CanAgentUse

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https://www.linode.com/

SCANNED

Jun 8, 2026, 7:58 PM

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https://www.linode.com/

SCANNED

Jun 8, 2026, 7:58:58 PMJun 8, 2026, 7:58 PM

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53/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

The World's Most Distributed Cloud Computing Platform | Akamai

Build and deliver low-latency, edge native applications on Akamai Connected Cloud.

Next step

Turn this report into a fix workflow

30 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	17	Priority fix	3	20	0	View details
Discoverability	14	Priority fix	1	8	0	View details
Content Readiness	33	Priority fix	2	8	0	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	77	Mostly ready	2	0	4
AIO Readiness	57	Needs work	2	2	3	View details
AEO Readiness	66	Needs work	1	1	5	View details
SEO	77	Mostly ready	8	3	0	View details
SEO	77	Mostly ready	8	3	0	View details
Security & Trust	60	Needs work	7	2	0	View details
Security & Trust	60	Needs work	3	2	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	88	Mostly ready	20	4	1	View details
Performance	84	Mostly ready	14	4	1	View details
Accessibility	94	Strong	6	0	0

Prioritized recommendations

Issues ranked by score impact

53 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 403,
        "contentType": "text/html"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

50 Fail

Needs attention

Content-Security-Policy

Failed check

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence

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

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": 403,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font"
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 403,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font"
          },
          {
            "path": "/swagger.json",
            "statusCode": 403,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font"
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 403,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 403,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 403,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 403,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font"
          }
        ]
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

50 Fail

Needs attention

Referrer-Policy

Failed check

Issue

Referrer-Policy is missing or incomplete.

Why it matters

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

Check name

Referrer-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Limit how much referrer data leaves the site.

Result

Referrer-Policy is missing or incomplete.

Evidence

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

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check

Issue

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

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check

Issue

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

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is missing or incomplete.

25 Fail

Needs attention

Content freshness signals

Failed check

Issue

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

Why it matters

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

Check name

Content freshness signals

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is missing or incomplete.

Evidence

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

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

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

25 Fail

Needs attention

llms.txt

Failed check

Issue

llms.txt was not found at the expected path.

Why it matters

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

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 2982
          }
        ]
      },
      "issue": "llms.txt was not found at the expected path.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

25 Fail

Needs attention

Markdown negotiation

Failed check

Issue

Content-Type "text/html" 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" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "(none)".
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": 403,
        "contentType": "text/html"
      },
      "issue": "Content-Type \"text/html\" 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": ""
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"(none)\".",
      "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": 266,
        "excerpt": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" hr",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

25 Fail

Needs attention

MCP Server Card

Failed check

Issue

MCP Server Card was not found at the expected path.

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          }
        ]
      },
      "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": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: skipped heading levels; 1 links missing accessible names; 5 buttons missing accessible names; 0/2 applicable form inputs have autocomplete attributes (2 missing).

Details

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": false,
  "accessibleLinks": false,
  "accessibleButtons": false,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [
      "<a role=\"button\" class=\"cmp-social social-facebook\"><span class=\"at-icon-wrapper\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" viewBox=\"0 0 32 32\" version=\"1.1\" role=\"img\" aria-labelledby=\"at-svg-facebook-5\" class=\"at-icon at-icon-facebook\" style=\"fill: rgb(255, 255, 255); width: 16px; height: 16px;\"><g><path d=\"M22 5.16c-.406-.054-1.806-.16-3.43-.16-3.4 0-5.733 1.825-5.733 5.17v2.882H9v3.913h3.837V27h4.604V16.965h3.823l.587-3.913h-4.41v-2.5c0-1.123.347-1.90"
    ],
    "inaccessibleButtons": [
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-C0002\" aria-labelledby=\"ot-header-id-C0002\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-C0003\" aria-labelledby=\"ot-header-id-C0003\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-C0004\" aria-labelledby=\"ot-header-id-C0004\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-C0001\" aria-labelledby=\"ot-header-id-C0001 ot-status-id-C0001\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-C0005\" aria-labelledby=\"ot-header-id-C0005\"></button>"
    ],
    "missingAutocompleteInputs": [
      "<input type=\"search\" placeholder=\"Search Linode\" name=\"s\" id=\"s-mobilenav\">",
      "<input id=\"vendor-search-handler\" type=\"text\" name=\"vendor-search-handler\" placeholder=\"Search&#x2026;\" aria-label=\"Cookie list search\">"
    ],
    "imagesMissingAlt": [
      "<img src=\"https://www.linode.com/ns/features/prod/images/developerHub-submenu-sm.jpg\" width=\"340\" height=\"310\" loading=\"lazy\" fetchpriority=\"low\" sizes=\"(max-width:991px) 1px, 340px\" class=\"c-featured__image\">"
    ],
    "skippedHeadingLevels": [
      "h6: Featured",
      "h6: Featured",
      "h6: Compute",
      "h6: Storage",
      "h6: Networking",
      "h6: Databases",
      "h6: Services",
      "h6: Featured",
      "h6: Solutions",
      "h6: Featured",
      "h6: Pricing",
      "h6: Featured",
      "h6: Library",
      "h6: Technical Resources",
      "h6: Community",
      "h6: Marketplace",
      "h6: What's New",
      "h1: The World's Most Distributed Cloud Computing Platform",
      "h2: Build and deliver low-latency, edge native applications on Akamai Cloud",
      "h2: The State of Enterprise AI: Gaining Experience and Managing Risks",
      "h2: What's new",
      "h4: Akamai + Fermyon Wasm function-as-a-service",
      "h3: Optimizing AI inference: Build a foundation for scalability and efficiency",
      "h3: Distributed Cloud: Taking AI to the Edge research study",
      "h3: AI inference efficiency: Spend less and do more",
      "h2: Learn how we cut our public cloud spend by 40% in one year",
      "h2: The cloud of the future, today",
      "h3: Lower your cloud bills",
      "h3: Deploy low-latency apps",
      "h3: Scale across the globe",
      "h3: Get real cloud portability",
      "h2: Get up to US$5,000 in cloud credits*",
      "h2: Explore our products",
      "h3: CPU",
      "h3: App Platform",
      "h3: GPU",
      "h3: Linode Kubernetes Engine",
      "h3: Managed Databases",
      "h3: Object Storage",
      "h2: Cloud Computing Foundations Certification",
      "h2: Learn more",
      "h3: Pricing",
      "h3: Support experience",
      "h3: Developer portal",
      "h2: Ready to get started or have questions?",
      "h3: See if you qualify for up to US$5,000 in cloud credits",
      "h4: Products",
      "h4: Company",
      "h4: Careers",
      "h4: Newsroom",
      "h4: Legal & Compliance",
      "h4: Glossary",
      "h2: Your cookie choices for this website",
      "h2: Privacy Preference Center",
      "h3: Manage Consent Preferences",
      "h4: Performance Cookies",
      "h4: Functional Cookies",
      "h4: Targeting Cookies",
      "h4: Strictly Necessary Cookies",
      "h4: Social Media Cookies",
      "h3: Cookie List"
    ]
  },
  "counts": {
    "h1": 1,
    "headings": 61,
    "links": 220,
    "inaccessibleLinks": 1,
    "buttons": 42,
    "inaccessibleButtons": 5,
    "images": 24,
    "imagesWithAlt": 23,
    "autocompleteInputs": 2,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 2
  }
}

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": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/webmcp.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/mcp.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

Needs attention

A2A Agent Card

Failed check

Issue

A2A Agent Card was not found at the expected path.

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/agent-card.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          }
        ]
      },
      "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": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          }
        ]
      },
      "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": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/agent.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          }
        ]
      },
      "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": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/agents.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

17 Fail

Needs attention

FAQPage schema

Failed check

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.

17 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.

17 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".

17 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.

17 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": []
}

AI DiscoverabilityDiscoverabilityEstablished

Sitemap

Sitemap is missing or incomplete.

