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https://www.datacamp.com/

SCANNED

Jun 9, 2026, 8:15 AM

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https://www.datacamp.com/

SCANNED

Jun 9, 2026, 8:15:02 AMJun 9, 2026, 8:15 AM

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54/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Learn Data Science and AI Online | DataCamp

Learn Data Science & AI from the comfort of your browser, at your own pace with DataCamp's video tutorials & coding challenges on R, Python, Statistics & more.

Next step

Turn this report into a fix workflow

28 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	25	Priority fix	8	15	0	View details
Discoverability	36	Priority fix	3	6	0	View details
Content Readiness	33	Priority fix	5	5	0	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	10	Priority fix	6	29	1	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	7	0	View details
MCP	25	Priority fix	2	6	0	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	81	Mostly ready	9	2	9	View details
GEO Readiness	89	Mostly ready	3	0	3
AIO Readiness	80	Mostly ready	3	1	3	View details
AEO Readiness	73	Needs work	3	1	3	View details
SEO	92	Strong	10	1	0	View details
SEO	92	Strong	10	1	0	View details
Security & Trust	80	Mostly ready	8	1	0	View details
Security & Trust	80	Mostly ready	4	1	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	77	Mostly ready	20	3	2	View details
Performance	68	Needs work	15	3	2	View details
Accessibility	95	Strong	5	0	0

Prioritized recommendations

Issues ranked by score impact

43 items need attention

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

100 Fail

Needs attention

Content-Security-Policy

Failed check

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence

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

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 403,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-TMgqXJivXRxaEu7bBuxk1z&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare."
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check

Issue

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

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-hYKsuuYYXiIW94dFtRDVDS&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare."
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-29je9LTS0bCKR7h6msSxu5&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare."
          },
          {
            "path": "/swagger.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-95VHiVYCW3FlZw1vOV6c6r&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare."
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-Z7PR3YqzSShqlH1R7dS2jZ&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare."
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-q8oXaF0afTaxwYMGbwcFEq&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare."
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-9k4M9kJ506MfFcVDIYKenA&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare."
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-Ym3CYvlVF1uUko6sufFD3y&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare."
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check

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
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

33 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; charset=UTF-8",
            "length": 5575
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5578
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5539
          }
        ]
      },
      "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".

33 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; charset=UTF-8",
            "length": 5481
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5539
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5575
          }
        ]
      },
      "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 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; charset=UTF-8",
            "length": 5635
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

33 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; charset=UTF-8",
            "length": 5548
          },
          {
            "path": "/webmcp.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5490
          },
          {
            "path": "/mcp.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5481
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Author attribution

Author attribution is missing or incomplete.

25 Fail

Needs attention

Author attribution

Failed check

Issue

Author attribution is missing: no schema.org author/publisher; no author meta tags; no rel=author links; no visible byline detected.

Why it matters

Author attribution helps agents cite content responsibly, assess source credibility, and distinguish editorial pages from anonymous marketing copy.

Check name

Author attribution

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Identify content authors or publishers for trust and attribution.

Result

Author attribution is missing or incomplete.

Evidence

{
  "editorial": true,
  "schemaAuthor": false,
  "metaAuthor": false,
  "relAuthor": false,
  "visibleByline": false
}

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": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5481
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5496
          }
        ]
      },
      "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

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: skipped heading levels.

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": true,
  "accessibleButtons": true,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": [
      "h1: Learn data and AI skills",
      "h2: Create Your Free Account",
      "h2: Tailored data and AI upskilling for your business",
      "h2: A path for every goal",
      "h3: Introduction to Python",
      "h3: Introduction to SQL",
      "h3: Introduction to Power BI",
      "h3: Introduction to AI for Work",
      "h3: Introduction to Tableau",
      "h3: Introduction to Excel",
      "h3: Introduction to AI for Work",
      "h3: Working with the OpenAI API",
      "h3: AI Agent Fundamentals",
      "h3: Hugging Face Fundamentals",
      "h3: Understanding Prompt Engineering",
      "h3: Developing LLM Applications with LangChain",
      "h3: Data Analyst in Python",
      "h3: Data Engineer in Python",
      "h3: Data Analyst in Tableau",
      "h3: Data Scientist in Python",
      "h3: Machine Learning Engineer",
      "h3: Associate AI Engineer for Data Scientists",
      "h3: Python Data Fundamentals",
      "h3: SQL Fundamentals",
      "h3: Power BI Fundamentals",
      "h3: Data Literacy Professional",
      "h3: AI Fundamentals",
      "h3: AWS Cloud Practitioner (CLF-C02)",
      "h3: Introduction to Python",
      "h3: Introduction to SQL",
      "h3: Introduction to Power BI",
      "h3: Introduction to AI for Work",
      "h3: Introduction to Tableau",
      "h3: Introduction to Excel",
      "h3: Introduction to AI for Work",
      "h3: Working with the OpenAI API",
      "h3: AI Agent Fundamentals",
      "h3: Hugging Face Fundamentals",
      "h3: Understanding Prompt Engineering",
      "h3: Developing LLM Applications with LangChain",
      "h3: Data Analyst in Python",
      "h3: Data Engineer in Python",
      "h3: Data Analyst in Tableau",
      "h3: Data Scientist in Python",
      "h3: Machine Learning Engineer",
      "h3: Associate AI Engineer for Data Scientists",
      "h3: Python Data Fundamentals",
      "h3: SQL Fundamentals",
      "h3: Power BI Fundamentals",
      "h3: Data Literacy Professional",
      "h3: AI Fundamentals",
      "h3: AWS Cloud Practitioner (CLF-C02)",
      "h2: 3 in 5 leaders admit they have a data or AI skills gap",
      "h2: Find your data and AI path",
      "h5: I'm switching careers",
      "h5: I'm a team leader",
      "h5: I want to skill up",
      "h2: A learning model that powers career transformation",
      "h3: Hands-on, interactive courses",
      "h3: Become a certified professional",
      "h3: Hands-on, interactive courses",
      "h3: Become a certified professional",
      "h3: Learn from experts at the world's top organizations",
      "h4: AI-powered interactive learning that works for you",
      "h5: Never get stuck with AI",
      "h4: Switch between desktop and mobile to continue learning",
      "h2: Land your dream job in data and AI",
      "h2: Why 19M+ choose DataCamp",
      "h3: “As a manager, DataCamp helps me show my team new packages and new ways to solve problems.”",
      "h3: “Datacamp was how I got into my Masters program. The real-world projects and short video lessons were a game changer. They made complex topics easy to understand and apply.”",
      "h3: “We think of it as everyone's responsibility in the organization to be more data-driven. After all, every single one of us is probably touching data in some way, regardless of your role.”",
      "h3: “Only DataCamp provides the interactive experience that reinforces learning. There’s an excellent content depth—great for absolute beginners to experienced users.”",
      "h3: “On DataCamp, you learn from the experts. As you are taking courses, you are really learning from the best instructors in the world.”",
      "h3: “I've used other sites—Coursera, Udacity, things like that—but DataCamp's been the one that I've stuck with.”",
      "h3: Are you a teacher?",
      "h2: Join 19M+ learners worldwide",
      "h3: Create Your Free Account"
    ]
  },
  "counts": {
    "h1": 1,
    "headings": 77,
    "links": 717,
    "inaccessibleLinks": 0,
    "buttons": 16,
    "inaccessibleButtons": 0,
    "images": 22,
    "imagesWithAlt": 22,
    "autocompleteInputs": 0,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 0
  }
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

