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https://www.mulesoft.com/

SCANNED

Jun 11, 2026, 3:43 AM

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https://www.mulesoft.com/

SCANNED

Jun 11, 2026, 3:43:36 AMJun 11, 2026, 3:43 AM

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56/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

MuleSoft: Orchestrate & Govern AI Agents Across Ecosystems

From APIs to AI agents, MuleSoft is the unified control plane that connects, automates, and governs your enterprise.

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
Metric	Score	Status	Passed	Failed	Warning	Evidence
AI Discoverability	30	Priority fix	5	17	1	View details
Discoverability	29	Priority fix	2	7	0	View details
Content Readiness	54	Needs work	3	6	1	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	6	Priority fix	4	29	3	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	7	0	View details
MCP	13	Priority fix	0	6	2	View details
Skill Discovery	5	Priority fix	0	10	1	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	67	Needs work	5	3	12	View details
GEO Readiness	78	Mostly ready	2	0	4
AIO Readiness	58	Needs work	2	2	3	View details
AEO Readiness	63	Needs work	1	1	5	View details
SEO	85	Mostly ready	9	2	0	View details
SEO	85	Mostly ready	9	2	0	View details
Security & Trust	80	Mostly ready	8	1	0	View details
Security & Trust	80	Mostly ready	4	1	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	81	Mostly ready	16	5	2	View details
Performance	70	Needs work	11	5	2	View details
Accessibility	100	Strong	5	0	0

Prioritized recommendations

Issues ranked by score impact

50 items need attention

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

100 Fail

Needs attention

Content-Security-Policy

Failed check

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence

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

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link o"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check

Issue

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

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link o"
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link o"
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link o"
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link o"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link o"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link o"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link o"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check

Issue

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

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

Evidence

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

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

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

33 Fail

Needs attention

llms.txt

Failed check

Issue

llms.txt was not found at the expected path.

Why it matters

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

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 139
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 139
          }
        ]
      },
      "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

Issue

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

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

Markdown content type
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".
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": 27146,
        "excerpt": "<!doctype html><html lang=\"en\"><head><meta charset=\"UTF-8\" /><meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><link rel=\"icon\" type=\"image/x-icon\" href=\"/c/public/exp/app/favicon.ico\"><meta property=\"visitor\" content=\"p",
        "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."
    }
  ]
}

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check

Issue

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

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

25 Fail

Needs attention

MCP Server Card

Failed check

Issue

MCP Server Card was not found at the expected path.

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

25 Fail

Needs attention

mcp.json

Failed check

Issue

mcp.json was not found at the expected path.

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          }
        ]
      },
      "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

Issue

WebMCP manifest was not found at the expected path.

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          }
        ]
      },
      "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."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

25 Warning

Needs attention

Content freshness signals

Warning

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD.

Why it matters

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

Check name

Content freshness signals

Score

25/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is partially implemented.

Evidence

{
  "lastModified": null,
  "schemaDates": [],
  "metaDateCount": 2,
  "timeDateCount": 0
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

Needs attention

A2A Agent Card

Failed check

Issue

A2A Agent Card was not found at the expected path.

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

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

20 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index was not found at the expected path.

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

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

20 Fail

Needs attention

agent.json

Failed check

Issue

agent.json was not found at the expected path.

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

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

20 Fail

Needs attention

agents.json

Failed check

Issue

agents.json was not found at the expected path.

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

20 Fail

Needs attention

FAQPage schema

Failed check

Issue

FAQ content was detected but no FAQPage schema was found.

Why it matters

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

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

FAQPage schema is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

20 Fail

Needs attention

High-value schema types

Failed check

Issue

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

Why it matters

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

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

High-value schema types is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

JSON-LD present

JSON-LD present is missing or incomplete.

20 Fail

Needs attention

JSON-LD present

Failed check

Issue

No JSON-LD blocks found.

Why it matters

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

Check name

JSON-LD present

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

JSON-LD present is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

20 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

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

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

Organization / WebSite schema

Organization / WebSite schema is missing or incomplete.

20 Fail

Needs attention

Organization / WebSite schema

Failed check

Issue

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

Why it matters

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

Check name

Organization / WebSite schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Identify the site owner and website entity in structured data.

Result

Organization / WebSite schema is missing or incomplete.

Evidence

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

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

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

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check

Issue

No DNS-AID entrypoint records were found under _agents.

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

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

Agent Ease of UseMCPInformational

WebMCP

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

13 Warning

Needs attention

WebMCP

Warning

Issue

WebMCP declarative annotations need fixes.

Details

Why it matters

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

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

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

Result

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

Validation steps

Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<select name="1757438405630_q3p-category-select"> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.

Evidence

{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 0,
        "formsWithTags": 0,
        "totalInteractive": 397,
        "interactiveWithTags": 0,
        "totalCount": 397,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<select name=\"1757438405630_q3p-category-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": 1,
        "issues": [
          "<select name=\"1757438405630_q3p-category-select\"> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<select name=\"1757438405630_q3p-category-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": 397,
        "interactiveWithTags": 0,
        "totalCount": 397,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<select name=\"1757438405630_q3p-category-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": 397,
    "interactiveWithTags": 0,
    "totalCount": 397,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<select name=\"1757438405630_q3p-category-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.

10 Fail

Needs attention

AIO: Visible structured data match

Failed check

Issue

No JSON-LD structured data was detected.