17 Fail

Needs attention

Sitemap

Failed check

Issue

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

Why it matters

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

Check name

Sitemap

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Publish a sitemap and reference it from robots.txt.

Result

Sitemap is missing or incomplete.

Evidence

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

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

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

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check

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.linode.com",
        "probes": [
          {
            "name": "_index._agents.www.linode.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.linode.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.linode.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "linode.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          }
        ]
      },
      "issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
      "howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP

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

13 Warning

Needs attention

WebMCP

Warning

Issue

WebMCP declarative annotations need fixes.

Details

Why it matters

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

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

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

Result

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

Validation steps

Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<input name="menu"> is missing tool-param-description.
<input name="s"> is missing a label.
<input name="s"> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing a label.
<input> is missing tool-param-description.
<input name="ot-group-id-C0002"> is missing tool-param-description.
<input name="ot-group-id-C0003"> is missing tool-param-description.
<input name="ot-group-id-C0004"> is missing tool-param-description.
<input name="ot-group-id-C0005"> is missing tool-param-description.
<input name="vendor-search-handler"> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.

Evidence

{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 2,
        "formsWithTags": 0,
        "totalInteractive": 270,
        "interactiveWithTags": 0,
        "totalCount": 272,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"menu\"> is missing tool-param-description.",
          "<input name=\"s\"> is missing a label.",
          "<input name=\"s\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0005\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "No elements found with tool-name or tool-description attributes.",
      "howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
    },
    {
      "id": "declarative-annotation-quality",
      "title": "Validate WebMCP declarative annotation quality",
      "status": "warning",
      "evidence": {
        "issueCount": 19,
        "issues": [
          "<input name=\"menu\"> is missing tool-param-description.",
          "<input name=\"s\"> is missing a label.",
          "<input name=\"s\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0005\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input name=\"menu\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"s\"> is missing a label."
            },
            {
              "type": "code",
              "value": "<input name=\"s\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing a label."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0002\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0003\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0004\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0005\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"vendor-search-handler\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            }
          ]
        }
      ],
      "howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
    },
    {
      "id": "imperative-api",
      "title": "Detect WebMCP imperative API usage",
      "status": "informational",
      "evidence": {
        "staticSignals": {
          "detected": false,
          "matched": []
        },
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
      "howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
    },
    {
      "id": "browser-navigator-injection",
      "title": "Detect WebMCP browser navigator injection",
      "status": "informational",
      "evidence": {
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext was not detected in the rendered browser page.",
      "howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
    },
    {
      "id": "surface-coverage",
      "title": "Interactive surface coverage",
      "status": "informational",
      "evidence": {
        "totalForms": 2,
        "formsWithTags": 0,
        "totalInteractive": 270,
        "interactiveWithTags": 0,
        "totalCount": 272,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"menu\"> is missing tool-param-description.",
          "<input name=\"s\"> is missing a label.",
          "<input name=\"s\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0005\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "Only 0% of interactive surfaces are annotated.",
      "howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
    }
  ],
  "staticSignals": {
    "detected": false,
    "matched": []
  },
  "coverage": {
    "totalForms": 2,
    "formsWithTags": 0,
    "totalInteractive": 270,
    "interactiveWithTags": 0,
    "totalCount": 272,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input name=\"menu\"> is missing tool-param-description.",
      "<input name=\"s\"> is missing a label.",
      "<input name=\"s\"> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing a label.",
      "<input> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0005\"> is missing tool-param-description.",
      "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: 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.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"header | Click | Sales\"><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.linode.com/company/about/",
      "text": "About Us",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/about/\" data-analytics-event=\"header | Click | Company: About Us\"><span class=\"o-menu__title\">About Us</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"header | Click | Company: Sales\"><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\"><svg class=\"o-menu__icon\" alt=\"Sales Icon\" data-analytics-event=\"header | Click | Sales\"><use xlink:href=\"#menu-icon--sales\"/></svg><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.akamai.com/newsroom/press-release/akamai-announces-acquisition-of-function-as-a-service-company-fermyon",
      "text": "Learn more",
      "html": "<a class=\"cmp-button primary-button iconPos__left \" href=\"https://www.akamai.com/newsroom/press-release/akamai-announces-acquisition-of-function-as-a-service-company-fermyon\" target=\"_self\" data-component=\"button\" data-analytics-link=\"card:Akamai + Fermyon Wasm function-as-a-service:Learn more\"> <span class=\"cmp-button__text\">Learn more</span> </a>"
    },
    {
      "href": "/company/contact",
      "text": "Contact us",
      "html": "<a class=\"cmp-button secondary-button iconPos__left \" href=\"/company/contact\" target=\"_self\" data-component=\"button\" data-analytics-link=\"banner:Ready to get started or have questions?:Contact us\"> <span class=\"cmp-button__text\">Contact us</span> </a>"
    },
    {
      "href": "https://www.akamai.com/company",
      "text": "About Akamai",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company\" data-analytics-event=\"footer | Click | About Akamai\"><span class=\"o-menu__title\">About Akamai</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/company-history",
      "text": "History",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/company-history\" data-analytics-event=\"footer | Click | History\"><span class=\"o-menu__title\">History</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/leadership",
      "text": "Leadership",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/leadership\" data-analytics-event=\"footer | Click | Leadership\"><span class=\"o-menu__title\">Leadership</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/facts-figures",
      "text": "Facts and Figures",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/facts-figures\" data-analytics-event=\"footer | Click | Facts and Figures\"><span class=\"o-menu__title\">Facts and Figures</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/our-awards",
      "text": "Awards",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/our-awards\" data-analytics-event=\"footer | Click | Awards\"><span class=\"o-menu__title\">Awards</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/leadership/board-of-directors",
      "text": "Board of Directors",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/leadership/board-of-directors\" data-analytics-event=\"footer | Click | Board of Directors\"><span class=\"o-menu__title\">Board of Directors</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/corporate-responsibility",
      "text": "Corporate Responsibility",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/corporate-responsibility\" data-analytics-event=\"footer | Click | Corporate Responsibility\"><span class=\"o-menu__title\">Corporate Responsibility</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/ethics-and-compliance",
      "text": "Ethics",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/ethics-and-compliance\" data-analytics-event=\"footer | Click | Ethics\"><span class=\"o-menu__title\">Ethics</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/locations",
      "text": "Locations",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/locations\" data-analytics-event=\"footer | Click | Locations\"><span class=\"o-menu__title\">Locations</span></a>"
    },
    {
      "href": "https://www.linkedin.com/company/linode/",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/linode/\" aria-label=\"LinkedIn\"> <svg class=\"o-icon\" alt=\"LinkedIn Logo\"><use xlink:href=\"#icon--linkedin\"/></svg> </a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Contact Us",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"footer | Click | Contact\"><span class=\"o-menu__title\">Contact Us</span></a>"
    }
  ],
  "contactLinks": [
    {
      "href": "https://www.linode.com/support/",
      "text": "Support",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/support/\" data-analytics-event=\"header | Click | Support\"><span class=\"o-menu__title\">Support</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"header | Click | Sales\"><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.linode.com/support-experience/",
      "text": "Support experience",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/support-experience/\" data-analytics-event=\"header | Click | Explore: Support experience\"><span class=\"o-menu__title\">Support experience</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"header | Click | Company: Sales\"><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.linode.com/support/",
      "text": "Support",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/support/\"><svg class=\"o-menu__icon\" alt=\"Support Icon\" data-analytics-event=\"header | Click | Support\"><use xlink:href=\"#menu-icon--support\"/></svg><span class=\"o-menu__title\">Support</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\"><svg class=\"o-menu__icon\" alt=\"Sales Icon\" data-analytics-event=\"header | Click | Sales\"><use xlink:href=\"#menu-icon--sales\"/></svg><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.linode.com/support-experience/",
      "text": "Support experience",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/support-experience/\" data-analytics-event=\"header | Click | Explore: Support experience\"><span class=\"o-menu__title\">Support experience</span></a>"
    },
    {
      "href": "/support-experience",
      "text": "Explore support",
      "html": "<a class=\"cmp-button primary-button iconPos__left \" href=\"/support-experience\" target=\"_self\" data-component=\"button\" data-analytics-link=\"card:Support experience:Explore support\"> <span class=\"cmp-button__text\">Explore support</span> </a>"
    },
    {
      "href": "/company/contact",
      "text": "Contact us",
      "html": "<a class=\"cmp-button secondary-button iconPos__left \" href=\"/company/contact\" target=\"_self\" data-component=\"button\" data-analytics-link=\"banner:Ready to get started or have questions?:Contact us\"> <span class=\"cmp-button__text\">Contact us</span> </a>"
    },
    {
      "href": "https://www.akamai.com/cloud/support/contact-support",
      "text": "support page",
      "html": "<a href=\"https://www.akamai.com/cloud/support/contact-support\" target=\"_self\" data-analytics-link=\"text:See if you qualify for up to&#xa0;US&#x24;5,000 in cloud credits:support page\">support page</a>"
    },
    {
      "href": "https://www.akamai.com/global-services/support/vulnerability-reporting",