Needs attention

A2A Agent Card

Failed check

Issue

A2A Agent Card was not found at the expected path.

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5560
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5572
          },
          {
            "path": "/agent-card.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5502
          }
        ]
      },
      "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; charset=UTF-8",
            "length": 5605
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5566
          }
        ]
      },
      "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; charset=UTF-8",
            "length": 5545
          },
          {
            "path": "/agent.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5487
          }
        ]
      },
      "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; charset=UTF-8",
            "length": 5548
          },
          {
            "path": "/agents.json",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5490
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

20 Fail

Needs attention

FAQPage schema

Failed check

Issue

FAQ content was detected but no FAQPage schema was found.

Why it matters

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

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

FAQPage schema is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

20 Fail

Needs attention

High-value schema types

Failed check

Issue

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

Why it matters

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

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

High-value schema types is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

robots.txt

robots.txt is missing or incomplete.

20 Fail

Needs attention

robots.txt

Failed check

Issue

Failed to fetch /robots.txt (Status: 403).

Why it matters

robots.txt gives crawlers and agents a standard place to read crawl permissions, disallowed paths, and sitemap locations before requesting site content.

Check name

robots.txt

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Publish /robots.txt with clear crawl rules.

Result

robots.txt is missing or incomplete.

Evidence

{
  "statusCode": 403,
  "contentType": "text/html; charset=UTF-8",
  "parsedUserAgents": [],
  "sitemapDirectives": [],
  "rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-elt7Hw1ZChiYU5Wbua62nu&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare."
}

AI DiscoverabilityDiscoverabilityEstablished

Sitemap

Sitemap is missing or incomplete.

20 Fail

Needs attention

Sitemap

Failed check

Issue

No valid XML sitemap found at checked locations: https://www.datacamp.com/sitemap.xml, https://www.datacamp.com/sitemap_index.xml, https://www.datacamp.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.datacamp.com/sitemap.xml",
    "https://www.datacamp.com/sitemap_index.xml",
    "https://www.datacamp.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.datacamp.com",
        "probes": [
          {
            "name": "_index._agents.www.datacamp.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.datacamp.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.datacamp.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "datacamp.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."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Fetch same-origin Link header targets".

10 Fail

Needs attention

Link headers

Failed check

Issue

Link header target /.well-known/api-catalog (api-catalog) returned HTTP 403 instead of a 2xx/3xx response.

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

50/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Fetch same-origin Link header targets".

Validation steps

Fetch same-origin Link header targets
Link header target /.well-known/api-catalog (api-catalog) returned HTTP 403 instead of a 2xx/3xx response.

Evidence

{
  "failedStep": "target-validation",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "pass",
      "evidence": {
        "links": [
          {
            "url": "/sitemap.xml",
            "rel": "sitemap"
          },
          {
            "url": "/.well-known/api-catalog",
            "rel": "api-catalog"
          }
        ]
      },
      "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": [
          {
            "rel": "api-catalog",
            "url": "/.well-known/api-catalog",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "typeMatches": true
          }
        ],
        "failures": [
          {
            "rel": "api-catalog",
            "url": "/.well-known/api-catalog",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "reason": "Target did not return HTTP 2xx/3xx."
          }
        ]
      },
      "issue": "Link header target /.well-known/api-catalog (api-catalog) returned HTTP 403 instead of a 2xx/3xx response.",
      "howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