Details

Why it matters

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

Check name

AIO: Visible structured data match

Score

0/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

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

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

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

6 Fail

Needs attention

AIO: Source and trust signals

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.linkedin.com/company/mulesoft",
      "text": "Link to MuleSoft Linkedin profile",
      "html": "<a href=\"https://www.linkedin.com/company/mulesoft\" class=\"nav-social-icon icon-muletheme-linkedin\" target=\"_blank\" aria-label=\"Link to MuleSoft Linkedin profile\"><span>Link to MuleSoft Linkedin profile</span></a>"
    },
    {
      "href": "https://www.salesforce.com/company/legal/intellectual/",
      "text": "All rights reserved",
      "html": "<a href=\"https://www.salesforce.com/company/legal/intellectual/\">All rights reserved</a>"
    },
    {
      "href": "https://www.salesforce.com/company/legal/",
      "text": "Legal",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/legal/\" target=\"_blank\">Legal</a>"
    },
    {
      "href": "https://www.salesforce.com/company/legal/sfdc-website-terms-of-service/",
      "text": "Terms of Service",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/legal/sfdc-website-terms-of-service/\" target=\"_blank\">Terms of Service</a>"
    },
    {
      "href": "https://www.salesforce.com/company/privacy/",
      "text": "Privacy",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/privacy/\" target=\"_blank\">Privacy</a>"
    },
    {
      "href": "https://www.salesforce.com/company/contact-us/?d=cta-glob-footer-11",
      "text": "Contact",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/contact-us/?d=cta-glob-footer-11\" target=\"_blank\">Contact</a>"
    },
    {
      "href": "https://www.salesforce.com/company/legal/disclosure/",
      "text": "Responsible Disclosure",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/legal/disclosure/\" target=\"_blank\">Responsible Disclosure</a>"
    },
    {
      "href": "https://www.salesforce.com/company/legal/tmcusageguidelines/",
      "text": "All rights reserved.",
      "html": "<a href=\"https://www.salesforce.com/company/legal/tmcusageguidelines/\" target=\"_blank\"> All rights reserved.</a>"
    },
    {
      "href": "https://www.linkedin.com/company/mulesoft/",
      "text": "Link to MuleSoft Linkedin profile",
      "html": "<a href=\"https://www.linkedin.com/company/mulesoft/\" target=\"_blank\" class=\"icon-muletheme-linkedin\" aria-label=\"Link to MuleSoft Linkedin profile\"><span>Link to MuleSoft Linkedin profile</span></a>"
    }
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    {
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      "text": "MCP Support",
      "html": "<a href=\"https://www.mulesoft.com/platform/ai/model-context-protocol\" role=\"menuitem\">MCP Support</a>"
    },
    {
      "href": "https://trailhead.salesforce.com/help?article=Salesforce-Learning-Credits-FAQ-and-Redemption-Process",
      "text": "Training credits",
      "html": "<a class=\"services-title\" href=\"https://trailhead.salesforce.com/help?article=Salesforce-Learning-Credits-FAQ-and-Redemption-Process\" target=\"&#x201d;_blank&#x201d;\" role=\"menuitem\">Training credits</a>"
    },
    {
      "href": "https://www.mulesoft.com/support-and-services/consulting",
      "text": "MuleSoft Catalyst",
      "html": "<a class=\"services-title\" href=\"https://www.mulesoft.com/support-and-services/consulting\" role=\"menuitem\">MuleSoft Catalyst</a>"
    },
    {
      "href": "https://www.mulesoft.com/support-and-services/mobilize-consulting-solutions",
      "text": "Business Value Services",
      "html": "<a class=\"services-title\" href=\"https://www.mulesoft.com/support-and-services/mobilize-consulting-solutions\" role=\"menuitem\">Business Value Services</a>"
    },
    {
      "href": "https://help.mulesoft.com/s/",
      "text": "Help Center",
      "html": "<a class=\"services-title\" href=\"https://help.mulesoft.com/s/\" role=\"menuitem\">Help Center</a>"
    },
    {
      "href": "https://www.mulesoft.com/contact",
      "text": "Contact Us",
      "html": "<a href=\"https://www.mulesoft.com/contact\" class=\"contact-link\">Contact Us</a>"
    },
    {
      "href": "https://help.mulesoft.com/s/login/",
      "text": "Help Center",
      "html": "<a href=\"https://help.mulesoft.com/s/login/\" role=\"menuitem\" target=\"_blank\">Help Center <span class=\"external-link\" aria-label=\"external link\"></span></a>"
    },
    {
      "href": "https://www.mulesoft.com/platform/ai/model-context-protocol",
      "text": "MCP Support",
      "html": "<a href=\"https://www.mulesoft.com/platform/ai/model-context-protocol\" role=\"menuitem\">MCP Support</a>"
    },
    {
      "href": "https://trailhead.salesforce.com/help?article=Salesforce-Learning-Credits-FAQ-and-Redemption-Process",
      "text": "Training credits",
      "html": "<a class=\"services-title\" href=\"https://trailhead.salesforce.com/help?article=Salesforce-Learning-Credits-FAQ-and-Redemption-Process\" target=\"&#x201d;_blank&#x201d;\" role=\"menuitem\">Training credits</a>"
    },
    {
      "href": "https://www.mulesoft.com/support-and-services/consulting",
      "text": "MuleSoft Catalyst",
      "html": "<a class=\"services-title\" href=\"https://www.mulesoft.com/support-and-services/consulting\" role=\"menuitem\">MuleSoft Catalyst</a>"
    },
    {
      "href": "https://www.mulesoft.com/support-and-services/mobilize-consulting-solutions",
      "text": "Business Value Services",
      "html": "<a class=\"services-title\" href=\"https://www.mulesoft.com/support-and-services/mobilize-consulting-solutions\" role=\"menuitem\">Business Value Services</a>"
    },
    {
      "href": "https://help.mulesoft.com/s/",
      "text": "Help Center",
      "html": "<a class=\"services-title\" href=\"https://help.mulesoft.com/s/\" role=\"menuitem\">Help Center</a>"
    },
    {
      "href": "https://www.mulesoft.com/contact",
      "text": "Contact Us",
      "html": "<a href=\"https://www.mulesoft.com/contact\">Contact Us</a>"
    },
    {
      "href": "https://help.mulesoft.com/s/login/",
      "text": "Help Center",
      "html": "<a href=\"https://help.mulesoft.com/s/login/\" role=\"menuitem\" target=\"_blank\">Help Center <span class=\"external-link\" aria-label=\"external link\"></span></a>"
    },
    {
      "href": "https://www.mulesoft.com/contact",
      "text": "Talk to an expert",
      "html": "<a class=\"cta_button \" data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Talk to an expert: Any agent. Any API. Any platform. One control plane.\" href=\"https://www.mulesoft.com/contact\"> Talk to an expert </a>"
    },
    {
      "href": "https://www.mulesoft.com/platform/ai/a2a-support",
      "text": "MuleSoft A2A Support",
      "html": "<a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft A2A Support\" href=\"https://www.mulesoft.com/platform/ai/a2a-support\"> MuleSoft A2A Support </a>"
    },
    {
      "href": "https://www.mulesoft.com/platform/ai/a2a-support",
      "text": "Learn more",
      "html": "<a class=\"cta_button \" data-size=\"small\" data-variant=\"cardText\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft A2A Support\" href=\"https://www.mulesoft.com/platform/ai/a2a-support\"> Learn more </a>"
    },
    {
      "href": "https://www.mulesoft.com/platform/ai/model-context-protocol",
      "text": "MuleSoft MCP Support",
      "html": "<a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft MCP Support\" href=\"https://www.mulesoft.com/platform/ai/model-context-protocol\"> MuleSoft MCP Support </a>"
    },
    {
      "href": "https://www.mulesoft.com/support-and-services/business-value-services",
      "text": "Learn more",
      "html": "<a class=\"cta_button \" data-size data-variant=\"cardText\" data-stacking=\"default\" aria-label=\"Learn more: Professional Services\" href=\"https://www.mulesoft.com/support-and-services/business-value-services\"> Learn more </a>"
    },
    {
      "href": "https://www.mulesoft.com/case-studies/api/att-integration",
      "text": "“The result of MuleSoft is that we reduced the time our teams are doing administrative tasks. MuleSoft saves each of our teams 30 minutes a day, which over the course of a year is more than 2 million work hours to focus on what they do best — helping our customers.”",
      "html": "<a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read AT&amp;T&#x2019;s story: &#x201c;The result of MuleSoft is that we reduced the time our teams are doing administrative tasks. MuleSoft saves each of our teams 30 minutes a day, which over the course of a year is more than 2 million work hours to focus on what they do best &#x2014; helping our customers.&#x201d;\" href=\"https://www.mulesoft.com/case-studies/api/att-integration\"> &#x201c;The result of MuleSoft is tha..."
    },
    {
      "href": "https://www.mulesoft.com/contact?utm_source=salesforce&utm_medium=referral&utm_campaign=sfdcpdp",
      "text": "Request a call",
      "html": "<a class=\"cta_button \" data-size data-variant=\"cardText\" data-stacking=\"default\" aria-label=\"Request a call: Talk to an expert.\" href=\"https://www.mulesoft.com/contact?utm_source=salesforce&amp;utm_medium=referral&amp;utm_campaign=sfdcpdp\" target=\"_self\" rel=\"noopener\"> Request a call </a>"
    },
    {
      "href": "https://www.mulesoft.com/support-and-services/consulting",
      "text": "MuleSoft Catalyst",
      "html": "<a href=\"https://www.mulesoft.com/support-and-services/consulting\">MuleSoft Catalyst</a>"
    },
    {
      "href": "https://www.mulesoft.com/support-and-services/business-value-services",
      "text": "Business Value Services",
      "html": "<a href=\"https://www.mulesoft.com/support-and-services/business-value-services\">Business Value Services</a>"
    },
    {
      "href": "https://help.mulesoft.com/",
      "text": "Help Center",
      "html": "<a href=\"https://help.mulesoft.com/\">Help Center</a>"
    },
    {
      "href": "https://www.mulesoft.com/contact",
      "text": "Contact us",
      "html": "<a href=\"https://www.mulesoft.com/contact\">Contact us</a>"
    },
    {
      "href": "https://www.salesforce.com/company/contact-us/?d=cta-glob-footer-11",
      "text": "Contact",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/contact-us/?d=cta-glob-footer-11\" target=\"_blank\">Contact</a>"
    }
  ],
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    {
      "href": "https://www.salesforce.com/company/legal/sfdc-website-terms-of-service/",
      "text": "Terms of Service",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/legal/sfdc-website-terms-of-service/\" target=\"_blank\">Terms of Service</a>"
    },
    {
      "href": "https://www.salesforce.com/company/privacy/",
      "text": "Privacy",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/privacy/\" target=\"_blank\">Privacy</a>"
    },
    {
      "href": "https://www.salesforce.com/form/other/privacy-request/",
      "text": "Your Privacy Choices",
      "html": "<a href=\"https://www.salesforce.com/form/other/privacy-request/\" target=\"_blank\">Your Privacy Choices</a>"
    }
  ],
  "score": 40,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