      "text": "Vulnerability Reporting",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/global-services/support/vulnerability-reporting\" data-analytics-event=\"footer | Click | Vulnerability Reporting\"><span class=\"o-menu__title\">Vulnerability Reporting</span></a>"
    },
    {
      "href": "https://www.linode.com/support/",
      "text": "Support",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/support/\" data-analytics-event=\"footer | Click | Support\"><span class=\"o-menu__title\">Support</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Contact Us",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"footer | Click | Contact\"><span class=\"o-menu__title\">Contact Us</span></a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/legal",
      "text": "Terms of Service",
      "html": "<a href=\"/legal\" target=\"_blank\" rel=\"nofollow noreferrer\" data-analytics-link=\"text:The World&apos;s Most Distributed Cloud Computing Platform:Terms of Service\">Terms of Service</a>"
    },
    {
      "href": "https://www.akamai.com/legal/privacy-statement",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.akamai.com/legal/privacy-statement\" target=\"_self\" data-analytics-link=\"text:The World&apos;s Most Distributed Cloud Computing Platform:Privacy Policy\">Privacy Policy</a>"
    },
    {
      "href": "https://www.linode.com/legal-msa/",
      "text": "Linode Terms of Service (MSA)",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/legal-msa/\" data-analytics-event=\"footer | Click | Linode Terms of Service (MSA)\"><span class=\"o-menu__title\">Linode Terms of Service (MSA)</span></a>"
    },
    {
      "href": "https://www.akamai.com/legal/compliance/privacy-trust-center",
      "text": "Privacy Trust Center",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/legal/compliance/privacy-trust-center\" data-analytics-event=\"footer | Click | Privacy Trust Center\"><span class=\"o-menu__title\">Privacy Trust Center</span></a>"
    },
    {
      "href": "https://www.akamai.com/legal/privacy-and-policies/privacy-statement",
      "text": "Privacy Statement",
      "html": "<a class=\"ot-cookie-policy-link\" href=\"https://www.akamai.com/legal/privacy-and-policies/privacy-statement\" aria-label=\"Privacy Statement, opens in a new tab\" rel=\"noopener\" target=\"_blank\">Privacy Statement</a>"
    },
    {
      "href": "https://www.akamai.com/content/dam/site/en/documents/akamai/akamai-privacy-statement.pdf",
      "text": "Privacy Statement",
      "html": "<a href=\"https://www.akamai.com/content/dam/site/en/documents/akamai/akamai-privacy-statement.pdf\" class=\"privacy-notice-link\" rel=\"noopener\" target=\"_blank\" aria-label=\"Privacy Statement, opens in a new tab\">Privacy Statement</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
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"header | Click | Sales\"><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.linode.com/company/about/",
      "text": "About Us",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/about/\" data-analytics-event=\"header | Click | Company: About Us\"><span class=\"o-menu__title\">About Us</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"header | Click | Company: Sales\"><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\"><svg class=\"o-menu__icon\" alt=\"Sales Icon\" data-analytics-event=\"header | Click | Sales\"><use xlink:href=\"#menu-icon--sales\"/></svg><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.akamai.com/newsroom/press-release/akamai-announces-acquisition-of-function-as-a-service-company-fermyon",
      "text": "Learn more",
      "html": "<a class=\"cmp-button primary-button iconPos__left \" href=\"https://www.akamai.com/newsroom/press-release/akamai-announces-acquisition-of-function-as-a-service-company-fermyon\" target=\"_self\" data-component=\"button\" data-analytics-link=\"card:Akamai + Fermyon Wasm function-as-a-service:Learn more\"> <span class=\"cmp-button__text\">Learn more</span> </a>"
    },
    {
      "href": "/company/contact",
      "text": "Contact us",
      "html": "<a class=\"cmp-button secondary-button iconPos__left \" href=\"/company/contact\" target=\"_self\" data-component=\"button\" data-analytics-link=\"banner:Ready to get started or have questions?:Contact us\"> <span class=\"cmp-button__text\">Contact us</span> </a>"
    },
    {
      "href": "https://www.akamai.com/company",
      "text": "About Akamai",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company\" data-analytics-event=\"footer | Click | About Akamai\"><span class=\"o-menu__title\">About Akamai</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/company-history",
      "text": "History",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/company-history\" data-analytics-event=\"footer | Click | History\"><span class=\"o-menu__title\">History</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/leadership",
      "text": "Leadership",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/leadership\" data-analytics-event=\"footer | Click | Leadership\"><span class=\"o-menu__title\">Leadership</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/facts-figures",
      "text": "Facts and Figures",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/facts-figures\" data-analytics-event=\"footer | Click | Facts and Figures\"><span class=\"o-menu__title\">Facts and Figures</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/our-awards",
      "text": "Awards",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/our-awards\" data-analytics-event=\"footer | Click | Awards\"><span class=\"o-menu__title\">Awards</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/leadership/board-of-directors",
      "text": "Board of Directors",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/leadership/board-of-directors\" data-analytics-event=\"footer | Click | Board of Directors\"><span class=\"o-menu__title\">Board of Directors</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/corporate-responsibility",
      "text": "Corporate Responsibility",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/corporate-responsibility\" data-analytics-event=\"footer | Click | Corporate Responsibility\"><span class=\"o-menu__title\">Corporate Responsibility</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/ethics-and-compliance",
      "text": "Ethics",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/ethics-and-compliance\" data-analytics-event=\"footer | Click | Ethics\"><span class=\"o-menu__title\">Ethics</span></a>"
    },
    {
      "href": "https://www.akamai.com/company/locations",
      "text": "Locations",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/company/locations\" data-analytics-event=\"footer | Click | Locations\"><span class=\"o-menu__title\">Locations</span></a>"
    },
    {
      "href": "https://www.linkedin.com/company/linode/",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/linode/\" aria-label=\"LinkedIn\"> <svg class=\"o-icon\" alt=\"LinkedIn Logo\"><use xlink:href=\"#icon--linkedin\"/></svg> </a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Contact Us",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"footer | Click | Contact\"><span class=\"o-menu__title\">Contact Us</span></a>"
    }
  ],
  "contactLinks": [
    {
      "href": "https://www.linode.com/support/",
      "text": "Support",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/support/\" data-analytics-event=\"header | Click | Support\"><span class=\"o-menu__title\">Support</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"header | Click | Sales\"><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.linode.com/support-experience/",
      "text": "Support experience",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/support-experience/\" data-analytics-event=\"header | Click | Explore: Support experience\"><span class=\"o-menu__title\">Support experience</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"header | Click | Company: Sales\"><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.linode.com/support/",
      "text": "Support",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/support/\"><svg class=\"o-menu__icon\" alt=\"Support Icon\" data-analytics-event=\"header | Click | Support\"><use xlink:href=\"#menu-icon--support\"/></svg><span class=\"o-menu__title\">Support</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Sales",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\"><svg class=\"o-menu__icon\" alt=\"Sales Icon\" data-analytics-event=\"header | Click | Sales\"><use xlink:href=\"#menu-icon--sales\"/></svg><span class=\"o-menu__title\">Sales</span></a>"
    },
    {
      "href": "https://www.linode.com/support-experience/",
      "text": "Support experience",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/support-experience/\" data-analytics-event=\"header | Click | Explore: Support experience\"><span class=\"o-menu__title\">Support experience</span></a>"
    },
    {
      "href": "/support-experience",
      "text": "Explore support",
      "html": "<a class=\"cmp-button primary-button iconPos__left \" href=\"/support-experience\" target=\"_self\" data-component=\"button\" data-analytics-link=\"card:Support experience:Explore support\"> <span class=\"cmp-button__text\">Explore support</span> </a>"
    },
    {
      "href": "/company/contact",
      "text": "Contact us",
      "html": "<a class=\"cmp-button secondary-button iconPos__left \" href=\"/company/contact\" target=\"_self\" data-component=\"button\" data-analytics-link=\"banner:Ready to get started or have questions?:Contact us\"> <span class=\"cmp-button__text\">Contact us</span> </a>"
    },
    {
      "href": "https://www.akamai.com/cloud/support/contact-support",
      "text": "support page",
      "html": "<a href=\"https://www.akamai.com/cloud/support/contact-support\" target=\"_self\" data-analytics-link=\"text:See if you qualify for up to&#xa0;US&#x24;5,000 in cloud credits:support page\">support page</a>"
    },
    {
      "href": "https://www.akamai.com/global-services/support/vulnerability-reporting",
      "text": "Vulnerability Reporting",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/global-services/support/vulnerability-reporting\" data-analytics-event=\"footer | Click | Vulnerability Reporting\"><span class=\"o-menu__title\">Vulnerability Reporting</span></a>"
    },
    {
      "href": "https://www.linode.com/support/",
      "text": "Support",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/support/\" data-analytics-event=\"footer | Click | Support\"><span class=\"o-menu__title\">Support</span></a>"
    },
    {
      "href": "https://www.linode.com/company/contact/",
      "text": "Contact Us",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/company/contact/\" data-analytics-event=\"footer | Click | Contact\"><span class=\"o-menu__title\">Contact Us</span></a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/legal",
      "text": "Terms of Service",
      "html": "<a href=\"/legal\" target=\"_blank\" rel=\"nofollow noreferrer\" data-analytics-link=\"text:The World&apos;s Most Distributed Cloud Computing Platform:Terms of Service\">Terms of Service</a>"
    },
    {
      "href": "https://www.akamai.com/legal/privacy-statement",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.akamai.com/legal/privacy-statement\" target=\"_self\" data-analytics-link=\"text:The World&apos;s Most Distributed Cloud Computing Platform:Privacy Policy\">Privacy Policy</a>"
    },
    {
      "href": "https://www.linode.com/legal-msa/",
      "text": "Linode Terms of Service (MSA)",
      "html": "<a class=\"o-menu__link\" href=\"https://www.linode.com/legal-msa/\" data-analytics-event=\"footer | Click | Linode Terms of Service (MSA)\"><span class=\"o-menu__title\">Linode Terms of Service (MSA)</span></a>"
    },
    {
      "href": "https://www.akamai.com/legal/compliance/privacy-trust-center",
      "text": "Privacy Trust Center",
      "html": "<a class=\"o-menu__link\" href=\"https://www.akamai.com/legal/compliance/privacy-trust-center\" data-analytics-event=\"footer | Click | Privacy Trust Center\"><span class=\"o-menu__title\">Privacy Trust Center</span></a>"
    },
    {
      "href": "https://www.akamai.com/legal/privacy-and-policies/privacy-statement",
      "text": "Privacy Statement",
      "html": "<a class=\"ot-cookie-policy-link\" href=\"https://www.akamai.com/legal/privacy-and-policies/privacy-statement\" aria-label=\"Privacy Statement, opens in a new tab\" rel=\"noopener\" target=\"_blank\">Privacy Statement</a>"
    },
    {
      "href": "https://www.akamai.com/content/dam/site/en/documents/akamai/akamai-privacy-statement.pdf",
      "text": "Privacy Statement",
      "html": "<a href=\"https://www.akamai.com/content/dam/site/en/documents/akamai/akamai-privacy-statement.pdf\" class=\"privacy-notice-link\" rel=\"noopener\" target=\"_blank\" aria-label=\"Privacy Statement, opens in a new tab\">Privacy Statement</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, optional visible FAQ or FAQPage schema, 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": false,
  "definitionPatterns": 11,
  "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",
    "optional visible FAQ or FAQPage schema",
    "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