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

9 Fail

Needs attention

AIO: Source and trust signals

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/tracks/career",
      "text": "Learn More About Career Switching",
      "html": "<a data-waffles-component=\"button\" href=\"/tracks/career\" class=\"css-1xvkfw9\"><span class=\"css-61bni1\">Learn More About Career Switching</span></a>"
    },
    {
      "href": "/tracks/skill",
      "text": "Learn More About Skill Learning Paths",
      "html": "<a data-waffles-component=\"button\" href=\"/tracks/skill\" class=\"css-1xvkfw9\"><span class=\"css-61bni1\">Learn More About Skill Learning Paths</span></a>"
    },
    {
      "href": "/about",
      "text": "About",
      "html": "<a class=\"text-sm text-inverse-muted-foreground leading-[1.1] break-words hover:text-inverse-foreground transition-colors\" href=\"/about\">About</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "https://datalab-docs.datacamp.com/resources/support",
      "text": "Support",
      "html": "<a href=\"https://datalab-docs.datacamp.com/resources/support\">Support</a>"
    },
    {
      "href": "https://support.datacamp.com/hc/en-us",
      "text": "Help Center",
      "html": "<a rel=\"noopener noreferrer\" target=\"_blank\" class=\"text-sm text-inverse-muted-foreground leading-[1.1] break-words hover:text-inverse-foreground transition-colors\" href=\"https://support.datacamp.com/hc/en-us\">Help Center</a>"
    },
    {
      "href": "https://support.datacamp.com/hc/en-us/articles/360021185634",
      "text": "Contact Us",
      "html": "<a rel=\"noopener noreferrer\" target=\"_blank\" class=\"text-sm text-inverse-muted-foreground leading-[1.1] break-words hover:text-inverse-foreground transition-colors\" href=\"https://support.datacamp.com/hc/en-us/articles/360021185634\">Contact Us</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/blog/github-copilot-privacy-and-troubleshooting",
      "text": "GitHub Copilot Privacy: A Guide to Safeguards & Troubleshooting",
      "html": "<a href=\"/blog/github-copilot-privacy-and-troubleshooting\">GitHub Copilot Privacy: A Guide to Safeguards &amp; Troubleshooting</a>"
    },
    {
      "href": "/tutorial/github-copilot-privacy-and-troubleshooting",
      "text": "GitHub Copilot Privacy: A Guide to Safeguards & Troubleshooting",
      "html": "<a href=\"/tutorial/github-copilot-privacy-and-troubleshooting\">GitHub Copilot Privacy: A Guide to Safeguards &amp; Troubleshooting</a>"
    },
    {
      "href": "/terms-of-use",
      "text": "Terms of Use",
      "html": "<a data-trackid=\"registration-form-terms-of-use-link\" target=\"_blank\" class=\"css-9g08dh\" href=\"/terms-of-use\">Terms of Use</a>"
    },
    {
      "href": "/privacy-policy",
      "text": "Privacy Policy",
      "html": "<a data-trackid=\"registration-form-privacy-policy-link\" target=\"_blank\" class=\"css-9g08dh\" href=\"/privacy-policy\">Privacy Policy</a>"
    },
    {
      "href": "/terms-of-use",
      "text": "Terms of Use",
      "html": "<a data-trackid=\"registration-form-terms-of-use-link\" target=\"_blank\" class=\"css-9g08dh\" href=\"/terms-of-use\">Terms of Use</a>"
    },
    {
      "href": "/privacy-policy",
      "text": "Privacy Policy",
      "html": "<a data-trackid=\"registration-form-privacy-policy-link\" target=\"_blank\" class=\"css-9g08dh\" href=\"/privacy-policy\">Privacy Policy</a>"
    },
    {
      "href": "/privacy-policy",
      "text": "Privacy Policy",
      "html": "<a class=\"text-xs text-inverse-foreground/75 hover:text-inverse-foreground transition-colors whitespace-nowrap\" href=\"/privacy-policy\">Privacy Policy</a>"
    },
    {
      "href": "/terms-of-use",
      "text": "Terms of Use",
      "html": "<a class=\"text-xs text-inverse-foreground/75 hover:text-inverse-foreground transition-colors whitespace-nowrap\" href=\"/terms-of-use\">Terms of Use</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.

8 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": "/tracks/career",
      "text": "Learn More About Career Switching",
      "html": "<a data-waffles-component=\"button\" href=\"/tracks/career\" class=\"css-1xvkfw9\"><span class=\"css-61bni1\">Learn More About Career Switching</span></a>"
    },
    {
      "href": "/tracks/skill",
      "text": "Learn More About Skill Learning Paths",
      "html": "<a data-waffles-component=\"button\" href=\"/tracks/skill\" class=\"css-1xvkfw9\"><span class=\"css-61bni1\">Learn More About Skill Learning Paths</span></a>"
    },
    {
      "href": "/about",
      "text": "About",
      "html": "<a class=\"text-sm text-inverse-muted-foreground leading-[1.1] break-words hover:text-inverse-foreground transition-colors\" href=\"/about\">About</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "https://datalab-docs.datacamp.com/resources/support",
      "text": "Support",
      "html": "<a href=\"https://datalab-docs.datacamp.com/resources/support\">Support</a>"
    },
    {
      "href": "https://support.datacamp.com/hc/en-us",
      "text": "Help Center",
      "html": "<a rel=\"noopener noreferrer\" target=\"_blank\" class=\"text-sm text-inverse-muted-foreground leading-[1.1] break-words hover:text-inverse-foreground transition-colors\" href=\"https://support.datacamp.com/hc/en-us\">Help Center</a>"
    },
    {
      "href": "https://support.datacamp.com/hc/en-us/articles/360021185634",
      "text": "Contact Us",
      "html": "<a rel=\"noopener noreferrer\" target=\"_blank\" class=\"text-sm text-inverse-muted-foreground leading-[1.1] break-words hover:text-inverse-foreground transition-colors\" href=\"https://support.datacamp.com/hc/en-us/articles/360021185634\">Contact Us</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/blog/github-copilot-privacy-and-troubleshooting",
      "text": "GitHub Copilot Privacy: A Guide to Safeguards & Troubleshooting",
      "html": "<a href=\"/blog/github-copilot-privacy-and-troubleshooting\">GitHub Copilot Privacy: A Guide to Safeguards &amp; Troubleshooting</a>"
    },
    {
      "href": "/tutorial/github-copilot-privacy-and-troubleshooting",
      "text": "GitHub Copilot Privacy: A Guide to Safeguards & Troubleshooting",
      "html": "<a href=\"/tutorial/github-copilot-privacy-and-troubleshooting\">GitHub Copilot Privacy: A Guide to Safeguards &amp; Troubleshooting</a>"
    },
    {
      "href": "/terms-of-use",
      "text": "Terms of Use",
      "html": "<a data-trackid=\"registration-form-terms-of-use-link\" target=\"_blank\" class=\"css-9g08dh\" href=\"/terms-of-use\">Terms of Use</a>"
    },
    {
      "href": "/privacy-policy",
      "text": "Privacy Policy",
      "html": "<a data-trackid=\"registration-form-privacy-policy-link\" target=\"_blank\" class=\"css-9g08dh\" href=\"/privacy-policy\">Privacy Policy</a>"
    },
    {
      "href": "/terms-of-use",
      "text": "Terms of Use",
      "html": "<a data-trackid=\"registration-form-terms-of-use-link\" target=\"_blank\" class=\"css-9g08dh\" href=\"/terms-of-use\">Terms of Use</a>"
    },
    {
      "href": "/privacy-policy",
      "text": "Privacy Policy",
      "html": "<a data-trackid=\"registration-form-privacy-policy-link\" target=\"_blank\" class=\"css-9g08dh\" href=\"/privacy-policy\">Privacy Policy</a>"
    },
    {
      "href": "/privacy-policy",
      "text": "Privacy Policy",
      "html": "<a class=\"text-xs text-inverse-foreground/75 hover:text-inverse-foreground transition-colors whitespace-nowrap\" href=\"/privacy-policy\">Privacy Policy</a>"
    },
    {
      "href": "/terms-of-use",
      "text": "Terms of Use",
      "html": "<a class=\"text-xs text-inverse-foreground/75 hover:text-inverse-foreground transition-colors whitespace-nowrap\" href=\"/terms-of-use\">Terms of Use</a>"
    }
  ],
  "score": 40,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