5 Fail

Needs attention

AEO: Answer evidence and trust

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
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  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.linkedin.com/company/mulesoft",
      "text": "Link to MuleSoft Linkedin profile",
      "html": "<a href=\"https://www.linkedin.com/company/mulesoft\" class=\"nav-social-icon icon-muletheme-linkedin\" target=\"_blank\" aria-label=\"Link to MuleSoft Linkedin profile\"><span>Link to MuleSoft Linkedin profile</span></a>"
    },
    {
      "href": "https://www.salesforce.com/company/legal/intellectual/",
      "text": "All rights reserved",
      "html": "<a href=\"https://www.salesforce.com/company/legal/intellectual/\">All rights reserved</a>"
    },
    {
      "href": "https://www.salesforce.com/company/legal/",
      "text": "Legal",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/legal/\" target=\"_blank\">Legal</a>"
    },
    {
      "href": "https://www.salesforce.com/company/legal/sfdc-website-terms-of-service/",
      "text": "Terms of Service",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/legal/sfdc-website-terms-of-service/\" target=\"_blank\">Terms of Service</a>"
    },
    {
      "href": "https://www.salesforce.com/company/privacy/",
      "text": "Privacy",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/privacy/\" target=\"_blank\">Privacy</a>"
    },
    {
      "href": "https://www.salesforce.com/company/contact-us/?d=cta-glob-footer-11",
      "text": "Contact",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/contact-us/?d=cta-glob-footer-11\" target=\"_blank\">Contact</a>"
    },
    {
      "href": "https://www.salesforce.com/company/legal/disclosure/",
      "text": "Responsible Disclosure",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/legal/disclosure/\" target=\"_blank\">Responsible Disclosure</a>"
    },
    {
      "href": "https://www.salesforce.com/company/legal/tmcusageguidelines/",
      "text": "All rights reserved.",
      "html": "<a href=\"https://www.salesforce.com/company/legal/tmcusageguidelines/\" target=\"_blank\"> All rights reserved.</a>"
    },
    {
      "href": "https://www.linkedin.com/company/mulesoft/",
      "text": "Link to MuleSoft Linkedin profile",
      "html": "<a href=\"https://www.linkedin.com/company/mulesoft/\" target=\"_blank\" class=\"icon-muletheme-linkedin\" aria-label=\"Link to MuleSoft Linkedin profile\"><span>Link to MuleSoft Linkedin profile</span></a>"
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    {
      "href": "https://www.mulesoft.com/platform/ai/model-context-protocol",
      "text": "MCP Support",
      "html": "<a href=\"https://www.mulesoft.com/platform/ai/model-context-protocol\" role=\"menuitem\">MCP Support</a>"
    },
    {
      "href": "https://trailhead.salesforce.com/help?article=Salesforce-Learning-Credits-FAQ-and-Redemption-Process",
      "text": "Training credits",
      "html": "<a class=\"services-title\" href=\"https://trailhead.salesforce.com/help?article=Salesforce-Learning-Credits-FAQ-and-Redemption-Process\" target=\"&#x201d;_blank&#x201d;\" role=\"menuitem\">Training credits</a>"
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    {
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      "html": "<a class=\"services-title\" href=\"https://www.mulesoft.com/support-and-services/consulting\" role=\"menuitem\">MuleSoft Catalyst</a>"
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      "href": "https://www.mulesoft.com/support-and-services/mobilize-consulting-solutions",
      "text": "Business Value Services",
      "html": "<a class=\"services-title\" href=\"https://www.mulesoft.com/support-and-services/mobilize-consulting-solutions\" role=\"menuitem\">Business Value Services</a>"
    },
    {
      "href": "https://help.mulesoft.com/s/",
      "text": "Help Center",
      "html": "<a class=\"services-title\" href=\"https://help.mulesoft.com/s/\" role=\"menuitem\">Help Center</a>"
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    {
      "href": "https://www.mulesoft.com/contact",
      "text": "Contact Us",
      "html": "<a href=\"https://www.mulesoft.com/contact\" class=\"contact-link\">Contact Us</a>"
    },
    {
      "href": "https://help.mulesoft.com/s/login/",
      "text": "Help Center",
      "html": "<a href=\"https://help.mulesoft.com/s/login/\" role=\"menuitem\" target=\"_blank\">Help Center <span class=\"external-link\" aria-label=\"external link\"></span></a>"
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      "text": "MCP Support",
      "html": "<a href=\"https://www.mulesoft.com/platform/ai/model-context-protocol\" role=\"menuitem\">MCP Support</a>"
    },
    {
      "href": "https://trailhead.salesforce.com/help?article=Salesforce-Learning-Credits-FAQ-and-Redemption-Process",
      "text": "Training credits",
      "html": "<a class=\"services-title\" href=\"https://trailhead.salesforce.com/help?article=Salesforce-Learning-Credits-FAQ-and-Redemption-Process\" target=\"&#x201d;_blank&#x201d;\" role=\"menuitem\">Training credits</a>"
    },
    {
      "href": "https://www.mulesoft.com/support-and-services/consulting",
      "text": "MuleSoft Catalyst",
      "html": "<a class=\"services-title\" href=\"https://www.mulesoft.com/support-and-services/consulting\" role=\"menuitem\">MuleSoft Catalyst</a>"
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    {
      "href": "https://www.mulesoft.com/support-and-services/mobilize-consulting-solutions",
      "text": "Business Value Services",
      "html": "<a class=\"services-title\" href=\"https://www.mulesoft.com/support-and-services/mobilize-consulting-solutions\" role=\"menuitem\">Business Value Services</a>"
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    {
      "href": "https://help.mulesoft.com/s/",
      "text": "Help Center",
      "html": "<a class=\"services-title\" href=\"https://help.mulesoft.com/s/\" role=\"menuitem\">Help Center</a>"
    },
    {
      "href": "https://www.mulesoft.com/contact",
      "text": "Contact Us",
      "html": "<a href=\"https://www.mulesoft.com/contact\">Contact Us</a>"
    },
    {
      "href": "https://help.mulesoft.com/s/login/",
      "text": "Help Center",
      "html": "<a href=\"https://help.mulesoft.com/s/login/\" role=\"menuitem\" target=\"_blank\">Help Center <span class=\"external-link\" aria-label=\"external link\"></span></a>"
    },
    {
      "href": "https://www.mulesoft.com/contact",
      "text": "Talk to an expert",
      "html": "<a class=\"cta_button \" data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Talk to an expert: Any agent. Any API. Any platform. One control plane.\" href=\"https://www.mulesoft.com/contact\"> Talk to an expert </a>"
    },
    {
      "href": "https://www.mulesoft.com/platform/ai/a2a-support",
      "text": "MuleSoft A2A Support",
      "html": "<a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft A2A Support\" href=\"https://www.mulesoft.com/platform/ai/a2a-support\"> MuleSoft A2A Support </a>"
    },
    {
      "href": "https://www.mulesoft.com/platform/ai/a2a-support",
      "text": "Learn more",
      "html": "<a class=\"cta_button \" data-size=\"small\" data-variant=\"cardText\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft A2A Support\" href=\"https://www.mulesoft.com/platform/ai/a2a-support\"> Learn more </a>"
    },
    {
      "href": "https://www.mulesoft.com/platform/ai/model-context-protocol",
      "text": "MuleSoft MCP Support",
      "html": "<a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft MCP Support\" href=\"https://www.mulesoft.com/platform/ai/model-context-protocol\"> MuleSoft MCP Support </a>"
    },
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      "href": "https://www.mulesoft.com/support-and-services/business-value-services",
      "text": "Learn more",
      "html": "<a class=\"cta_button \" data-size data-variant=\"cardText\" data-stacking=\"default\" aria-label=\"Learn more: Professional Services\" href=\"https://www.mulesoft.com/support-and-services/business-value-services\"> Learn more </a>"
    },
    {
      "href": "https://www.mulesoft.com/case-studies/api/att-integration",
      "text": "“The result of MuleSoft is that we reduced the time our teams are doing administrative tasks. MuleSoft saves each of our teams 30 minutes a day, which over the course of a year is more than 2 million work hours to focus on what they do best — helping our customers.”",
      "html": "<a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read AT&amp;T&#x2019;s story: &#x201c;The result of MuleSoft is that we reduced the time our teams are doing administrative tasks. MuleSoft saves each of our teams 30 minutes a day, which over the course of a year is more than 2 million work hours to focus on what they do best &#x2014; helping our customers.&#x201d;\" href=\"https://www.mulesoft.com/case-studies/api/att-integration\"> &#x201c;The result of MuleSoft is tha..."
    },
    {
      "href": "https://www.mulesoft.com/contact?utm_source=salesforce&utm_medium=referral&utm_campaign=sfdcpdp",
      "text": "Request a call",
      "html": "<a class=\"cta_button \" data-size data-variant=\"cardText\" data-stacking=\"default\" aria-label=\"Request a call: Talk to an expert.\" href=\"https://www.mulesoft.com/contact?utm_source=salesforce&amp;utm_medium=referral&amp;utm_campaign=sfdcpdp\" target=\"_self\" rel=\"noopener\"> Request a call </a>"
    },
    {
      "href": "https://www.mulesoft.com/support-and-services/consulting",
      "text": "MuleSoft Catalyst",
      "html": "<a href=\"https://www.mulesoft.com/support-and-services/consulting\">MuleSoft Catalyst</a>"
    },
    {
      "href": "https://www.mulesoft.com/support-and-services/business-value-services",
      "text": "Business Value Services",
      "html": "<a href=\"https://www.mulesoft.com/support-and-services/business-value-services\">Business Value Services</a>"
    },
    {
      "href": "https://help.mulesoft.com/",
      "text": "Help Center",
      "html": "<a href=\"https://help.mulesoft.com/\">Help Center</a>"
    },
    {
      "href": "https://www.mulesoft.com/contact",
      "text": "Contact us",
      "html": "<a href=\"https://www.mulesoft.com/contact\">Contact us</a>"
    },
    {
      "href": "https://www.salesforce.com/company/contact-us/?d=cta-glob-footer-11",
      "text": "Contact",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/contact-us/?d=cta-glob-footer-11\" target=\"_blank\">Contact</a>"
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  ],
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    {
      "href": "https://www.salesforce.com/company/legal/sfdc-website-terms-of-service/",
      "text": "Terms of Service",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/legal/sfdc-website-terms-of-service/\" target=\"_blank\">Terms of Service</a>"
    },
    {
      "href": "https://www.salesforce.com/company/privacy/",
      "text": "Privacy",
      "html": "<a class=\"footer-links-separator\" href=\"https://www.salesforce.com/company/privacy/\" target=\"_blank\">Privacy</a>"
    },
    {
      "href": "https://www.salesforce.com/form/other/privacy-request/",
      "text": "Your Privacy Choices",
      "html": "<a href=\"https://www.salesforce.com/form/other/privacy-request/\" target=\"_blank\">Your Privacy Choices</a>"
    }
  ],
  "score": 40,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

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

5 Warning

Needs attention

GEO: Extraction-friendly structure

Warning

Issue

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

Details

Why it matters

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

Check name

GEO: 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": 5,
  "schemaBlocks": 0,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process",
    "JSON-LD structured data"
  ],
  "score": 60,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