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

Details

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 31,
  "passing": 2,
  "failing": [
    {
      "heading": "Build and deliver low-latency, edge native applications on Akamai Cloud",
      "headingHtml": "<h2 class=\"cmp-title__text\" data-context=\"title\">Build and deliver low-latency, edge native applications on Akamai Cloud</h2>",
      "firstParagraph": "By providing your email address or using a single sign-on provider to create an account, you agree to our Terms of Service and have reviewed our Privacy Policy and Cookie Policy.",
      "paragraphHtml": "<p style=\"text-align: left;\">By providing your email address or using a single sign-on provider to create an account, you agree to our&#xa0;<a href=\"/legal\" target=\"_blank\" rel=\"nofollow noreferrer\" data-analytics-link=\"text:The World&apos;s Most Distributed Cloud Computing Platform:Terms of Service\">Terms of Service</a>&#xa0;and have reviewed our&#xa0;<a href=\"https://www.akamai.com/legal/privacy-statement\" target=\"_self\" data-analytics-link=\"text:The World&apos;s Most Distributed Cloud Comp...",
      "words": 31,
      "direct": false,
      "issue": "First paragraph is 31 words and does not look like a concise direct answer."
    },
    {
      "heading": "What's new",
      "headingHtml": "<h2 class=\"cmp-title__text\" data-context=\"title\">What&apos;s new</h2>",
      "firstParagraph": "Innovate and execute lightweight code at the edge",
      "paragraphHtml": "<p>Innovate and execute lightweight code at the edge&#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0; &#xa0;&#xa0;</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Optimizing AI inference: Build a foundation for scalability and efficiency",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Optimizing AI inference: Build a foundation for scalability and efficiency</span> </h3>",
      "firstParagraph": "Discover cost-saving strategies for AI inference, including edge deployment, model optimization, and FinOps best practices to scale efficiently.",
      "paragraphHtml": "<p>Discover cost-saving strategies for AI inference, including edge deployment, model optimization, and FinOps best practices to scale efficiently.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Distributed Cloud: Taking AI to the Edge research study",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Distributed Cloud: Taking AI to the Edge research study</span> </h3>",
      "firstParagraph": "A 2024 Forrester Consulting study, commissioned by Akamai, explores distributed cloud interest among cloud strategy decision-makers.",
      "paragraphHtml": "<p>A 2024 Forrester Consulting study, commissioned by Akamai, explores distributed cloud interest among cloud strategy decision-makers.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI inference efficiency: Spend less and do more",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">AI inference efficiency: Spend less and do more</span> </h3>",
      "firstParagraph": "As demonstrated using the Stable Diffusion model on Akamai Cloud, AI inference costs can be reduced by up to 86%. Discover strategies to optimize performance and lower expenses.",
      "paragraphHtml": "<p>As demonstrated using the Stable Diffusion model on Akamai Cloud, AI inference costs can be reduced by up to 86%. Discover strategies to optimize performance and lower expenses.</p>",
      "words": 28,
      "direct": false,
      "issue": "First paragraph is 28 words and does not look like a concise direct answer."
    },
    {
      "heading": "Learn how we cut our public cloud spend by 40% in one year",
      "headingHtml": "<h2 class=\"cmp-teaser__title h2\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Learn how we cut our public cloud spend by 40% in one year</span> </h2>",
      "firstParagraph": "Read the Project Cirrus brief for insights on business objectives, cloud risk management, and our five-step migration process.",
      "paragraphHtml": "<p>Read the Project Cirrus brief for insights on business objectives, cloud risk management, and our five-step migration process.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "The cloud of the future, today",
      "headingHtml": "<h2 class=\"cmp-title__text\" data-context=\"title\">The cloud of the future, today</h2>",
      "firstParagraph": "Essential strategies for optimizing your cloud infrastructure and enhancing application performance.",
      "paragraphHtml": "<p>Essential strategies for optimizing your cloud infrastructure and enhancing application performance.</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    },
    {
      "heading": "Lower your cloud bills",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Lower your cloud bills</span> </h3>",
      "firstParagraph": "Budgeting for cloud infrastructure should be easy. Enjoy flat, predictable pricing with low egress fees and a free egress allowance.",
      "paragraphHtml": "<p>Budgeting for cloud infrastructure should be easy. Enjoy flat, predictable pricing with low egress fees and a free egress allowance.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Deploy low-latency apps",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Deploy low-latency apps</span> </h3>",
      "firstParagraph": "Enhance the performance of your VMs, containers, storage, and databases with support from our Qualified Compute Partners or our popular marketplace apps.",
      "paragraphHtml": "<p>Enhance the performance of your VMs, containers, storage, and databases with support from our Qualified Compute Partners or our popular marketplace apps.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Scale across the globe",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Scale across the globe</span> </h3>",
      "firstParagraph": "Control where data is managed and scale to meet demand in key global customer markets.",
      "paragraphHtml": "<p>Control where data is managed and scale to meet demand in key global customer markets.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get real cloud portability",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Get real cloud portability</span> </h3>",
      "firstParagraph": "Choose the right technologies to power different workloads. Eliminate the need to use proprietary services.",
      "paragraphHtml": "<p>Choose the right technologies to power different workloads. Eliminate the need to use proprietary services.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get up to US$5,000 in cloud credits*",
      "headingHtml": "<h2 class=\"cmp-title__text\" data-context=\"title\">Get up to US&#x24;5,000 in cloud credits*<br> </h2>",
      "firstParagraph": "See how Akamai’s public cloud can help your business run better. Reduce costs, increase reliability, and drive results. Offer available to new and existing enterprise customers.",
      "paragraphHtml": "<p>See how Akamai&#x2019;s public cloud can help your business run better. Reduce costs, increase reliability, and drive results. Offer available to new and existing enterprise customers.</p>",
      "words": 27,
      "direct": false,
      "issue": "First paragraph is 27 words and does not look like a concise direct answer."
    },
    {
      "heading": "Explore our products",
      "headingHtml": "<h2 class=\"cmp-title__text\" data-context=\"title\">Explore our products<br> </h2>",
      "firstParagraph": "Build and deploy on the world’s most distributed platform.",
      "paragraphHtml": "<p>Build and deploy on the world&#x2019;s most distributed platform.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "CPU",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">CPU</span> </h3>",
      "firstParagraph": "Match Shared CPU, Dedicated CPU, or High Memory compute plans to your applications’ needs and budget.",
      "paragraphHtml": "<p>Match Shared CPU, Dedicated CPU, or High Memory compute plans to your applications&#x2019; needs and budget.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "App Platform",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">App Platform</span> </h3>",
      "firstParagraph": "Deploy powerful cloud native applications on Kubernetes in minutes with automated infrastructure.",
      "paragraphHtml": "<p>Deploy powerful cloud native applications on Kubernetes in minutes with automated infrastructure.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "GPU",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">GPU</span> </h3>",
      "firstParagraph": "Parallel process workloads including machine learning, scientific computing, and video processing.",
      "paragraphHtml": "<p>Parallel process workloads including machine learning, scientific computing, and video processing.</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    },
    {
      "heading": "Linode Kubernetes Engine",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Linode Kubernetes Engine</span> </h3>",
      "firstParagraph": "Managed K8s container orchestration engine for containerized workloads.",
      "paragraphHtml": "<p>Managed K8s container orchestration engine for containerized workloads.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Managed Databases",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Managed Databases</span> </h3>",
      "firstParagraph": "Fully managed database service for MySQL and PostgreSQL. Deploy a managed database cluster in production.",
      "paragraphHtml": "<p>Fully managed database service for MySQL and PostgreSQL. Deploy a managed database cluster in production.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Object Storage",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Object Storage</span> </h3>",
      "firstParagraph": "Store your data for high availability, durability, or distribution.",
      "paragraphHtml": "<p>Store your data for high availability, durability, or distribution.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Cloud Computing Foundations Certification",
      "headingHtml": "<h2 class=\"cmp-title__text\" data-context=\"title\">Cloud Computing Foundations Certification</h2>",
      "firstParagraph": "Develop a foundational understanding of cloud computing and explore Akamai’s cloud computing ecosystem.",
      "paragraphHtml": "<p>Develop a foundational understanding of cloud computing and explore Akamai&#x2019;s cloud computing ecosystem.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Learn more",
      "headingHtml": "<h2 class=\"cmp-title__text\" data-context=\"title\">Learn more</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Pricing",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Pricing</span> </h3>",
      "firstParagraph": "CPU, transfer, storage, and RAM bundled into one flat price.",
      "paragraphHtml": "<p>CPU, transfer, storage, and RAM bundled into one flat price.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Support experience",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Support experience</span> </h3>",
      "firstParagraph": "Get expert advice and assistance whenever you need it from our award-winning support team of highly trained service professionals.",
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      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
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    {
      "heading": "Developer portal",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Developer portal</span> </h3>",
      "firstParagraph": "Comprehensive guides, documentation, and endpoints.",
      "paragraphHtml": "<p>Comprehensive guides, documentation, and endpoints.</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
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      "heading": "Ready to get started or have questions?",
      "headingHtml": "<h2 class=\"cmp-title__text\" data-context=\"title\">Ready to get started or have questions?<br> </h2>",
      "firstParagraph": "Set up your free account today or contact a sales consultant to learn more.",
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      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
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      "heading": "See if you qualify for up to US$5,000 in cloud credits",
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      "words": 31,
      "direct": false,
      "issue": "First paragraph is 31 words and does not look like a concise direct answer."
    },
    {
      "heading": "Your cookie choices for this website",
      "headingHtml": "<h2 id=\"onetrust-policy-title\">Your cookie choices for this website</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Privacy Preference Center",
      "headingHtml": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Cookie List",
      "headingHtml": "<h3>Cookie List</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
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  "score": 65,
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}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 79/100 and needs improvement.

3 Warning

Needs attention

GEO: Entity clarity

Warning

Issue

Title/H1 terms missing from description: world, most, distributed, computing, platform.

Details

Why it matters

Check name

GEO: Entity clarity

Score

79/100

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 79/100 and needs improvement.