6 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

68 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": 70,
  "passing": 2,
  "failing": [
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      "heading": "Create Your Free Account",
      "headingHtml": "<h2 data-waffles-component=\"heading\" class=\"css-1v5oybd\">Create Your Free Account</h2>",
      "firstParagraph": "or",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1kwoub9\">or</p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    },
    {
      "heading": "Tailored data and AI upskilling for your business",
      "headingHtml": "<h2 data-waffles-component=\"display\" class=\"css-1ytudan\">Tailored data and AI upskilling for your business</h2>",
      "firstParagraph": "Explore industry-wide solutions by DataCamp",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-4e93xm\">Explore industry-wide solutions by DataCamp</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "A path for every goal",
      "headingHtml": "<h2 data-waffles-component=\"display\" data-testid=\"tech-paths-title\" class=\"css-capgab\">A path for every goal</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Introduction to Python",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Introduction to Python</h3>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Master the basics of data analysis with Python in just four hours. This online course will introduce the Python interface and explore popular packages.</p>",
      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
    {
      "heading": "Introduction to SQL",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Introduction to SQL</h3>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Learn how to create and query relational databases using SQL in just two hours.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Introduction to Power BI",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Introduction to Power BI</h3>",
      "firstParagraph": "Master the Power BI basics and learn to use the data visualization software to build impactful reports.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Master the Power BI basics and learn to use the data visualization software to build impactful reports.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Introduction to AI for Work",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Introduction to AI for Work</h3>",
      "firstParagraph": "Explore what AI is and how to use it responsibly for smarter, more productive work!",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Explore what AI is and how to use it responsibly for smarter, more productive work!</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Introduction to Tableau",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Introduction to Tableau</h3>",
      "firstParagraph": "Start your Tableau journey with our Introduction to Tableau course. Discover Tableau basics such as its features and dashboards.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Start your Tableau journey with our Introduction to Tableau course. Discover Tableau basics such as its features and dashboards.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Introduction to Excel",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Introduction to Excel</h3>",
      "firstParagraph": "Master the Excel basics and learn to use this spreadsheet tool to conduct impactful analysis.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Master the Excel basics and learn to use this spreadsheet tool to conduct impactful analysis.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Introduction to AI for Work",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Introduction to AI for Work</h3>",
      "firstParagraph": "Explore what AI is and how to use it responsibly for smarter, more productive work!",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Explore what AI is and how to use it responsibly for smarter, more productive work!</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Working with the OpenAI API",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Working with the OpenAI API</h3>",
      "firstParagraph": "Start your journey developing AI-powered applications with the OpenAI API. Learn about the functionality that underpins popular AI applications like ChatGPT.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Start your journey developing AI-powered applications with the OpenAI API. Learn about the functionality that underpins popular AI applications like ChatGPT.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Agent Fundamentals",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">AI Agent Fundamentals</h3>",
      "firstParagraph": "Discover how AI agents can change how you work and deliver value for your organization!",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Discover how AI agents can change how you work and deliver value for your organization!</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Hugging Face Fundamentals",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Hugging Face Fundamentals</h3>",
      "firstParagraph": "Find the latest open-source AI models, datasets, and apps, build AI agents, and fine-tune LLMs with Hugging Face. Join the biggest AI community today!",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Find the latest open-source AI models, datasets, and apps, build AI agents, and fine-tune LLMs with Hugging Face. Join the biggest AI community today!</p>",
      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
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      "heading": "Understanding Prompt Engineering",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Understanding Prompt Engineering</h3>",
      "firstParagraph": "Learn how to write effective prompts with ChatGPT to apply in your workflow today.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Learn how to write effective prompts with ChatGPT to apply in your workflow today.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Developing LLM Applications with LangChain",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Developing LLM Applications with LangChain</h3>",
      "firstParagraph": "Discover how to build AI-powered applications using LLMs, prompts, chains, and agents in LangChain.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Discover how to build AI-powered applications using LLMs, prompts, chains, and agents in LangChain.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Analyst in Python",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Data Analyst in Python</h3>",
      "firstParagraph": "Develop your data analytics skills in Python. Gain the data analyst skills to manipulate, analyze, and visualize data. No coding experience required!",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Develop your data analytics skills in Python. Gain the data analyst skills to manipulate, analyze, and visualize data. No coding experience required!</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Engineer in Python",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Data Engineer in Python</h3>",
      "firstParagraph": "Gain in-demand skills to efficiently ingest, clean, manage data, and schedule and monitor pipelines, setting you apart in the data engineering field.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Gain in-demand skills to efficiently ingest, clean, manage data, and schedule and monitor pipelines, setting you apart in the data engineering field.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Scientist in Python",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Data Scientist in Python</h3>",
      "firstParagraph": "Learn data science in Python, from data manipulation to machine learning, and gain the skills needed for the Data Scientist in Python certification!",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Learn data science in Python, from data manipulation to machine learning, and gain the skills needed for the Data Scientist in Python certification! </p>",
      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
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    {
      "heading": "Machine Learning Engineer",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Machine Learning Engineer</h3>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">This career track teaches you everything you need to know about machine learning engineering and MLOps.</p>",
      "words": 16,
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    {
      "heading": "Associate AI Engineer for Data Scientists",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Associate AI Engineer for Data Scientists</h3>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Train and fine-tune the latest AI models for production, including LLMs like Llama 3. Start your journey to becoming an AI Engineer today!</p>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Grow your data skills, discover how to manipulate and visualize data, and apply advanced analytics to make data-driven decisions.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
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      "heading": "SQL Fundamentals",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">SQL Fundamentals</h3>",
      "firstParagraph": "Master the SQL fundamentals needed for business, learn how to write SQL queries, and start analyzing your data using this powerful language.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Master the SQL fundamentals needed for business, learn how to write SQL queries, and start analyzing your data using this powerful language. </p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Power BI Fundamentals",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Power BI Fundamentals</h3>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Gain the essential skills you need to use Power BI. Create your own visualizations and dashboards from scratch. No prior experience required.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Literacy Professional",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Data Literacy Professional</h3>",
      "firstParagraph": "From understanding to data storytelling - gain valuable Data Literacy Skills to tackle the toughest data challenges.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">From understanding to data storytelling - gain valuable Data Literacy Skills to tackle the toughest data challenges.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Fundamentals",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">AI Fundamentals</h3>",
      "firstParagraph": "Discover the fundamentals of AI, learn to leverage AI effectively for work, and dive into models like ChatGPT to navigate the dynamic AI landscape.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Discover the fundamentals of AI, learn to leverage AI effectively for work, and dive into models like ChatGPT to navigate the dynamic AI landscape.</p>",
      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
    {
      "heading": "AWS Cloud Practitioner (CLF-C02)",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">AWS Cloud Practitioner (CLF-C02)</h3>",
      "firstParagraph": "Prepare for Amazon’s AWS Certified Cloud Practitioner (CLF-C02) by learning how to use and secure core AWS compute, database, and storage services.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Prepare for Amazon&#x2019;s AWS Certified Cloud Practitioner (CLF-C02) by learning how to use and secure core AWS compute, database, and storage services.</p>",
      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
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    {
      "heading": "Introduction to Python",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Introduction to Python</h3>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Master the basics of data analysis with Python in just four hours. This online course will introduce the Python interface and explore popular packages.</p>",
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    {
      "heading": "Introduction to SQL",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Introduction to SQL</h3>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Learn how to create and query relational databases using SQL in just two hours.</p>",
      "words": 14,
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