4 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 64,
  "passing": 2,
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      "heading": "Explore MuleSoft’s latest innovations.",
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      "firstParagraph": "Dive deeper into additional feature releases and updates.",
      "paragraphHtml": "<p>Dive deeper into additional feature <a href=\"https://www.mulesoft.com/platform/new-product-features\" target=\"_self\">releases and updates</a>.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "MuleSoft Agent Fabric",
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      "paragraphHtml": "<p>Intelligently govern and orchestrate every AI agent regardless of where it&#x2019;s built. Maximize ROI, ensure compliance, and continuously improve agent performance.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "MuleSoft Omni Gateway",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> MuleSoft Omni Gateway </h3>",
      "firstParagraph": "Govern every API, agent, and model across your existing gateways, from development through deployment, from a single control plane.",
      "paragraphHtml": "<p>Govern every API, agent, and model across your existing gateways, from development through deployment, from a single control plane.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Trusted Agent Identity",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> Trusted Agent Identity </h3>",
      "firstParagraph": "AI agents introduce new security and identity challenges. Ensure agents can securely and responsibly interact with downstream services on behalf of users.",
      "paragraphHtml": "<p>AI agents introduce new security and identity challenges. Ensure agents can securely and responsibly interact with downstream services on behalf of users.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "MuleSoft Agent Scanners",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> MuleSoft Agent Scanners </h3>",
      "firstParagraph": "Automatically discover AI agents across your organization to gain visibility over your Agentic Enterprise. Find agents from Amazon Bedrock, Google Vertex AI, and other agent platforms and register them in one place.",
      "paragraphHtml": "<p>Automatically discover AI agents across your organization to gain visibility over your Agentic Enterprise. Find agents from Amazon Bedrock, Google Vertex AI, and other agent platforms and register them in one place.</p>",
      "words": 32,
      "direct": false,
      "issue": "First paragraph is 32 words and does not look like a concise direct answer."
    },
    {
      "heading": "Build on what you already own.",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> Build on what you already own. </h3>",
      "firstParagraph": "Turn years of existing assets into governed MCP tools agents can discover and act on.",
      "paragraphHtml": "<p>Turn years of existing assets into governed MCP tools agents can discover and act on.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Govern every interaction from day one.",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> Govern every interaction from day one. </h3>",
      "firstParagraph": "Apply consistent security, cost controls, and compliance policies across every agent, model, and API call.",
      "paragraphHtml": "<p>Apply consistent security, cost controls, and compliance policies across every agent, model, and API call.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Orchestrate agents across ecosystems.",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> Orchestrate agents across ecosystems. </h3>",
      "firstParagraph": "Enable your agents to achieve complex goals across environments with guided determinism.",
      "paragraphHtml": "<p>Enable your agents to achieve complex goals across environments with guided determinism.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "See everything and trust what’s running.",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> See everything and trust what&#x2019;s running. </h3>",
      "firstParagraph": "Achieve comprehensive observability across all your APIs and agents from a single control plane.",
      "paragraphHtml": "<p>Achieve comprehensive observability across all your APIs and agents from a single control plane.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Meet the unified platform to govern and orchestrate your multi-agent enterprise.",
      "headingHtml": "<h2 class=\"headline\" style=\" \"> Meet the unified platform to govern and orchestrate your multi-agent enterprise. </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Govern and manage your multi-agent ecosystem.",
      "headingHtml": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Govern and manage your multi-agent ecosystem.</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "MuleSoft Omni Gateway",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft Omni Gateway\" href=\"https://www.mulesoft.com/platform/omni-api-gateway\"> MuleSoft Omni Gateway </a> </span> </h3>",
      "firstParagraph": "Govern every interaction between AI, agents, APIs and your systems - with a fast, flexible gateway built to work across any environment.",
      "paragraphHtml": "<p>Govern every interaction between AI, agents, APIs and your systems - with a fast, flexible gateway built to work across any environment.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "MuleSoft Agent Visualizer",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft Agent Visualizer\" href=\"https://www.mulesoft.com/ai/agent-visualizer\"> MuleSoft Agent Visualizer </a> </span> </h3>",
      "firstParagraph": "Visualize, monitor, and optimize your entire agent network with a real-time map of every interaction.",
      "paragraphHtml": "<p>Visualize, monitor, and optimize your entire agent network with a real-time map of every interaction.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Anypoint API Manager",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: Anypoint API Manager\" href=\"https://www.mulesoft.com/platform/api/manager\"> Anypoint API Manager </a> </span> </h3>",
      "firstParagraph": "Manage all your APIs, microservices, and AI agent interactions from a single control plane.",
      "paragraphHtml": "<p>Manage all your APIs, microservices, and AI agent interactions from a single control plane.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Anypoint API Governance",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: Anypoint API Governance\" href=\"https://www.mulesoft.com/platform/api/governance-anypoint\"> Anypoint API Governance </a> </span> </h3>",
      "firstParagraph": "Gain consistent API security and quality without sacrificing development speed.",
      "paragraphHtml": "<p>Gain consistent API security and quality without sacrificing development speed.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Anypoint Monitoring",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: Anypoint Monitoring\" href=\"https://www.mulesoft.com/platform/api/monitoring-anypoint\"> Anypoint Monitoring </a> </span> </h3>",
      "firstParagraph": "Monitor, diagnose, and troubleshoot your operations comprehensively.",
      "paragraphHtml": "<p>Monitor, diagnose, and troubleshoot your operations comprehensively.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Discover and orchestrate any agent.",
      "headingHtml": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Discover and orchestrate any agent.</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "MuleSoft Agent Registry",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft Agent Registry\" href=\"https://www.mulesoft.com/platform/exchange\"> MuleSoft Agent Registry </a> </span> </h3>",
      "firstParagraph": "Catalog every agent, tool, and asset into a single, governed registry to stop shadow AI.",
      "paragraphHtml": "<p>Catalog every agent, tool, and asset into a single, governed registry to stop shadow AI.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "MuleSoft Agent Scanners",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft Agent Scanners\" href=\"https://www.mulesoft.com/ai/agent-scanners\"> MuleSoft Agent Scanners </a> </span> </h3>",
      "firstParagraph": "Automatically discover agents across major AI platforms and catalog them in MuleSoft Agent Registry.",
      "paragraphHtml": "<p>Automatically discover agents across major AI platforms and catalog them in MuleSoft Agent Registry.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "MuleSoft Agent Broker",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft Agent Broker\" href=\"https://www.mulesoft.com/ai/agent-broker\"> MuleSoft Agent Broker </a> </span> </h3>",
      "firstParagraph": "Orchestrate complex processes with your choice of determinism. Define fixed rules for trusted hand-offs and dynamically route tasks to the best-fit agent.",
      "paragraphHtml": "<p>Orchestrate complex processes with your choice of determinism. Define fixed rules for trusted hand-offs and dynamically route tasks to the best-fit agent.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "MuleSoft A2A Support",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft A2A Support\" href=\"https://www.mulesoft.com/platform/ai/a2a-support\"> MuleSoft A2A Support </a> </span> </h3>",
      "firstParagraph": "Enable seamless multi-agent collaboration across your enterprise.",
      "paragraphHtml": "<p>Enable seamless multi-agent collaboration across your enterprise.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Connect to any AI, app, system, or data.",
      "headingHtml": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Connect to any AI, app, system, or data.</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Anypoint Connectors",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: Anypoint Connectors\" href=\"https://www.mulesoft.com/platform/cloud-connectors\"> Anypoint Connectors </a> </span> </h3>",
      "firstParagraph": "Integrate systems faster with hundreds of prebuilt connectors.",
      "paragraphHtml": "<p>Integrate systems faster with hundreds of prebuilt connectors.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "MuleSoft MCP Support",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft MCP Support\" href=\"https://www.mulesoft.com/platform/ai/model-context-protocol\"> MuleSoft MCP Support </a> </span> </h3>",
      "firstParagraph": "Transform any application or API into tools and resources for AI agents.",
      "paragraphHtml": "<p>Transform any application or API into tools and resources for AI agents.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "MuleSoft IDP",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft IDP\" href=\"https://www.mulesoft.com/platform/intelligent-document-processing\"> MuleSoft IDP </a> </span> </h3>",
      "firstParagraph": "Transform manual data retrieval into streamlined, automated workflows.",
      "paragraphHtml": "<p>Transform manual data retrieval into streamlined, automated workflows.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Anypoint Partner Manager",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: Anypoint Partner Manager\" href=\"https://www.mulesoft.com/integration/b2b-edi-platform\"> Anypoint Partner Manager </a> </span> </h3>",
      "firstParagraph": "Speed up partner onboarding and adopt new technologies without disrupting existing transactions.",
      "paragraphHtml": "<p>Speed up partner onboarding and adopt new technologies without disrupting existing transactions.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Develop with natural language, clicks, or code.",
      "headingHtml": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Develop with natural language, clicks, or code.</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "MuleSoft Vibes",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: MuleSoft Vibes\" href=\"https://www.mulesoft.com/platform/api/anypoint-code-builder/announcing-mulesoft-vibes\"> MuleSoft Vibes </a> </span> </h3>",
      "firstParagraph": "Build APIs and integrations completely through natural language conversations with an agent directly embedded in MuleSoft.",
      "paragraphHtml": "<p>Build APIs and integrations completely through natural language conversations with an agent directly embedded in MuleSoft.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "MuleSoft, Your Way",
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      "paragraphHtml": "<p>Build, manage, and deploy Mule applications in your MCP-supported IDE of choice.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Anypoint Code Builder",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"secondary\" data-stacking=\"default\" aria-label=\"Learn more: Anypoint Code Builder\" href=\"https://www.mulesoft.com/platform/api/anypoint-code-builder\"> Anypoint Code Builder </a> </span> </h3>",
      "firstParagraph": "Design, develop, and deploy APIs, integrations, and automations from a single environment.",
      "paragraphHtml": "<p>Design, develop, and deploy APIs, integrations, and automations from a single environment.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Customer success is our success.",
      "headingHtml": "<h2 class=\"headline\" style=\" \"> Customer success<br> is our success. </h2>",
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      "paragraphHtml": "<p>We&#x2019;re dedicated to ensuring you have everything you need to realize the full value of MuleSoft. From professional services to training to consulting and partnerships, we provide the tools that have helped customers achieve 57% faster development and delivery and a 74% reduction in maintenance effort and costs.</p>",
      "words": 49,
      "direct": false,
      "issue": "First paragraph is 49 words and does not look like a concise direct answer."
    },
    {
      "heading": "Professional Services",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> Professional Services </h3>",
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      "paragraphHtml": "<p>Get tailored guidance from our team based on learnings from our customers.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Partners",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> Partners </h3>",
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      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Training",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> Training </h3>",
      "firstParagraph": "Build expertise in your organization with courses and certifications curated for your role and skill set.",
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      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Explore how customers achieve success with MuleSoft.",
      "headingHtml": "<h2 class=\"headline text__headline--large\" style=\" \"> Explore how customers achieve success with MuleSoft. </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "“The result of MuleSoft is that we reduced the time our teams are doing administrative tasks. MuleSoft saves each of our teams 30 minutes a day, which over the course of a year is more than 2 million work hours to focus on what they do best — helping our customers.”",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "AT&T builds governed AI agents to deliver personalized service for millions.",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read AT&amp;T&#x2019;s story: AT&amp;T builds governed AI agents to deliver personalized service for millions.\" href=\"https://www.mulesoft.com/case-studies/att\"> AT&amp;T builds governed AI agents to deliver personalized service for millions. </a> </span> </h3>",
      "firstParagraph": "",
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      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Barco modernizes IT to drive AI innovation with 5 cross-agent ecosystems.",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read Barco&#x2019;s story: Barco modernizes IT to drive AI innovation with 5 cross-agent ecosystems.\" href=\"https://www.mulesoft.com/case-studies/barco-tech\"> Barco modernizes IT to drive AI innovation with 5 cross-agent ecosystems. </a> </span> </h3>",
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      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "r.Potential activates thousands of secure AI agents for conversational insights.",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Saint-Gobain scales 90 workflows for agentic manufacturing and scheduling.",
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      "firstParagraph": "",
      "paragraphHtml": "",
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      "issue": "No paragraph follows this heading."
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    {
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      "words": 2,
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      "heading": "Make Any Data Actionable to Agents and Humans",
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      "words": 2,
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