Evidence

{
  "title": "The World's Most Distributed Cloud Computing Platform | Akamai",
  "h1": "The World's Most Distributed Cloud Computing Platform",
  "description": "Build and deliver low-latency, edge native applications on Akamai Connected Cloud.",
  "topicOverlap": 0.2857142857142857,
  "topicTerms": [
    "world",
    "most",
    "distributed",
    "cloud",
    "computing",
    "platform",
    "akamai"
  ],
  "descriptionTerms": [
    "build",
    "deliver",
    "low",
    "latency",
    "edge",
    "native",
    "applications",
    "akamai",
    "connected",
    "cloud"
  ],
  "missingFromDescription": [
    "world",
    "most",
    "distributed",
    "computing",
    "platform"
  ],
  "score": 79,
  "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

5 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": 5,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 28,
      "heading": "H4: Performance Cookies",
      "text": "These cookies allow us to count visits and traffic sources so we can measure and improve the performance of our site. They help us to know which pages are the most and least popular and see how visitors move around the site. The cookies may be set by us or third party providers. All information these cookies collect is aggregated and therefore anonymous. If you do not allow these cookies we will not know when you...",
      "words": 89,
      "hasEvidence": false,
      "reasons": [
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0002\">These cookies allow us to count visits and traffic sources so we can measure and improve the performance of our site. They help us to know which pages are the most and least popular and see how visitors move around the site. The cookies may be set by us or third party providers. All information these cookies collect is aggregated and therefore anonymous. If you do not allow these cookies we will not know when you have visited ou..."
    },
    {
      "index": 29,
      "heading": "H4: Functional Cookies",
      "text": "These cookies enable the website to provide enhanced functionality and personalization. They may be set by us or by third party providers whose services we have added to our pages. If you do not allow these cookies then the enhanced functionality and personalization will not be available to you but only the basic functionalities.",
      "words": 54,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (54 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0003\">These cookies enable the website to provide enhanced functionality and personalization. They may be set by us or by third party providers whose services we have added to our pages. If you do not allow these cookies then the enhanced functionality and personalization will not be available to you but only the basic functionalities. </p>"
    },
    {
      "index": 30,
      "heading": "H4: Targeting Cookies",
      "text": "These cookies are set through our site by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverts on other sites. They are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising, adverts will be shown to you, nevertheless.",
      "words": 64,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (64 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0004\">These cookies are set through our site by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverts on other sites. They are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising, adverts will be shown to you, nevertheless. </p>"
    },
    {
      "index": 31,
      "heading": "H4: Strictly Necessary Cookies",
      "text": "These cookies are necessary for the website to function and cannot be switched off in our systems. They are usually only set in response to actions made by you which amount to a request for services, such as setting your privacy preferences, logging in or filling in forms.",
      "words": 48,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (48 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0001\">These cookies are necessary for the website to function and cannot be switched off in our systems. They are usually only set in response to actions made by you which amount to a request for services, such as setting your privacy preferences, logging in or filling in forms. </p>"
    },
    {
      "index": 32,
      "heading": "H4: Social Media Cookies",
      "text": "These cookies are set through our site by a range of third party social media services that we have added to the site to enable you to share our content with your friends and networks. These cookies are capable of tracking your browser across other sites and building up a profile of your interests. This may impact the content and messages you see on other websites you visit. If you do not allow these cookies you m...",
      "words": 89,
      "hasEvidence": false,
      "reasons": [
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0005\">These cookies are set through our site by a range of third party social media services that we have added to the site to enable you to share our content with your friends and networks. These cookies are capable of tracking your browser across other sites and building up a profile of your interests. This may impact the content and messages you see on other websites you visit. If you do not allow these cookies you may not be able..."
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

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

2 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

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

Why it matters

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

Check name

AEO: Question-led structure

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "h2Count": 12,
  "questionH2s": [
    {
      "index": 3,
      "text": "What's new",
      "isQuestion": true,
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">What&apos;s new</h2>"
    },
    {
      "index": 10,
      "text": "Ready to get started or have questions?",
      "isQuestion": true,
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Ready to get started or have questions?<br> </h2>"
    }
  ],
  "hasFaq": false,
  "score": 70,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

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

2 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

17 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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  "visibleWords": 1749,
  "htmlBytes": 303378,
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      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mP8/x8AAwMCAO+ip1sAAAAASUVORK5CYII=\">"
    },
    {
      "src": "/site/en/images/promo/2025/forrester-osnap-2025.jpg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/site/en/images/promo/2025/forrester-osnap-2025.jpg\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt=\"The State of Enterprise AI: Gaining Experience and Managing Risks\">"
    },
    {
      "src": "/site/en/qa/fiji-card-image-4.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/site/en/qa/fiji-card-image-4.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
    },
    {
      "src": "/linode/en/images/thumbnail/2025/ai-foundry-report-thumbnail.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/thumbnail/2025/ai-foundry-report-thumbnail.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
    },
    {
      "src": "/linode/en/images/promo/distributed-cloud-taking-ai-to-the-edge.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/promo/distributed-cloud-taking-ai-to-the-edge.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
    },
    {
      "src": "/linode/en/images/promo/ai-inference-efficiency-588.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/promo/ai-inference-efficiency-588.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
    },
    {
      "src": "/linode/en/images/promo/learn-how-we-cut-our-public-cloud-spend.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/promo/learn-how-we-cut-our-public-cloud-spend.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
    },
    {
      "src": "/linode/en/images/thumbnail/1-lower-your-cloud-bill-center.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/thumbnail/1-lower-your-cloud-bill-center.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
    },
    {
      "src": "/linode/en/images/thumbnail/2-deploy-low-latency-apps-center.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/thumbnail/2-deploy-low-latency-apps-center.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
    },
    {
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      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/thumbnail/3-scale-across-the-globe-center.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
    },
    {
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/thumbnail/4-real-cloud-portability-center.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
    },
    {
      "src": "/linode/en/images/promo/cloud-computing-foundations-certification.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/promo/cloud-computing-foundations-certification.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
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    {
      "src": "/linode/en/images/thumbnail/learn-more-pricing.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/thumbnail/learn-more-pricing.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
    },
    {
      "src": "/linode/en/images/thumbnail/learn-more-support-experience.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/thumbnail/learn-more-support-experience.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
    },
    {
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/linode/en/images/thumbnail/learn-more-developer-portal.png\" loading=\"lazy\" class=\"cmp-image__image\" itemprop=\"contentUrl\" data-cmp-hook-image=\"image\" alt>"
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      "height": "",
      "loading": "",
      "html": "<img alt=\"Company Logo\" src=\"https://www.linode.com/ns/ot/202508.2.0/prod/consent/01922358-0e47-73fa-9452-fa124177d6d6/01951e2a-a7f7-7078-8000-bca8ef3cfb85/logos/1fb891e6-1cdb-46fd-a5e2-78b57cd7977a/01993e02-b9a8-7935-9577-8f2d93c9eb97/ecf18337-5ba6-49e2-a61a-efb850efd525/akamai-logo.png\">"
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      "height": "",
      "loading": "",
      "html": "<img alt=\"Powered by Onetrust\" src=\"https://www.linode.com/ns/ot/202508.2.0/prod/consent/01922358-0e47-73fa-9452-fa124177d6d6/01951e2a-a7f7-7078-8000-bca8ef3cfb85/logos/static/powered_by_logo.svg\" title=\"Powered by OneTrust Opens in a new Tab\">"
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  "possibleDialogs": [
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    "<a href=\"javascript:void(0);\" class=\"img-popup-container\"> <span>X</span> </a>",
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  "score": 70,
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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

