gap-6 border-b border-gray-200 px-6 py-5 lg:px-8\"><div><h2 class=\"font-display text-2xl font-bold text-navy\">AI Control Plane</h2><p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-widest\">C...",
    "<aside role=\"dialog\" aria-modal=\"true\" aria-label=\"Speed &amp; Control\" class=\"fixed inset-y-0 right-0 z-[61] flex h-full w-full max-w-xl flex-col bg-white text-navy shadow-2xl transition-transform duration-300 ease-out translate-x-full\"><div class=\"flex flex-none items-start justify-between gap-6 border-b border-gray-200 px-6 py-5 lg:px-8\"><div><h2 class=\"font-display text-2xl font-bold text-navy\">Speed &amp; Control</h2><p class=\"mt-2 text-blue-brand text-sm font-mono uppercase tracking-wid..."
  ],
  "score": 80,
  "weight": 10
}

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": 51016
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 51016
          }
        ]
      },
      "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, 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": "A Track Record Built in Production",
      "html": "<h2 class=\"mt-3 font-display text-3xl text-white sm:text-4xl\">A Track Record Built in Production</h2>"
    },
    {
      "text": "AI Safety and Control Is an Execution Requirement",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">AI Safety and Control Is an Execution Requirement</h2>"
    },
    {
      "text": "What Could MindSource Return to You?",
      "html": "<h2 class=\"mt-3 font-display text-3xl text-white sm:text-4xl lg:text-5xl\">What Could MindSource Return to You?</h2>"
    },
    {
      "text": "Built for Real Work, Not Just AI Experiments",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Built for Real Work, Not Just AI Experiments</h2>"
    },
    {
      "text": "Every Quarter You Wait Has a Number.",
      "html": "<h2 class=\"mt-3 font-display text-3xl sm:text-4xl lg:text-5xl\">Every Quarter You Wait Has a Number.</h2>"
    },
    {
      "text": "Why Organizations Choose MindSource",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Why Organizations Choose MindSource</h2>"
    },
    {
      "text": "Where Do You Stand on AI?",
      "html": "<h2 class=\"mt-3 font-display text-3xl text-text-dark sm:text-4xl\">Where Do You Stand on AI?</h2>"
    },
    {
      "text": "Execution, With Ownership",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Execution, With Ownership</h2>"
    },
    {
      "text": "Proven Across Real Operating Conditions",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Proven Across Real Operating Conditions</h2>"
    },
    {
      "text": "Execution Authority When It Matters",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight sm:text-4xl lg:text-5xl\">Execution Authority When It Matters</h2>"
    },
    {
      "text": "Delivering the Future Safely and Profitably",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Delivering the Future Safely and Profitably</h2>"
    },
    {
      "text": "Capabilities Designed for Real Conditions",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl lg:text-5xl\">Capabilities Designed for Real Conditions</h2>"
    },
    {
      "text": "Real teams. Real boardrooms. Real outcomes that hold.",
      "html": "<h2 class=\"mt-3 font-display text-3xl leading-tight text-text-dark sm:text-4xl\">Real teams. Real boardrooms. Real outcomes that hold.</h2>"
    },
    {
      "text": "Questions Buyers AskBefore They Call Us",
      "html": "<h2 class=\"mt-4 font-display text-3xl leading-tight text-white sm:text-4xl lg:text-[2.6rem]\">Questions Buyers Ask<br>Before They Call Us</h2>"
    },
    {
      "text": "\"The Future\" Delivered.",
      "html": "<h2 class=\"font-display text-3xl leading-tight text-white sm:text-4xl lg:text-5xl\">&quot;The Future&quot; Delivered.</h2>"
    },
    {
      "text": "Red Leaderâ„¢",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">Red Leader&#x2122;</h2>"
    },
    {
      "text": "SWARMSâ„¢",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">SWARMS&#x2122;</h2>"
    },
    {
      "text": "Guardian Teamsâ„¢",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">Guardian Teams&#x2122;</h2>"
    },
    {
      "text": "PODsâ„¢",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">PODs&#x2122;</h2>"
    },
    {
      "text": "AI Control Plane",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">AI Control Plane</h2>"
    },
    {
      "text": "Speed & Control",
      "html": "<h2 class=\"font-display text-2xl font-bold text-navy\">Speed &amp; Control</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is \"The Future\" Delivered.?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does \"The Future\" Delivered. work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use \"The Future\" Delivered.?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is \"The Future\" Delivered. free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does \"The Future\" Delivered. compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does \"The Future\" Delivered. work?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does \"The Future\" Delivered. compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational
01

Issue

IndexNow key is informational for this page.

02

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

  1. Find advertised IndexNow key location

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

  2. Fetch and validate IndexNow key file

    No discoverable IndexNow key file was found.

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

Performance and AccessibilityPerformanceBrowser audit

Improve image delivery

20 Fail

Check name

Improve image delivery

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 2,364 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 2,364 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

20 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

Legacy JavaScript

10 Warning

Check name

Legacy JavaScript

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 13 KiB

Fix guidance

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

Evidence
{
  "displayValue": "Est savings of 13 KiB",
  "description": "Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)"
}

Performance and AccessibilityPerformanceBrowser audit

Render-blocking requests

10 Warning

Check name

Render-blocking requests

Score

50/100

Status

warning

Device

desktop

Category

Performance

Fix guidance

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

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

Performance and AccessibilityPerformanceBrowser audit

Use efficient cache lifetimes

10 Warning

Check name

Use efficient cache lifetimes

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 5 KiB

Fix guidance

A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache).

Evidence
{
  "displayValue": "Est savings of 5 KiB",
  "description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}

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
56/100Level 3, Bot-AwareCurrent report
mindsource.com AI SEO Report: 56/100 (Level 3, Bot-Aware)