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

3 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

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

Why it matters

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

Check name

AEO: Question-led structure

Score

50/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "h2Count": 13,
  "questionH2s": [],
  "hasFaq": true,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 82/100 and needs improvement.

3 Warning

Needs attention

GEO: Entity clarity

Warning

Issue

Title/H1 terms missing from description: orchestrate, govern, across, ecosystems, any, agent, api, platform, one.

Details

Why it matters

Check name

GEO: Entity clarity

Score

82/100

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 82/100 and needs improvement.

Evidence

{
  "title": "MuleSoft: Orchestrate & Govern AI Agents Across Ecosystems",
  "h1": "Any agent. Any API. Any platform. One control plane.",
  "description": "From APIs to AI agents, MuleSoft is the unified control plane that connects, automates, and governs your enterprise.",
  "topicOverlap": 0.4,
  "topicTerms": [
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    "orchestrate",
    "govern",
    "agents",
    "across",
    "ecosystems",
    "any",
    "agent",
    "api",
    "platform",
    "one",
    "control",
    "plane"
  ],
  "descriptionTerms": [
    "apis",
    "agents",
    "mulesoft",
    "unified",
    "control",
    "plane",
    "connects",
    "automates",
    "governs",
    "enterprise"
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  "missingFromDescription": [
    "orchestrate",
    "govern",
    "across",
    "ecosystems",
    "any",
    "agent",
    "api",
    "platform",
    "one"
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  "score": 82,
  "weight": 28
}

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

Issue

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

Details

Why it matters

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "candidatePassages": 4,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
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      "words": 44,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (44 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
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    },
    {
      "index": 46,
      "heading": "H2: See how IT experts are orchestrating the Agentic Enterprise.",
      "text": "Embracing a unified foundation will position your organization to govern and scale this new digital workforce securely. In the 11th edition of the Connectivity Benchmark Report, uncover insights into how IT leaders are navigating the governance gap to build a cohesive, multi-agent system.",
      "words": 43,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (43 words; target 80-220)."
      ],
      "html": "<p>Embracing a unified foundation will position your organization to govern and scale this new digital workforce securely. In the 11th edition of the Connectivity Benchmark Report, uncover insights into how IT leaders are navigating the governance gap to build a cohesive, multi-agent system.</p>"
    },
    {
      "index": 47,
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      "text": "We’re dedicated to ensuring you have everything you need to realize the full value of MuleSoft. From professional services to training to consulting and partnerships, we provide the tools that have helped customers achieve 57% faster development and delivery and a 74% reduction in maintenance effort and costs.",
      "words": 49,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (49 words; target 80-220)."
      ],
      "html": "<p>We&#x2019;re dedicated to ensuring you have everything you need to realize the full value of MuleSoft. From professional services to training to consulting and partnerships, we provide the tools that have helped customers achieve 57% faster development and delivery and a 74% reduction in maintenance effort and costs.</p>"
    },
    {
      "index": 51,
      "heading": "H2: Build with confidence from day one, whether you’re a distinguished engineer or a beginner.",
      "text": "From pro-code to no-code, we have solutions to empower all developers and business users. Our expansive catalog of training, documentation, tutorials, and a thriving community let anyone quickly learn how to build from scratch, jumpstart development with pre-built templates, or dive straight into building with natural language prompts.",
      "words": 48,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (48 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>From pro-code to no-code, we have solutions to empower all developers and business users. Our expansive catalog of training, documentation, tutorials, and a thriving community let anyone quickly learn how to build from scratch, jumpstart development with pre-built templates, or dive straight into building with natural language prompts.</p>"
    }
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  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

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

2 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

12 image(s) are missing width/height attributes. 10 possible modal/interstitial element(s) detected.

Details

Why it matters

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

Check name

AIO: Page experience for AIO

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

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  "viewportContent": "width=device-width, initial-scale=1.0",
  "visibleWords": 2457,
  "htmlBytes": 382915,
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      "html": "<img alt=\"AI Gateway\" loading=\"lazy\" src=\"https://www.mulesoft.com/sites/default/files/cmm_files/ai_gateway_hero_light_2x--3---1-.png\">"
    },
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      "width": "",
      "height": "",
      "loading": "lazy",
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    },
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img alt=\"An image of the ebook cover: 3 Predictions for the Future of Connected AI Agents\" loading=\"lazy\" src=\"https://www.mulesoft.com/sites/default/files/cmm_files/image-mulesoft-services-future-of-connected-ai-agents.png\">"
    },
    {
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      "height": "",
      "loading": "lazy",
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    },
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img alt=\"AI Gateway\" loading=\"lazy\" src=\"https://www.mulesoft.com/sites/default/files/cmm_files/ai_gateway_hero_light_2x--3---1-.png\">"
    },
    {
      "src": "https://www.mulesoft.com/sites/default/files/cmm_files/image-mulesoft-solutions-create-connected-experiences-with-ai.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img alt=\"An image of the ebook cover: Create Connected Experiences with MuleSoft + AI\" loading=\"lazy\" src=\"https://www.mulesoft.com/sites/default/files/cmm_files/image-mulesoft-solutions-create-connected-experiences-with-ai.png\">"
    },
    {
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img alt=\"An image of the ebook cover: 3 Predictions for the Future of Connected AI Agents\" loading=\"lazy\" src=\"https://www.mulesoft.com/sites/default/files/cmm_files/image-mulesoft-services-future-of-connected-ai-agents.png\">"
    },
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      "height": "",
      "loading": "lazy",
      "html": "<img alt=\"Image showing two people greeting each other\" loading=\"lazy\" src=\"https://www.mulesoft.com/sites/default/files/cmm_files/resourcesmulesoft.jpg\">"
    },
    {
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      "loading": "lazy",
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      "loading": "lazy",
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    },
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      "loading": "lazy",
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    },
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning

Issue

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

Details

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

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      "heading": "“The result of MuleSoft is that we reduced the time our teams are doing administrative tasks. MuleSoft saves each of our teams 30 minutes a day, which over the course of a year is more than 2 million work hours to focus on what they do best — helping our customers.”",
      "headingHtml": "<h3 class=\"card__headline\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read AT&amp;T&#x2019;s story: &#x201c;The result of MuleSoft is that we reduced the time our teams are doing administrative tasks. MuleSoft saves each of our teams 30 minutes a day, which over the course of a year is more than 2 million work hours to focus on what they do best &#x2014; helping our customers.&#x201d;\" href=\"https://www.mulesoft.com/case-studies/api/att-integr...",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "AT&T builds governed AI agents to deliver personalized service for millions.",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read AT&amp;T&#x2019;s story: AT&amp;T builds governed AI agents to deliver personalized service for millions.\" href=\"https://www.mulesoft.com/case-studies/att\"> AT&amp;T builds governed AI agents to deliver personalized service for millions. </a> </span> </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Barco modernizes IT to drive AI innovation with 5 cross-agent ecosystems.",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read Barco&#x2019;s story: Barco modernizes IT to drive AI innovation with 5 cross-agent ecosystems.\" href=\"https://www.mulesoft.com/case-studies/barco-tech\"> Barco modernizes IT to drive AI innovation with 5 cross-agent ecosystems. </a> </span> </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "r.Potential activates thousands of secure AI agents for conversational insights.",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read r. Potential&#x2019;s story: r.Potential activates thousands of secure AI agents for conversational insights.\" href=\"https://www.mulesoft.com/case-studies/rpotential\"> r.Potential activates thousands of secure AI agents for conversational insights. </a> </span> </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Saint-Gobain scales 90 workflows for agentic manufacturing and scheduling.",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read St. Gobain&#x2019;s story: Saint-Gobain scales 90 workflows for agentic manufacturing and scheduling.\" href=\"https://www.mulesoft.com/case-studies/saint-gobain\"> Saint-Gobain scales 90 workflows for agentic manufacturing and scheduling. </a> </span> </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Build with confidence from day one, whether you’re a distinguished engineer or a beginner.",
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      "paragraphHtml": "<p>From pro-code to no-code, we have solutions to empower all developers and business users. Our expansive catalog of training, documentation, tutorials, and a thriving community let anyone quickly learn how to build from scratch, jumpstart development with pre-built templates, or dive straight into building with natural language prompts.</p>",
      "words": 48,
      "direct": false,
      "issue": "First paragraph is 48 words and does not look like a concise direct answer."
    },
    {
      "heading": "Demos",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> Demos </h3>",
      "firstParagraph": "See real examples of the power of connectivity.",
      "paragraphHtml": "<p>See real examples of the power of connectivity.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Tutorials",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> Tutorials </h3>",
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      "paragraphHtml": "<p>Learn the skills needed to drive digital transformation.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Docs",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> Docs </h3>",
      "firstParagraph": "Explore MuleSoft’s extensive documentation catalog.",
      "paragraphHtml": "<p>Explore MuleSoft&#x2019;s extensive documentation catalog.</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Community",
      "headingHtml": "<h3 class=\"card__headline mt-0\" style=\" \"> Community </h3>",
      "firstParagraph": "Learn, network, and share with the MuleSoft Community.",
      "paragraphHtml": "<p>Learn, network, and share with the MuleSoft Community.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Keep up with the latest trends, insights, and conversations.",
      "headingHtml": "<h2 class=\"headline\" style=\" \"> Keep up with the latest trends, insights, and conversations. </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Forrester TEI study finds 426% ROI from MuleSoft",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read more: Forrester TEI study finds 426% ROI from MuleSoft\" href=\"https://www.mulesoft.com/lp/reports/integration-total-economic-impact\" target=\"_self\" rel=\"noopener\"> Forrester TEI study finds 426% ROI from MuleSoft </a> </span> </h3>",
      "firstParagraph": "Explore the cost savings and business benefits of MuleSoft.",
      "paragraphHtml": "<p>Explore the cost savings and business benefits of MuleSoft.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "A New Fabric for AI Agent Collaboration",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read more: A New Fabric for AI Agent Collaboration\" href=\"https://www.mulesoft.com/lp/whitepaper/mulesoft-agent-fabric\" target=\"_self\" rel=\"noopener\"> A New Fabric for AI Agent Collaboration </a> </span> </h3>",
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      "paragraphHtml": "<p>placeholder content</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Supercharging Agentforce Adoption With MuleSoft",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read more: Supercharging Agentforce Adoption With MuleSoft\" href=\"https://blogs.mulesoft.com/automation/agentforce-adoption-with-mulesoft\"> Supercharging Agentforce Adoption With MuleSoft </a> </span> </h3>",
      "firstParagraph": "placeholder content",
      "paragraphHtml": "<p>placeholder content</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "The Role of AI, Legacy Modernization, Integration, Automation, and APIs in 2025",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read more: The Role of AI, Legacy Modernization, Integration, Automation, and APIs in 2025\" href=\"https://blogs.mulesoft.com/news/connectivity-benchmark-report\"> The Role of AI, Legacy Modernization, Integration, Automation, and APIs in 2025 </a> </span> </h3>",
      "firstParagraph": "placeholder content",
      "paragraphHtml": "<p>placeholder content</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Anypoint Platform 101",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Watch now: Anypoint Platform 101\" href=\"https://www.mulesoft.com/webinars/anypoint-platform-101\" target=\"_self\" rel=\"noopener\"> Anypoint Platform 101 </a> </span> </h3>",
      "firstParagraph": "Watch how to connect applications, data, and devices across all environments.",
      "paragraphHtml": "<p>Watch how to connect applications, data, and devices across all environments.</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    },
    {
      "heading": "Actionable AI: Power Agentforce to Action Anywhere with MuleSoft",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Watch now: Actionable AI: Power Agentforce to Action Anywhere with MuleSoft\" href=\"https://www.mulesoft.com/webinars/actionable-ai-agentforce-mulesoft\" target=\"_self\" rel=\"noopener\"> Actionable AI: Power Agentforce to Action Anywhere with MuleSoft </a> </span> </h3>",
      "firstParagraph": "placeholder content",
      "paragraphHtml": "<p>placeholder content</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Agents, AI Gateways: How Can You Be Prepared?",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Watch now: AI Agents, AI Gateways: How Can You Be Prepared?\" href=\"https://www.mulesoft.com/webinars/ai-agents-gateways-preparation\" target=\"_self\" rel=\"noopener\"> AI Agents, AI Gateways: How Can You Be Prepared? </a> </span> </h3>",
      "firstParagraph": "placeholder content",
      "paragraphHtml": "<p>placeholder content</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Make Any Data Actionable to Agents and Humans",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Watch now: Make Any Data Actionable to Agents and Humans\" href=\"https://www.mulesoft.com/webinars/make-any-data-actionable-to-agents-and-humans\" target=\"_self\" rel=\"noopener\"> Make Any Data Actionable to Agents and Humans </a> </span> </h3>",
      "firstParagraph": "placeholder content",
      "paragraphHtml": "<p>placeholder content</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "2026 Agentic Trends Report",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read more: 2026 Agentic Trends Report\" href=\"https://www.mulesoft.com/lp/reports/agentic-trends-report\" target=\"_self\" rel=\"noopener\"> 2026 Agentic Trends Report </a> </span> </h3>",
      "firstParagraph": "Our new agentic trends report discusses what's shaping IT strategies for 2026 and how leaders can best prepare for another year of rapid change.",
      "paragraphHtml": "<p>Our new agentic trends report discusses what&apos;s shaping IT strategies for 2026 and how leaders can best prepare for another year of rapid change.</p>",
      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
    {
      "heading": "How AI Is Reshaping API Management",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read more: How AI Is Reshaping API Management\" href=\"https://www.mulesoft.com/lp/ebook/how-ai-is-reshaping-api-management\" target=\"_self\" rel=\"noopener\"> How AI Is Reshaping API Management </a> </span> </h3>",
      "firstParagraph": "placeholder content",
      "paragraphHtml": "<p>placeholder content</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Create connected experiences with MuleSoft + AI",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read more : Create connected experiences with MuleSoft + AI\" href=\"https://www.mulesoft.com/lp/ebook/api/salesforce-integration-customer-360\" target=\"_self\" rel=\"noopener\"> Create connected experiences with MuleSoft + AI </a> </span> </h3>",
      "firstParagraph": "placeholder content",
      "paragraphHtml": "<p>placeholder content</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
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    {
      "heading": "SAP S/4HANA transformation guide",
      "headingHtml": "<h3 class=\"card__headline mb-16\" style=\" \"> <span> <a class data-size data-variant=\"text\" data-stacking=\"default\" aria-label=\"Read more: SAP S/4HANA transformation guide\" href=\"https://www.mulesoft.com/lp/whitepaper/sap-s4hana-transformation\" target=\"_self\" rel=\"noopener\"> SAP S/4HANA transformation guide </a> </span> </h3>",
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      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
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    {
      "heading": "Start your innovation journey with MuleSoft.",
      "headingHtml": "<h2 class=\"headline\" style=\" \"> Start your innovation journey<br> with MuleSoft. </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Start your trial.",
      "headingHtml": "<h3 class=\"card__headline mt-8 mb-8 mobile-mt-8 mobile-mb-8 pbc-g-text-display-6\" style=\" \"> Start your trial. </h3>",
      "firstParagraph": "Try MuleSoft Anypoint Platform free for 30 days. No credit card, no installations.",
      "paragraphHtml": "<p>Try MuleSoft Anypoint Platform free for 30 days. No credit card, no installations.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Talk to an expert.",
      "headingHtml": "<h3 class=\"card__headline mt-8 mb-8 mobile-mt-8 mobile-mb-8 pbc-g-text-display-6\" style=\" \"> Talk to an expert. </h3>",
      "firstParagraph": "Tell us a bit more so the right person can reach out faster.",
      "paragraphHtml": "<p>Tell us a bit more so the right person can reach out faster.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Stay up to date.",
      "headingHtml": "<h3 class=\"card__headline mt-8 mb-8 mobile-mt-8 mobile-mb-8 pbc-g-text-display-6\" style=\" \"> Stay up to date. </h3>",
      "firstParagraph": "Get the latest news about integration, automation, API management, and AI.",
      "paragraphHtml": "<p>Get the latest news about integration, automation, API management, and AI.</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 85/100 and needs improvement.

1 Warning

Needs attention

AEO: Entity and definition clarity

Warning

Issue

Entity or definition gaps: orchestrate, govern, across, ecosystems, any, agent, api, platform, one.

Details

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

85/100

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 85/100 and needs improvement.