29 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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  "passing": 2,
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      "direct": false,
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    },
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      "words": 16,
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      "heading": "AI inference efficiency: Spend less and do more",
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      "firstParagraph": "As demonstrated using the Stable Diffusion model on Akamai Cloud, AI inference costs can be reduced by up to 86%. Discover strategies to optimize performance and lower expenses.",
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    },
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      "heading": "Get up to US$5,000 in cloud credits*",
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      "paragraphHtml": "<p>Build and deploy on the world&#x2019;s most distributed platform.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
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    {
      "heading": "CPU",
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      "firstParagraph": "Match Shared CPU, Dedicated CPU, or High Memory compute plans to your applications’ needs and budget.",
      "paragraphHtml": "<p>Match Shared CPU, Dedicated CPU, or High Memory compute plans to your applications&#x2019; needs and budget.</p>",
      "words": 16,
      "direct": false,
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    {
      "heading": "App Platform",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">App Platform</span> </h3>",
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      "words": 12,
      "direct": false,
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    {
      "heading": "GPU",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">GPU</span> </h3>",
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      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
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    {
      "heading": "Linode Kubernetes Engine",
      "headingHtml": "<h3 class=\"cmp-teaser__title h3\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Linode Kubernetes Engine</span> </h3>",
      "firstParagraph": "Managed K8s container orchestration engine for containerized workloads.",
      "paragraphHtml": "<p>Managed K8s container orchestration engine for containerized workloads.</p>",
      "words": 8,
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      "heading": "Managed Databases",
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      "firstParagraph": "Fully managed database service for MySQL and PostgreSQL. Deploy a managed database cluster in production.",
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      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
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      "heading": "Cloud Computing Foundations Certification",
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      "issue": "No paragraph follows this heading."
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      "words": 10,
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      "heading": "Ready to get started or have questions?",
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      "heading": "See if you qualify for up to US$5,000 in cloud credits",
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      "firstParagraph": "We’re here to help you with large deployments, migrations, app optimization, architecture assessments, security and reliability audits, and much more. For support or account issues, please visit our support page.",
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      "words": 31,
      "direct": false,
      "issue": "First paragraph is 31 words and does not look like a concise direct answer."
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    {
      "heading": "Your cookie choices for this website",
      "headingHtml": "<h2 id=\"onetrust-policy-title\">Your cookie choices for this website</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Privacy Preference Center",
      "headingHtml": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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    {
      "heading": "Cookie List",
      "headingHtml": "<h3>Cookie List</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
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  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 82/100 and needs improvement.

1 Warning

Needs attention

AEO: Entity and definition clarity

Warning

Issue

Entity or definition gaps: world, most, distributed, computing, platform.

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

82/100

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 82/100 and needs improvement.

Evidence

{
  "title": "The World's Most Distributed Cloud Computing Platform | Akamai",
  "h1": "The World's Most Distributed Cloud Computing Platform",
  "description": "Build and deliver low-latency, edge native applications on Akamai Connected Cloud.",
  "topicOverlap": 0.2857142857142857,
  "definitionCount": 11,
  "topicTerms": [
    "world",
    "most",
    "distributed",
    "cloud",
    "computing",
    "platform",
    "akamai"
  ],
  "descriptionTerms": [
    "build",
    "deliver",
    "low",
    "latency",
    "edge",
    "native",
    "applications",
    "akamai",
    "connected",
    "cloud"
  ],
  "missingFromDescription": [
    "world",
    "most",
    "distributed",
    "computing",
    "platform"
  ],
  "score": 82,
  "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: 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

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      "text": "Build and deliver low-latency, edge native applications on Akamai Cloud",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Build and deliver low-latency, edge native applications on Akamai Cloud</h2>"
    },
    {
      "text": "The State of Enterprise AI: Gaining Experience and Managing Risks",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">The State of Enterprise AI: Gaining Experience and Managing Risks<br> </h2>"
    },
    {
      "text": "What's new",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">What&apos;s new</h2>"
    },
    {
      "text": "Learn how we cut our public cloud spend by 40% in one year",
      "html": "<h2 class=\"cmp-teaser__title h2\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Learn how we cut our public cloud spend by 40% in one year</span> </h2>"
    },
    {
      "text": "The cloud of the future, today",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">The cloud of the future, today</h2>"
    },
    {
      "text": "Get up to US$5,000 in cloud credits*",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Get up to US&#x24;5,000 in cloud credits*<br> </h2>"
    },
    {
      "text": "Explore our products",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Explore our products<br> </h2>"
    },
    {
      "text": "Cloud Computing Foundations Certification",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Cloud Computing Foundations Certification</h2>"
    },
    {
      "text": "Learn more",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Learn more</h2>"
    },
    {
      "text": "Ready to get started or have questions?",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Ready to get started or have questions?<br> </h2>"
    },
    {
      "text": "Your cookie choices for this website",
      "html": "<h2 id=\"onetrust-policy-title\">Your cookie choices for this website</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is The World's Most Distributed Cloud Computing...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does The World's Most Distributed Cloud Computing... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use The World's Most Distributed Cloud Computing...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The World's Most Distributed Cloud Computing... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The World's Most Distributed Cloud Computing... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "benefits",
      "label": "Why use The World's Most Distributed Cloud Computing...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The World's Most Distributed Cloud Computing... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The World's Most Distributed Cloud Computing... 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": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/api/context",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/context",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          }
        ]
      },
      "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: 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": "Build and deliver low-latency, edge native applications on Akamai Cloud",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Build and deliver low-latency, edge native applications on Akamai Cloud</h2>"
    },
    {
      "text": "The State of Enterprise AI: Gaining Experience and Managing Risks",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">The State of Enterprise AI: Gaining Experience and Managing Risks<br> </h2>"
    },
    {
      "text": "What's new",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">What&apos;s new</h2>"
    },
    {
      "text": "Learn how we cut our public cloud spend by 40% in one year",
      "html": "<h2 class=\"cmp-teaser__title h2\"> <span class=\"cmp-teaser__title-link\" data-context=\"title\">Learn how we cut our public cloud spend by 40% in one year</span> </h2>"