4 Warning

Needs attention

GEO: Explanatory content depth

Warning

Issue

No substantial explanatory paragraphs were found.

Details

Why it matters

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

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "candidatePassages": 1,
  "citablePassages": 0,
  "failingCandidateParagraphs": [],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

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

3 Warning

Needs attention

GEO: Extraction-friendly structure

Warning

Issue

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

Details

Why it matters

Check name

GEO: Extraction-friendly structure

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": true,
  "definitionPatterns": 15,
  "schemaBlocks": 1,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process"
  ],
  "score": 85,
  "weight": 24
}

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

68 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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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Train and fine-tune the latest AI models for production, including LLMs like Llama 3. Start your journey to becoming an AI Engineer today!</p>",
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      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
    },
    {
      "heading": "Python Data Fundamentals",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Python Data Fundamentals</h3>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Grow your data skills, discover how to manipulate and visualize data, and apply advanced analytics to make data-driven decisions.</p>",
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      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "SQL Fundamentals",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Master the SQL fundamentals needed for business, learn how to write SQL queries, and start analyzing your data using this powerful language. </p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Power BI Fundamentals",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Power BI Fundamentals</h3>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1vszq53\">Gain the essential skills you need to use Power BI. Create your own visualizations and dashboards from scratch. No prior experience required.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Literacy Professional",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">Data Literacy Professional</h3>",
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      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Fundamentals",
      "headingHtml": "<h3 data-waffles-component=\"display\" class=\"css-1ink59f\">AI Fundamentals</h3>",
      "firstParagraph": "Discover the fundamentals of AI, learn to leverage AI effectively for work, and dive into models like ChatGPT to navigate the dynamic AI landscape.",
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      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
    {
      "heading": "AWS Cloud Practitioner (CLF-C02)",
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      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
    },
    {
      "heading": "3 in 5 leaders admit they have a data or AI skills gap",
      "headingHtml": "<h2 data-waffles-component=\"display\" class=\"css-j25g56\">3 in 5 leaders admit they have a data or AI skills gap</h2>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-4e93xm\">Get the facts behind the skills gap&#x2014;and what it takes to close it&#x2014;in the 2026 State of Data &amp; AI Literacy Report, based on a YouGov survey of 500+ leaders in the US and UK.</p>",
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      "direct": false,
      "issue": "First paragraph is 36 words and does not look like a concise direct answer."
    },
    {
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      "headingHtml": "<h2 data-waffles-component=\"display\" class=\"css-1kdi7a6\">Find your data and AI path</h2>",
      "firstParagraph": "Break into data and AI with zero coding experience. Our step-by-step courses and real-world projects take you from beginner to job-ready, with a portfolio that catches employers' attention.",
      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-jbz31c\">Break into data and AI with zero coding experience. Our step-by-step courses and real-world projects take you from beginner to job-ready, with a portfolio that catches employers&apos; attention.</p>",
      "words": 28,
      "direct": false,
      "issue": "First paragraph is 28 words and does not look like a concise direct answer."
    },
    {
      "heading": "A learning model that powers career transformation",
      "headingHtml": "<h2 data-waffles-component=\"display\" class=\"css-50vi8c\">A learning model that powers career transformation</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
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      "headingHtml": "<h3 data-waffles-component=\"heading\" class=\"css-nte6bq\">Hands-on, interactive courses</h3>",
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      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Become a certified professional",
      "headingHtml": "<h3 data-waffles-component=\"heading\" class=\"css-1phd6d9\">Become a certified professional</h3>",
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      "words": 10,
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    },
    {
      "heading": "Hands-on, interactive courses",
      "headingHtml": "<h3 data-waffles-component=\"heading\" class=\"css-nte6bq\">Hands-on, interactive courses</h3>",
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      "direct": false,
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    },
    {
      "heading": "Become a certified professional",
      "headingHtml": "<h3 data-waffles-component=\"heading\" class=\"css-1phd6d9\">Become a certified professional</h3>",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1ubwv3b\">Prove you&apos;re job-ready. Earn industry-leading certifications built around in-demand roles.</p>",
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      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
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      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
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    {
      "heading": "Land your dream job in data and AI",
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    },
    {
      "heading": "Why 19M+ choose DataCamp",
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      "issue": "No paragraph follows this heading."
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    {
      "heading": "“As a manager, DataCamp helps me show my team new packages and new ways to solve problems.”",
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      "paragraphHtml": "<p data-waffles-component=\"paragraph\" class=\"css-1wxfnyc\">Gabriel Lages</p>",
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    {
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    {
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

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

2 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

7 image(s) are missing width/height attributes.