Evidence

{
  "title": "MuleSoft: Orchestrate & Govern AI Agents Across Ecosystems",
  "h1": "Any agent. Any API. Any platform. One control plane.",
  "description": "From APIs to AI agents, MuleSoft is the unified control plane that connects, automates, and governs your enterprise.",
  "topicOverlap": 0.4,
  "definitionCount": 5,
  "topicTerms": [
    "mulesoft",
    "orchestrate",
    "govern",
    "agents",
    "across",
    "ecosystems",
    "any",
    "agent",
    "api",
    "platform",
    "one",
    "control",
    "plane"
  ],
  "descriptionTerms": [
    "apis",
    "agents",
    "mulesoft",
    "unified",
    "control",
    "plane",
    "connects",
    "automates",
    "governs",
    "enterprise"
  ],
  "missingFromDescription": [
    "orchestrate",
    "govern",
    "across",
    "ecosystems",
    "any",
    "agent",
    "api",
    "platform",
    "one"
  ],
  "score": 85,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "headings": [
    {
      "text": "Explore MuleSoft’s latest innovations.",
      "html": "<h2 class=\"headline\" style=\" \"> Explore MuleSoft&#x2019;s latest innovations. </h2>"
    },
    {
      "text": "Accelerate your agentic transformation.",
      "html": "<h2 class=\"headline\" style=\" \"> Accelerate your agentic transformation. </h2>"
    },
    {
      "text": "Meet the unified platform to govern and orchestrate your multi-agent enterprise.",
      "html": "<h2 class=\"headline\" style=\" \"> Meet the unified platform to govern and orchestrate your multi-agent enterprise. </h2>"
    },
    {
      "text": "Govern and manage your multi-agent ecosystem.",
      "html": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Govern and manage your multi-agent ecosystem.</h2>"
    },
    {
      "text": "Discover and orchestrate any agent.",
      "html": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Discover and orchestrate any agent.</h2>"
    },
    {
      "text": "Connect to any AI, app, system, or data.",
      "html": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Connect to any AI, app, system, or data.</h2>"
    },
    {
      "text": "Develop with natural language, clicks, or code.",
      "html": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Develop with natural language, clicks, or code.</h2>"
    },
    {
      "text": "See how IT experts are orchestrating the Agentic Enterprise.",
      "html": "<h2 class=\"headline\" style=\" \"> See how IT experts are orchestrating the Agentic Enterprise. </h2>"
    },
    {
      "text": "Customer success is our success.",
      "html": "<h2 class=\"headline\" style=\" \"> Customer success<br> is our success. </h2>"
    },
    {
      "text": "Explore how customers achieve success with MuleSoft.",
      "html": "<h2 class=\"headline text__headline--large\" style=\" \"> Explore how customers achieve success with MuleSoft. </h2>"
    },
    {
      "text": "Build with confidence from day one, whether you’re a distinguished engineer or a beginner.",
      "html": "<h2 class=\"headline\" style=\" \"> Build with confidence<br> from day one, whether<br> you&#x2019;re a distinguished<br> engineer or a beginner. </h2>"
    },
    {
      "text": "Keep up with the latest trends, insights, and conversations.",
      "html": "<h2 class=\"headline\" style=\" \"> Keep up with the latest trends, insights, and conversations. </h2>"
    },
    {
      "text": "Start your innovation journey with MuleSoft.",
      "html": "<h2 class=\"headline\" style=\" \"> Start your innovation journey<br> with MuleSoft. </h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is MuleSoft: Orchestrate & Govern AI Agents Acro...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does MuleSoft: Orchestrate & Govern AI Agents Acro... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use MuleSoft: Orchestrate & Govern AI Agents Acro...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is MuleSoft: Orchestrate & Govern AI Agents Acro... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does MuleSoft: Orchestrate & Govern AI Agents Acro... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is MuleSoft: Orchestrate & Govern AI Agents Acro...?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use MuleSoft: Orchestrate & Govern AI Agents Acro...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is MuleSoft: Orchestrate & Govern AI Agents Acro... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does MuleSoft: Orchestrate & Govern AI Agents Acro... compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational

Issue

AI context endpoint is informational for this page.

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

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

Evidence

{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational

Issue

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

Details

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "Explore MuleSoft’s latest innovations.",
      "html": "<h2 class=\"headline\" style=\" \"> Explore MuleSoft&#x2019;s latest innovations. </h2>"
    },
    {
      "text": "Accelerate your agentic transformation.",
      "html": "<h2 class=\"headline\" style=\" \"> Accelerate your agentic transformation. </h2>"
    },
    {
      "text": "Meet the unified platform to govern and orchestrate your multi-agent enterprise.",
      "html": "<h2 class=\"headline\" style=\" \"> Meet the unified platform to govern and orchestrate your multi-agent enterprise. </h2>"
    },
    {
      "text": "Govern and manage your multi-agent ecosystem.",
      "html": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Govern and manage your multi-agent ecosystem.</h2>"
    },
    {
      "text": "Discover and orchestrate any agent.",
      "html": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Discover and orchestrate any agent.</h2>"
    },
    {
      "text": "Connect to any AI, app, system, or data.",
      "html": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Connect to any AI, app, system, or data.</h2>"
    },
    {
      "text": "Develop with natural language, clicks, or code.",
      "html": "<h2 class=\"section--category-title mt-0 pb-18 mobile-pb-10\">Develop with natural language, clicks, or code.</h2>"
    },
    {
      "text": "See how IT experts are orchestrating the Agentic Enterprise.",
      "html": "<h2 class=\"headline\" style=\" \"> See how IT experts are orchestrating the Agentic Enterprise. </h2>"
    },
    {
      "text": "Customer success is our success.",
      "html": "<h2 class=\"headline\" style=\" \"> Customer success<br> is our success. </h2>"
    },
    {
      "text": "Explore how customers achieve success with MuleSoft.",
      "html": "<h2 class=\"headline text__headline--large\" style=\" \"> Explore how customers achieve success with MuleSoft. </h2>"
    },
    {
      "text": "Build with confidence from day one, whether you’re a distinguished engineer or a beginner.",
      "html": "<h2 class=\"headline\" style=\" \"> Build with confidence<br> from day one, whether<br> you&#x2019;re a distinguished<br> engineer or a beginner. </h2>"
    },
    {
      "text": "Keep up with the latest trends, insights, and conversations.",
      "html": "<h2 class=\"headline\" style=\" \"> Keep up with the latest trends, insights, and conversations. </h2>"
    },
    {
      "text": "Start your innovation journey with MuleSoft.",
      "html": "<h2 class=\"headline\" style=\" \"> Start your innovation journey<br> with MuleSoft. </h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is MuleSoft: Orchestrate & Govern AI Agents Acro...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does MuleSoft: Orchestrate & Govern AI Agents Acro... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use MuleSoft: Orchestrate & Govern AI Agents Acro...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is MuleSoft: Orchestrate & Govern AI Agents Acro... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does MuleSoft: Orchestrate & Govern AI Agents Acro... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is MuleSoft: Orchestrate & Govern AI Agents Acro...?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use MuleSoft: Orchestrate & Govern AI Agents Acro...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is MuleSoft: Orchestrate & Govern AI Agents Acro... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does MuleSoft: Orchestrate & Govern AI Agents Acro... compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