    },
    {
      "text": "The cloud of the future, today",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">The cloud of the future, today</h2>"
    },
    {
      "text": "Get up to US$5,000 in cloud credits*",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Get up to US&#x24;5,000 in cloud credits*<br> </h2>"
    },
    {
      "text": "Explore our products",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Explore our products<br> </h2>"
    },
    {
      "text": "Cloud Computing Foundations Certification",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Cloud Computing Foundations Certification</h2>"
    },
    {
      "text": "Learn more",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Learn more</h2>"
    },
    {
      "text": "Ready to get started or have questions?",
      "html": "<h2 class=\"cmp-title__text\" data-context=\"title\">Ready to get started or have questions?<br> </h2>"
    },
    {
      "text": "Your cookie choices for this website",
      "html": "<h2 id=\"onetrust-policy-title\">Your cookie choices for this website</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is The World's Most Distributed Cloud Computing...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does The World's Most Distributed Cloud Computing... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use The World's Most Distributed Cloud Computing...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The World's Most Distributed Cloud Computing... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The World's Most Distributed Cloud Computing... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "benefits",
      "label": "Why use The World's Most Distributed Cloud Computing...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The World's Most Distributed Cloud Computing... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The World's Most Distributed Cloud Computing... 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": 403,
        "contentType": "text/html",
        "length": 2982,
        "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": 2959,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": false,
          "mentionsCredential": false,
          "links": [
            "https://assets.linode.com/icons/favicon.ico\">",
            "/title",
            "https://assets.linode.com\"",
            "https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\"",
            "/woff2",
            "https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\"",
            "/woff2",
            "https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\"",
            "https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff\"",
            "https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\""
          ],
          "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font"
        }
      },
      "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": 403,
        "contentType": "text/html",
        "length": 2982,
        "text": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"><style>@font-face{font-display:swap;font-family:\"Source Sans Pro\";font-style:normal;font-weight:400;src:local(\"\"),url(\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\") format(\"woff2\"),url(\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff\") format(\"woff\");}@font-face{font-display:swap;font-family:\"Source Sans Pro\";font-style:normal;font-weight:600;src:local(\"\"),url(\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\") format(\"woff2\"),url(\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff\") format(\"woff\");}*,*::before,*::after{box-sizing:border-box;}*{margin:0;}html,body{height:100%;}body{-webkit-font-smoothing:antialiased;}img,picture,video,canvas,svg{display:block;max-width:100%;}input,button,textarea,select{font:inherit;}body{background:#fafafc;color:#5e6065;display:flex;flex-direction:column;font-family:\"Source Sans Pro\",sans-serif;height:100vh;}header,footer{align-items:center;background:white;display:flex;flex:none;min-height:80px;padding:8px 16px;}header{border-bottom:1px solid #ededf4;}main{display:grid;flex:1;line-height:1.25;padding:8px 16px;place-items:center;text-align:center;}section{display:flex;flex-direction:column;gap:24px;}.primary{font-size:24px;}.secondary{font-size:16px;}.actions{display:flex;justify-content:center;margin-top:8px;}.button,button{background:#02b159;background-clip:border-box;border-radius:4px;color:white;padding:16px 24px;text-decoration:none;}h1{color:#32363b;font-size:64px;letter-spacing:-2px;}a{color:#02b159;}footer{border-top:1px solid #ededf4;justify-content:center;}</style></head><body><header> <img width=\"113.84\" height=\"50\" alt=\"Akamai Logo\" src=\"https://assets.linode.com/akamai-logo.svg\"> </header><main><section><h1>403 Forbidden</h1><div class=\"primary\"> Sorry, you are not allowed to access this resource. </div><div class=\"secondary\"> Reference #0.d6d70b17.1780928868.e8854914 </div><div class=\"actions\"><a class=\"button\" href=\"https://www.linode.com/support/\">Contact Linode Support</a></div></section></main><footer> &copy; Akamai Technologies. All rights reserved. </footer></body></html>"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 403,
          "contentType": "text/html",
          "length": 2982,
          "text": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"><style>@font-face{font-display:swap;font-family:\"Source Sans Pro\";font-style:normal;font-weight:400;src:local(\"\"),url(\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\") format(\"woff2\"),url(\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff\") format(\"woff\");}@font-face{font-display:swap;font-family:\"Source Sans Pro\";font-style:normal;font-weight:600;src:local(\"\"),url(\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\") format(\"woff2\"),url(\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff\") format(\"woff\");}*,*::before,*::after{box-sizing:border-box;}*{margin:0;}html,body{height:100%;}body{-webkit-font-smoothing:antialiased;}img,picture,video,canvas,svg{display:block;max-width:100%;}input,button,textarea,select{font:inherit;}body{background:#fafafc;color:#5e6065;display:flex;flex-direction:column;font-family:\"Source Sans Pro\",sans-serif;height:100vh;}header,footer{align-items:center;background:white;display:flex;flex:none;min-height:80px;padding:8px 16px;}header{border-bottom:1px solid #ededf4;}main{display:grid;flex:1;line-height:1.25;padding:8px 16px;place-items:center;text-align:center;}section{display:flex;flex-direction:column;gap:24px;}.primary{font-size:24px;}.secondary{font-size:16px;}.actions{display:flex;justify-content:center;margin-top:8px;}.button,button{background:#02b159;background-clip:border-box;border-radius:4px;color:white;padding:16px 24px;text-decoration:none;}h1{color:#32363b;font-size:64px;letter-spacing:-2px;}a{color:#02b159;}footer{border-top:1px solid #ededf4;justify-content:center;}</style></head><body><header> <img width=\"113.84\" height=\"50\" alt=\"Akamai Logo\" src=\"https://assets.linode.com/akamai-logo.svg\"> </header><main><section><h1>403 Forbidden</h1><div class=\"primary\"> Sorry, you are not allowed to access this resource. </div><div class=\"secondary\"> Reference #0.97d70b17.1780928868.b3547023 </div><div class=\"actions\"><a class=\"button\" href=\"https://www.linode.com/support/\">Contact Linode Support</a></div></section></main><footer> &copy; Akamai Technologies. All rights reserved. </footer></body></html>"
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 15,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "create account"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "single sign-on"
      }
    ]
  },
  "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": 403,
            "contentType": "text/html",
            "length": 2982
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 2982
          }
        ]
      },
      "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": 15,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "create account"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "single sign-on"
      }
    ]
  },
  "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": 403,
        "contentType": "text/html"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" dir=\"ltr\"><head> <meta charset=\"utf-8\"> <meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"> <link rel=\"shortcut icon\" href=\"https://assets.linode.com/icons/favicon.ico\"> <meta name='robots' content='noindex, nofollow'/> <meta name=\"google\" content=\"notranslate\"/><title>403 Forbidden</title> <meta name=\"description\" content=\"You are not allowed to access this.\"/> <link rel=\"preconnect\" href=\"https://assets.linode.com\" crossorigin> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-regular.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"\"> <link rel=\"preload\" href=\"https://assets.linode.com/fonts/source-sans-pro-v14-latin-600.woff2\" as=\"font"
      },
      "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.linode.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": 403,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.linode.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 403,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.linode.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 403,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.linode.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": 15,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "create account"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "single sign-on"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityBest PracticesBrowser audit