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

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
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  "visibleWords": 4503,
  "htmlBytes": 849781,
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      "width": "",
      "height": "",
      "loading": "lazy",
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    },
    {
      "src": "https://media.datacamp.com/cms/photo-personas-three.webp?w=3840",
      "width": "",
      "height": "",
      "loading": "lazy",
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    },
    {
      "src": "https://media.datacamp.com/cms/mobile-themed-desktop.webp?w=3840",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img alt=\"Switch between &lt;highlight&gt;desktop&lt;/highlight&gt; and &lt;highlight&gt;mobile&lt;/highlight&gt; to continue learning\" loading=\"lazy\" decoding=\"async\" data-nimg=\"fill\" class=\"css-1fcc4wb\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent\" sizes=\"100vw\" srcset=\"https://media.datacamp.com/cms/mobile-themed-desktop.webp?w=640 640w, https://media.datacamp.com/cms/mobile-themed-desktop.webp?w=750 750w, https://media.datacamp.com/cms/mo..."
    },
    {
      "src": "https://media.datacamp.com/cms/mobile-themed-devices.png?w=3840",
      "width": "",
      "height": "",
      "loading": "lazy",
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    },
    {
      "src": "https://media.datacamp.com/cms/certification-cards-home-experiment.webp?w=3840",
      "width": "",
      "height": "",
      "loading": "lazy",
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    },
    {
      "src": "https://media.datacamp.com/cms/photo-educators-home.webp?w=3840",
      "width": "",
      "height": "",
      "loading": "lazy",
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  "possibleDialogs": [],
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  "weight": 10
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

Missing likely AI Overview intent sections: what, how, 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": "Create Your Free Account",
      "html": "<h2 data-waffles-component=\"heading\" class=\"css-1v5oybd\">Create Your Free Account</h2>"
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    {
      "text": "Tailored data and AI upskilling for your business",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-1ytudan\">Tailored data and AI upskilling for your business</h2>"
    },
    {
      "text": "A path for every goal",
      "html": "<h2 data-waffles-component=\"display\" data-testid=\"tech-paths-title\" class=\"css-capgab\">A path for every goal</h2>"
    },
    {
      "text": "3 in 5 leaders admit they have a data or AI skills gap",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-j25g56\">3 in 5 leaders admit they have a data or AI skills gap</h2>"
    },
    {
      "text": "Find your data and AI path",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-1kdi7a6\">Find your data and AI path</h2>"
    },
    {
      "text": "A learning model that powers career transformation",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-50vi8c\">A learning model that powers career transformation</h2>"
    },
    {
      "text": "Land your dream job in data and AI",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-1v7x1bj\">Land your dream job in data and AI</h2>"
    },
    {
      "text": "Why 19M+ choose DataCamp",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-1it8fgc\">Why 19M+ choose DataCamp</h2>"
    },
    {
      "text": "Join 19M+ learners worldwide",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-hcituj\">Join 19M+ learners worldwide</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Learn Data Science and AI Online?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Learn Data Science and AI Online work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Learn Data Science and AI Online?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Learn Data Science and AI Online free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Learn Data Science and AI Online compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Learn Data Science and AI Online?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Learn Data Science and AI Online work?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Learn Data Science and AI Online 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; charset=UTF-8",
            "length": 5499
          },
          {
            "path": "/api/context",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5490
          },
          {
            "path": "/context",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5478
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational

Issue

Missing likely AI Overview intent sections: what, how, 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": "Create Your Free Account",
      "html": "<h2 data-waffles-component=\"heading\" class=\"css-1v5oybd\">Create Your Free Account</h2>"
    },
    {
      "text": "Tailored data and AI upskilling for your business",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-1ytudan\">Tailored data and AI upskilling for your business</h2>"
    },
    {
      "text": "A path for every goal",
      "html": "<h2 data-waffles-component=\"display\" data-testid=\"tech-paths-title\" class=\"css-capgab\">A path for every goal</h2>"
    },
    {
      "text": "3 in 5 leaders admit they have a data or AI skills gap",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-j25g56\">3 in 5 leaders admit they have a data or AI skills gap</h2>"
    },
    {
      "text": "Find your data and AI path",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-1kdi7a6\">Find your data and AI path</h2>"
    },
    {
      "text": "A learning model that powers career transformation",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-50vi8c\">A learning model that powers career transformation</h2>"
    },
    {
      "text": "Land your dream job in data and AI",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-1v7x1bj\">Land your dream job in data and AI</h2>"
    },
    {
      "text": "Why 19M+ choose DataCamp",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-1it8fgc\">Why 19M+ choose DataCamp</h2>"
    },
    {
      "text": "Join 19M+ learners worldwide",
      "html": "<h2 data-waffles-component=\"display\" class=\"css-hcituj\">Join 19M+ learners worldwide</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Learn Data Science and AI Online?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Learn Data Science and AI Online work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Learn Data Science and AI Online?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Learn Data Science and AI Online free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Learn Data Science and AI Online compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Learn Data Science and AI Online?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Learn Data Science and AI Online work?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Learn Data Science and AI Online compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