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

Informational

Needs attention

Auth.md Agent Registration

Informational

Issue

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

Why it matters

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

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html",
        "length": 9032,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
          "compatibleContentType": false,
          "contentLength": 7528,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": false,
          "mentionsCredential": false,
          "links": [
            "https://www.mulesoft.com/\">",
            "https://www.mulesoft.com/sites/default/files/cmm_files/image_MuleSoft_OG.jpg\">",
            "https://www.mulesoft.com/sites/default/files/cmm_files/image_MuleSoft_OG.jpg\">",
            "/title",
            "/favicon.png",
            "/png",
            "https://www.mulesoft.com/\">",
            "https://resources.mulesoft.com\">",
            "https://www.mulesoft.com/themes/custom/mule_foundation/fonts/open_sans/OpenSans-Regular-webfont.woff\"",
            "/woff"
          ],
          "rawExcerpt": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link o"
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html",
        "length": 9032,
        "text": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta property=\"og:image\" content=\"https://www.mulesoft.com/sites/default/files/cmm_files/image_MuleSoft_OG.jpg\">\n  <meta name=\"twitter:card\" content=\"summary_large_image\">\n  <meta name=\"twitter:title\" content=\"Page not found | MuleSoft\">\n  <meta name=\"twitter:image\" content=\"https://www.mulesoft.com/sites/default/files/cmm_files/image_MuleSoft_OG.jpg\">\n  <title>Page not found | MuleSoft</title>\n  <link rel=\"shortcut icon\" href=\"/favicon.png\" type=\"image/png\">\n  <link rel=\"canonical\" href=\"https://www.mulesoft.com/\">\n  <link rel=\"preconnect\" href=\"https://resources.mulesoft.com\">\n  <link rel=\"preload\" href=\"https://www.mulesoft.com/themes/custom/mule_foundation/fonts/open_sans/OpenSans-Regular-webfont.woff\" as=\"font\" type=\"font/woff\" crossorigin>\n  <link rel=\"preload\" href=\"https://www.mulesoft.com/themes/custom/mule_foundation/fonts/open_sans/OpenSans-Bold-webfont.woff\" as=\"font\" type=\"font/woff\" crossorigin>\n  <link rel=\"stylesheet\" href=\"https://www.mulesoft.com/themes/custom/mule_foundation/endpoints/css/header-footer.css\">\n  <link rel=\"stylesheet\" href=\"https://www.mulesoft.com/themes/custom/mule_foundation/css/onetrust.css\">\n  <link rel=\"stylesheet\" href=\"https://www.mulesoft.com/oneTrust/assets/onetrust.min.css\">\n  <link rel=\"stylesheet\" href=\"https://www.mulesoft.com/oneTrust/assets/onetrust-mulesoft-custom.css\">\n  <script type=\"text/javascript\" src=\"https://www.mulesoft.com/oneTrust/scripttemplates/otSDKStub.js\" data-domain-script=\"fc594183-7384-4f03-8c43-1f81571521b7\"></script>\n  <script>\n    function OptanonWrapper() {\n      localStorage.setItem('otsettings', OptanonActiveGroups);\n      if (localStorage.getItem('otsettings').includes('3')) {\n        window.dataLayer = window.dataLayer || [];\n        window.dataLayer.push({\n          'event': 'custEv_pageDataAvailable',\n          'page': { 'uiFramework': 'Drupal', 'locale': 'us' }\n        });\n      }\n    }\n  </script>\n\n  <style>\n    @font-face {\n      font-family: 'ESF';\n      src: url(\"https://www.mulesoft.com/themes/custom/mule_foundation/fonts/salesforce_sans/SalesforceSans-Regular.woff\") format(\"woff\");\n      font-weight: normal;\n      font-style: normal;\n      font-display: swap;\n    }\n    @font-face {\n      font-family: 'ESFBold';\n      src: url(\"https://www.mulesoft.com/themes/custom/mule_foundation/fonts/salesforce_sans/SalesforceSans-Bold.woff\") format(\"woff\");\n      font-weight: normal;\n      font-style: normal;\n      font-display: swap;\n    }\n    @font-face {\n      font-family: 'EAvantGardeBold';\n      src: url(\"https://www.mulesoft.com/themes/custom/mule_foundation/fonts/avant_garde/ITCAvantGardeStd-Demi.otf\");\n      font-weight: 600;\n      font-style: normal;\n      font-display: swap;\n    }\n\n    /* ===== GLOBAL RESET ===== */\n    *, *::before, *::after {\n      box-sizing: border-box;\n      margin: 0;\n      padding: 0;\n      -webkit-font-smoothing: antialiased;\n      -moz-osx-font-smoothing: grayscale;\n    }\n\n    /* ===== BASE STYLES ===== */\n    body {\n      font-family: 'ESF', 'Open Sans', Helvetica, Arial, sans-serif;\n      color: #323031;\n      line-height: 1.5;\n      background: #fff;\n    }\n\n    a {\n      text-decoration: none;\n      color"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 404,
          "contentType": "text/html",
          "length": 9032,
          "text": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta property=\"og:image\" content=\"https://www.mulesoft.com/sites/default/files/cmm_files/image_MuleSoft_OG.jpg\">\n  <meta name=\"twitter:card\" content=\"summary_large_image\">\n  <meta name=\"twitter:title\" content=\"Page not found | MuleSoft\">\n  <meta name=\"twitter:image\" content=\"https://www.mulesoft.com/sites/default/files/cmm_files/image_MuleSoft_OG.jpg\">\n  <title>Page not found | MuleSoft</title>\n  <link rel=\"shortcut icon\" href=\"/favicon.png\" type=\"image/png\">\n  <link rel=\"canonical\" href=\"https://www.mulesoft.com/\">\n  <link rel=\"preconnect\" href=\"https://resources.mulesoft.com\">\n  <link rel=\"preload\" href=\"https://www.mulesoft.com/themes/custom/mule_foundation/fonts/open_sans/OpenSans-Regular-webfont.woff\" as=\"font\" type=\"font/woff\" crossorigin>\n  <link rel=\"preload\" href=\"https://www.mulesoft.com/themes/custom/mule_foundation/fonts/open_sans/OpenSans-Bold-webfont.woff\" as=\"font\" type=\"font/woff\" crossorigin>\n  <link rel=\"stylesheet\" href=\"https://www.mulesoft.com/themes/custom/mule_foundation/endpoints/css/header-footer.css\">\n  <link rel=\"stylesheet\" href=\"https://www.mulesoft.com/themes/custom/mule_foundation/css/onetrust.css\">\n  <link rel=\"stylesheet\" href=\"https://www.mulesoft.com/oneTrust/assets/onetrust.min.css\">\n  <link rel=\"stylesheet\" href=\"https://www.mulesoft.com/oneTrust/assets/onetrust-mulesoft-custom.css\">\n  <script type=\"text/javascript\" src=\"https://www.mulesoft.com/oneTrust/scripttemplates/otSDKStub.js\" data-domain-script=\"fc594183-7384-4f03-8c43-1f81571521b7\"></script>\n  <script>\n    function OptanonWrapper() {\n      localStorage.setItem('otsettings', OptanonActiveGroups);\n      if (localStorage.getItem('otsettings').includes('3')) {\n        window.dataLayer = window.dataLayer || [];\n        window.dataLayer.push({\n          'event': 'custEv_pageDataAvailable',\n          'page': { 'uiFramework': 'Drupal', 'locale': 'us' }\n        });\n      }\n    }\n  </script>\n\n  <style>\n    @font-face {\n      font-family: 'ESF';\n      src: url(\"https://www.mulesoft.com/themes/custom/mule_foundation/fonts/salesforce_sans/SalesforceSans-Regular.woff\") format(\"woff\");\n      font-weight: normal;\n      font-style: normal;\n      font-display: swap;\n    }\n    @font-face {\n      font-family: 'ESFBold';\n      src: url(\"https://www.mulesoft.com/themes/custom/mule_foundation/fonts/salesforce_sans/SalesforceSans-Bold.woff\") format(\"woff\");\n      font-weight: normal;\n      font-style: normal;\n      font-display: swap;\n    }\n    @font-face {\n      font-family: 'EAvantGardeBold';\n      src: url(\"https://www.mulesoft.com/themes/custom/mule_foundation/fonts/avant_garde/ITCAvantGardeStd-Demi.otf\");\n      font-weight: 600;\n      font-style: normal;\n      font-display: swap;\n    }\n\n    /* ===== GLOBAL RESET ===== */\n    *, *::before, *::after {\n      box-sizing: border-box;\n      margin: 0;\n      padding: 0;\n      -webkit-font-smoothing: antialiased;\n      -moz-osx-font-smoothing: grayscale;\n    }\n\n    /* ===== BASE STYLES ===== */\n    body {\n      font-family: 'ESF', 'Open Sans', Helvetica, Arial, sans-serif;\n      color: #323031;\n      line-height: 1.5;\n      background: #fff;\n    }\n\n    a {\n      text-decoration: none;\n      color"
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational

Issue

IndexNow key is informational for this page.

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

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

Evidence

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

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

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

Informational

Needs attention

OAuth / OIDC discovery

Informational

Issue

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

Why it matters

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

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 9032
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

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

Informational

Needs attention

OAuth Protected Resource

Informational

Issue

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

Why it matters

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

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html>\n<!-- 404 Page v1.0.2 | Last updated: 2026-04-09 -->\n<html lang=\"en\" dir=\"ltr\">\n<head>\n  <meta charset=\"utf-8\">\n  <meta name=\"robots\" content=\"noindex, nofollow\">\n  <meta name=\"description\" content=\"404 error. Your page was not found. It may be an old link or may have been moved.\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n  <meta name=\"MobileOptimized\" content=\"width\">\n  <meta name=\"HandheldFriendly\" content=\"true\">\n  <meta http-equiv=\"ImageToolbar\" content=\"false\">\n  <meta property=\"og:site_name\" content=\"MuleSoft\">\n  <meta property=\"og:url\" content=\"https://www.mulesoft.com/\">\n  <meta property=\"og:title\" content=\"Page not found | MuleSoft\">\n  <meta property=\"og:description\" content=\"404 error. Your page was not found. It may be an old link o"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "expectedResource": "https://www.mulesoft.com"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.mulesoft.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.mulesoft.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.mulesoft.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

SEOSEOBrowser audit

Links are not crawlable

50 Fail

Check name

Links are not crawlable

Score

0/100

Status

fail

Device

desktop

Category

SEO

Fix guidance

Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)

References

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

Evidence

{
  "description": "Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)"
}

SEOSEOBrowser audit

Links do not have descriptive text

50 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

31 links found

Fix guidance

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

References

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

Evidence

{
  "displayValue": "31 links found",
  "description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}

Performance and AccessibilityPerformanceBrowser audit

Improve image delivery

14 Fail

Check name

Improve image delivery

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 1,275 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)

References

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

Evidence

{
  "displayValue": "Est savings of 1,275 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

14 Fail

Check name

Network dependency tree

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityPerformanceBrowser audit

Reduce JavaScript execution time

14 Fail

Check name

Reduce JavaScript execution time

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

1.3 s

Fix guidance

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

References

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

Evidence

{
  "displayValue": "1.3 s",
  "description": "Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. [Learn how to reduce Javascript execution time](https://developer.chrome.com/docs/lighthouse/performance/bootup-time/).",
  "numericValue": 1286.6650000000022
}

Performance and AccessibilityPerformanceBrowser audit

Render-blocking requests

14 Fail

Check name

Render-blocking requests

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 610 ms

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Est savings of 610 ms",
  "description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}

Performance and AccessibilityPerformanceBrowser audit

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

7 Warning

Check name

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

Score

50/100

Status

warning

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityPerformanceBrowser audit

Minify JavaScript

7 Warning

Check name

Minify JavaScript

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 2 KiB

Fix guidance

Minifying JavaScript files can reduce payload sizes and script parse time. [Learn how to minify JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unminified-javascript/).

References

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

Evidence

{
  "displayValue": "Est savings of 2 KiB",
  "description": "Minifying JavaScript files can reduce payload sizes and script parse time. [Learn how to minify JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unminified-javascript/).",
  "numericValue": 0
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

4 Fail

Check name

Loading performance

Score

71/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

{
  "checks": [
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 72,
      "displayValue": "240 ms",
      "numericValue": 235.99128810283537
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 55,
      "displayValue": "4.2 s",
      "numericValue": 4199.6949963589805
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 53,
      "displayValue": "2.3 s",
      "numericValue": 2299.004781204656
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 14,
      "displayValue": "3.6 s",
      "numericValue": 3641.8184665611097
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "20 ms",
      "numericValue": 22.920539999999992
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 86,
      "displayValue": "140 ms",
      "numericValue": 144
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 91,
      "displayValue": "0.9 s",
      "numericValue": 899.0172123367613
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 210 ms",
      "numericValue": 207
    }
  ]
}

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 date	Score	Readiness	Report
Jun 11, 2026	56/100	Level 3, Bot-Aware	Current report