Issues were logged in the `Issues` panel in Chrome Devtools

100 Fail

Check name

Issues were logged in the `Issues` panel in Chrome Devtools

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Fix guidance

Issues logged to the `Issues` panel in Chrome Devtools indicate unresolved problems. They can come from network request failures, insufficient security controls, and other browser concerns. Open up the Issues panel in Chrome DevTools for more details on each issue.

References

https://developer.chrome.com/docs/lighthouse/best-practices/

Evidence

{
  "description": "Issues logged to the `Issues` panel in Chrome Devtools indicate unresolved problems. They can come from network request failures, insufficient security controls, and other browser concerns. Open up the Issues panel in Chrome DevTools for more details on each issue."
}

SEOSEOBrowser audit

Image elements do not have `[alt]` attributes

33 Fail

Check name

Image elements do not have `[alt]` attributes

Score

0/100

Status

fail

Device

desktop

Category

SEO

Fix guidance

Informative elements should aim for short, descriptive alternate text. Decorative elements can be ignored with an empty alt attribute. [Learn more about the `alt` attribute](https://dequeuniversity.com/rules/axe/4.11/image-alt).

References

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

Evidence

{
  "description": "Informative elements should aim for short, descriptive alternate text. Decorative elements can be ignored with an empty alt attribute. [Learn more about the `alt` attribute](https://dequeuniversity.com/rules/axe/4.11/image-alt)."
}

SEOSEOBrowser audit

Links are not crawlable

33 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

33 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

1 link found

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityPerformanceBrowser audit

LCP breakdown

20 Fail

Check name

LCP breakdown

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Each [subpart has specific improvement strategies](https://developer.chrome.com/docs/performance/insights/lcp-breakdown). Ideally, most of the LCP time should be spent on loading the resources, not within delays.

References

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

Evidence

{
  "description": "Each [subpart has specific improvement strategies](https://developer.chrome.com/docs/performance/insights/lcp-breakdown). Ideally, most of the LCP time should be spent on loading the resources, not within delays."
}

Performance and AccessibilityPerformanceBrowser audit

Network dependency tree

20 Fail

Check name

Network dependency tree

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

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 unused CSS

20 Fail

Check name

Reduce unused CSS

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 48 KiB

Fix guidance

Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).

References

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

Evidence

{
  "displayValue": "Est savings of 48 KiB",
  "description": "Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).",
  "numericValue": 0
}

Performance and AccessibilityPerformanceBrowser audit

Use efficient cache lifetimes

10 Warning

Check name

Use efficient cache lifetimes

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 356 KiB

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Est savings of 356 KiB",
  "description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

4 Fail

Check name

Loading performance

Score

82/100

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": "speed-index",
      "title": "Speed Index",
      "score": 40,
      "displayValue": "2.5 s",
      "numericValue": 2542.2885902822936
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 99,
      "displayValue": "0.7 s",
      "numericValue": 693.5045159680112
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 61,
      "displayValue": "220 ms",
      "numericValue": 215
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "30 ms",
      "numericValue": 27.105089999999983
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 69,
      "displayValue": "250 ms",
      "numericValue": 249.99531538082636
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 85,
      "displayValue": "2.7 s",
      "numericValue": 2720.642103628341
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 100,
      "displayValue": "0.4 s",
      "numericValue": 442.00843231451256
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 150 ms",
      "numericValue": 147
    }
  ]
}

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 8, 2026	53/100	Level 3, Bot-Aware	Current report