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

Informational

Needs attention

Auth.md Agent Registration

Informational

Issue

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

Why it matters

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

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": false,
        "statusCode": 403,
        "contentType": "text/html; charset=UTF-8",
        "length": 5478,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=UTF-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
          "compatibleContentType": false,
          "contentLength": 5456,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": false,
          "mentionsCredential": false,
          "links": [
            "/title",
            "/html;",
            "https://challenges.cloudflare.com;",
            "https://challenges.cloudflare.com;",
            "https://challenges.cloudflare.com;",
            "https://challenges.cloudflare.com",
            "https://challenges.cloudflare.com",
            "/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIzMiIgaGVpZ2h0PSIzMiIgZmlsbD0ibm9uZSI+PHBhdGggZmlsbD0iI0IyMEYwMyIgZD0iTTE2IDNhMTMgMTMgMCAxIDAgMTMgMTNBMTMuMDE1IDEzLjAxNSAwIDAgMCAxNiAzbTAgMjRhMTEgMTEgMCAxIDEgMTEtMTEgMTEuMDEgMTEuMDEgMCAwIDEtMTEgMTEiLz48cGF0aCBmaWxsPSIjQjIwRjAzIiBkPSJNMTcuMDM4IDE4LjYxNUgxNC44N0wxNC41NjMgOS41aDIuNzgzem0tMS4wODQgMS40MjdxLjY2IDAgMS4wNTcuMzg4LjQwNy4zODkuNDA3Ljk5NCAwIC41OTYtLjQwNy45ODQtLjM5Ny4zOS0xLjA1Ny4zODktLjY1IDAtMS4wNTYtLjM4OS0uMzk4LS4zODktLjM5OC0uOTg0IDAtLjU5Ny4zOTgtLjk4NS40MDYtLjM5NyAxLjA1Ni0uMzk3Ii8+PC9zdmc+",
            "/style",
            "/head"
          ],
          "rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-JPdVz7FlhrGaAkx5p4UBTY&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare."
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=UTF-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 403,
        "contentType": "text/html; charset=UTF-8",
        "length": 5608,
        "text": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-DWXXDHCX9OSctYOJxykhq8&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare.com blob:; worker-src blob:; form-action http: https:; base-uri &#39;self&#39;\"><style>*{box-sizing:border-box;margin:0;padding:0}html{line-height:1.15;-webkit-text-size-adjust:100%;color:#313131;font-family:system-ui,-apple-system,BlinkMacSystemFont,\"Segoe UI\",Roboto,\"Helvetica Neue\",Arial,\"Noto Sans\",sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\",\"Segoe UI Symbol\",\"Noto Color Emoji\"}body{display:flex;flex-direction:column;height:100vh;min-height:100vh}.main-content{margin:8rem auto;padding-left:1.5rem;max-width:60rem}@media (width <= 720px){.main-content{margin-top:4rem}}#challenge-error-text{background-image:url(\"data:image/svg+xml;base64,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\");background-repeat:no-repeat;background-size:contain;padding-left:34px}</style><meta http-equiv=\"refresh\" content=\"360\"></head><body><div class=\"main-wrapper\" role=\"main\"><div class=\"main-content\"><noscript><div class=\"h2\"><span id=\"challenge-error-text\">Enable JavaScript and cookies to continue</span></div></noscript></div></div><script nonce=\"DWXXDHCX9OSctYOJxykhq8\">(function(){window._cf_chl_opt = {cFPWv: 'g',cH: 'RfyQc2UEtSbJgxl2E4p_ux3qK5ZdMDYUTLUv6fcoHUk-1780973028-1.2.1.1-P6QGpG6WGKO50RhDeAFZFXcNDkkVL55Q2K6oymlHKhmaaeTDhHWmV0JaQY0jRJ8Y',cITimeS: '1780973028',cN: 'DWXXDHCX9OSctYOJxykhq8',cRay: 'a08cca7109f1741b',cTplB: '0',cTplC:0,cTplO:0,cTplV:5,cType: 'non-interactive',cUPMDTk:\"/.well-known/oauth-protected-resource?__cf_chl_tk=r.hhbG2Oc7xw2nvyQIU8mwT0afrrIMH.NSQlGZkbxw4-1780973028-1.0.1.1-sA76pXLnGo6CNGSfkVkd2UWCsSOLWmXvjyqu3kE2BUU\",cvId: '3',cZone: 'www.datacamp.com',fa:\"/.well-known/oauth-protected-resource?__cf_chl_f_tk=r.hhbG2Oc7xw2nvyQIU8mwT0afrrIMH.NSQlGZkbxw4-1780973028-1.0.1.1-sA76pXLnGo6CNGSfkVkd2UWCsSOLWmXvjyqu3kE2BUU\",md: 'k2583sIoZBpr2i_C1QK_oQ1gwupomCB.eLHDvceyDM0-1780973028-1.2.1.1-chhWzZWuI3dLGbaSA7sSMHcLznyZthTEoW74vfnNzi6xIJv1SWEmoJ2OlK9P_939WNM5j3QR521vLrOUGSINT9Fw89HgF6gjiBt3XvhnZ8mcPfVQBq6OSUOwtseVNJX8mQ.wnJi1yUyX85hgntqULFB1uvxH.4w6vjmzw4gRk.YGb4LztH8dkT4LW6tU0y_mFx6FqUeALfmyPXGvsf2QDdKhurSflG8djfrLnvo3HinxOjBjZXr9.CMOUvK0kkZkwjKm33T1ew4P7lVrKRqLed3jyqK.rGJ6habacKZb2bwMqYs054LqevWTdcowtTlPljKYp9PXZ0GEm1W6kCHo2E9KTyFCnzvP0n4mgJe7BIs_vjgJo8lNRew2Y31smSIqiVdjDPgI9nDLCpyQ3RUXq5Mfsa8mLtjJ._N09oO1sp6zqxAvZNwPf8H.f66bViGh6aKco_p6Lx8cO7haeA8hsPUUndq8EB4TTAxu3eHo4b2x4tym4dJ2gseFxY3R63t40H2Fq4qc4upTN2K6Ix3i3Cn8ZZIyML4up7j9xj.AXGAEoLR6O.4GL3OHo6FJB8wP8IVRzeJwvEDqGdsKuXabKOaNKBYlRZattoPy1L7tVKKoqXGqVdsEEQSzDCXoTF6y6Lr57csn2K1XhBH_7kazPx0LVzE5IQGTcfB_YTvojjZFCIETzR9K4Y5BSVp7Vs6itDR0KySqg2xFWRSmgMwLazjz.TMmTNK9DTYf4TbRhD_msOcm2H.PYouWGVZXMFJSUHS0qryC5jQ.dUCIx8_vT7Z4AELZ.DlGvhJ.QBxZfFtU93s8G9zMpGFOo.3VQ6f3Px4EwYB5Me27HJ8JWatOk2faYaJh05goqh"
      },
      "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; charset=UTF-8",
          "length": 5614,
          "text": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-F5FHAKPQCCaLxKFjK02lsk&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare.com blob:; worker-src blob:; form-action http: https:; base-uri &#39;self&#39;\"><style>*{box-sizing:border-box;margin:0;padding:0}html{line-height:1.15;-webkit-text-size-adjust:100%;color:#313131;font-family:system-ui,-apple-system,BlinkMacSystemFont,\"Segoe UI\",Roboto,\"Helvetica Neue\",Arial,\"Noto Sans\",sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\",\"Segoe UI Symbol\",\"Noto Color Emoji\"}body{display:flex;flex-direction:column;height:100vh;min-height:100vh}.main-content{margin:8rem auto;padding-left:1.5rem;max-width:60rem}@media (width <= 720px){.main-content{margin-top:4rem}}#challenge-error-text{background-image:url(\"data:image/svg+xml;base64,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\");background-repeat:no-repeat;background-size:contain;padding-left:34px}</style><meta http-equiv=\"refresh\" content=\"360\"></head><body><div class=\"main-wrapper\" role=\"main\"><div class=\"main-content\"><noscript><div class=\"h2\"><span id=\"challenge-error-text\">Enable JavaScript and cookies to continue</span></div></noscript></div></div><script nonce=\"F5FHAKPQCCaLxKFjK02lsk\">(function(){window._cf_chl_opt = {cFPWv: 'g',cH: 'OjZ7M6ed0QqyKOHFRsbUxPs5zMx1acnlbrhKRO3nnI0-1780973028-1.2.1.1-RiLzDuSnX7AyiWp1Uic_CM7MeIjwZpxYJ.d9LhJDqvQHfameO3L4dUbicL6.SThu',cITimeS: '1780973028',cN: 'F5FHAKPQCCaLxKFjK02lsk',cRay: 'a08cca712dcfc473',cTplB: '0',cTplC:0,cTplO:0,cTplV:5,cType: 'non-interactive',cUPMDTk:\"/.well-known/oauth-authorization-server?__cf_chl_tk=LNgQgMMMi6LTImUZd1vmL6KXnVobpOJ_QMGBiXcXBP0-1780973028-1.0.1.1-mhnDT9cIibIZN8ui5zQyQzznRKa5CGtjDXKXIoKrQfE\",cvId: '3',cZone: 'www.datacamp.com',fa:\"/.well-known/oauth-authorization-server?__cf_chl_f_tk=LNgQgMMMi6LTImUZd1vmL6KXnVobpOJ_QMGBiXcXBP0-1780973028-1.0.1.1-mhnDT9cIibIZN8ui5zQyQzznRKa5CGtjDXKXIoKrQfE\",md: 'q19PXwBxjfcOjOV8EdZuEdxnKucbvVyLz_gRzfHwzs4-1780973028-1.2.1.1-gXU3RjAESapAf3iO4sSUvzBP2esOMhP.r1WgYRKCCCKBocwfGIsLgU7hXvl6NiOBry8JZx35l.sAyff8zk0yLmSHOrGuujOMOmQ0xH4u4O8pI_fwYsyJ8qv6s_8T86pYOpKW7PT8a2ig0lvPYBNv1Ubsfg4TYB5smjpzNY4.SfkwOQOwYM6OtrHzfA8Vp3YeKs.gaUzUGx7a1JDsjpvBvpJpqZi8gmsN8EoWN430S.9q9rXZZLAy6swsroQrDHOx5HwILRuorY0Kwi5BBdtCiBriHaew7_GjJXfoM_PpAd_FNGRzbreOk0VWV7LP5aCkpRyHQyxo.FvMaQjqE7P2a8R1brA2l5WnREIzt7sKWv1_1SpuZ3VvQ_Gi51DZbkOB_KIZsOprpqnV6JaWMWHQpcP3iFqW3hG1jvSDjCZFWJXZlFU1lXegYmLIdQbjMPJZnmWwZZat41CPrh0NTYBox5Q6OWYQ.nvH62YsOB.VqWLVMjIHy498ENT4XwVstmGn6Py08B94QAGIRvIOmqw_IUQLMy10jMYzSBmdv0TIlwct9WnyvJyHMY1Iu66ytDSrkksGV.ZJJJCt5PxkJGOYKGzIZakWsOedkPx33e_Fm5JVc6YCEuUKiMHBfYHI1Ke7A7eOUjhc.8H4mFlxIQjQfgXhZL9ebFfD4iEWhFMYoRpO9wc8C.L1hR8F5M0Pzu.g59CVvEcq648OFyrtZEqP_YPUe_v1fDWITvS_ZCxWvfEySwZaIhcNriZKvauRrnEabF6X2_oe_bcUeCrFVkXjrVu8ilsXnwvcP231lAJUO46r16uHHHVbs4fsPQ3_FKtX9DnBNRWsUEryZPVBhzRpS5l4VKhZ8g"
        }
      },
      "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": 3,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      }
    ]
  },
  "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; charset=UTF-8",
            "length": 5575
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 403,
            "contentType": "text/html; charset=UTF-8",
            "length": 5614
          }
        ]
      },
      "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": 3,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      }
    ]
  },
  "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; charset=UTF-8"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head><title>Just a moment...</title><meta http-equiv=\"Content-Type\" content=\"text/html; charset=UTF-8\"><meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\"><meta name=\"robots\" content=\"noindex,nofollow\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><meta http-equiv=\"content-security-policy\" content=\"default-src &#39;none&#39;; script-src &#39;nonce-BkM7kPTArlPLDFEQ8f12oJ&#39; &#39;unsafe-eval&#39; https://challenges.cloudflare.com; script-src-attr &#39;none&#39;; style-src &#39;unsafe-inline&#39;; img-src &#39;self&#39; https://challenges.cloudflare.com; connect-src &#39;self&#39; https://challenges.cloudflare.com; frame-src &#39;self&#39; https://challenges.cloudflare.com blob:; child-src &#39;self&#39; https://challenges.cloudflare."
      },
      "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.datacamp.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.datacamp.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 403,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.datacamp.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 403,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.datacamp.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": 3,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

SEOSEOBrowser audit

Links are not crawlable

100 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)"
}

Performance and AccessibilityPerformanceBrowser audit

Reduce JavaScript execution time

20 Fail

Check name

Reduce JavaScript execution time

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

2.1 s

Fix guidance

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

References

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

Evidence

{
  "displayValue": "2.1 s",
  "description": "Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. [Learn how to reduce Javascript execution time](https://developer.chrome.com/docs/lighthouse/performance/bootup-time/).",
  "numericValue": 2125.168999999981
}

Performance and AccessibilityPerformanceBrowser audit

Reduce unused JavaScript

20 Fail

Check name

Reduce unused JavaScript

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 884 KiB

Fix guidance

Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).

References

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

Evidence

{
  "displayValue": "Est savings of 884 KiB",
  "description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
  "numericValue": 40
}

Performance and AccessibilityPerformanceBrowser audit

Legacy JavaScript

10 Warning

Check name

Legacy JavaScript

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 100 KiB

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Est savings of 100 KiB",
  "description": "Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)"
}

Performance and AccessibilityPerformanceBrowser audit

Render-blocking requests

10 Warning

Check name

Render-blocking requests

Score

50/100

Status

warning

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityPerformanceBrowser audit

Loading performance

7 Fail

Check name

Loading performance

Score

66/100

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": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "100 ms",
      "numericValue": 98.661825
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 31,
      "displayValue": "5.7 s",
      "numericValue": 5676.624806082154
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 20 ms",
      "numericValue": 16
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 5,
      "displayValue": "1,020 ms",
      "numericValue": 1015
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 100,
      "displayValue": "0.4 s",
      "numericValue": 390.00040510848925
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 11,
      "displayValue": "460 ms",
      "numericValue": 463
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 94,
      "displayValue": "1.0 s",
      "numericValue": 1021.0015866749162
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 90,
      "displayValue": "1.3 s",
      "numericValue": 1308.7902715508856
    }
  ]
}

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 9, 2026	54/100	Level 3, Bot-Aware	Current report