CanAgentUse

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https://dagster.io/

SCANNED

Jun 8, 2026, 8:30 PM

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https://dagster.io/

SCANNED

Jun 8, 2026, 8:30:09 PMJun 8, 2026, 8:30 PM

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58/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Modern Data Orchestrator Platform | Dagster

Dagster is the data orchestrator platform that helps you build, schedule, and monitor reliable data pipelines - fast, flexible, and built for teams.

Next step

Turn this report into a fix workflow

24 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	52	Needs work	11	12	1	View details
Discoverability	67	Needs work	5	4	0	View details
Content Readiness	75	Mostly ready	6	4	1	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	76	Mostly ready	8	2	8	View details
GEO Readiness	Not Applicable	Not Applicable	4	0	0
AIO Readiness	72	Needs work	2	1	4	View details
AEO Readiness	65	Needs work	2	1	4	View details
SEO	100	Strong	11	0	0
SEO	100	Strong	11	0	0
Security & Trust	40	Priority fix	6	3	0	View details
Security & Trust	40	Priority fix	2	3	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	76	Mostly ready	19	4	2	View details
Performance	65	Needs work	13	4	2	View details
Accessibility	95	Strong	6	0	0

Prioritized recommendations

Issues ranked by score impact

41 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html>\n<html>\n  <body>\n    <p>Invalid .well-known request</p>\n  </body>\n</html>"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

50 Fail

Needs attention

High-value schema types

Failed check

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

Link headers

Link headers failed at "Find useful Link headers".

50 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

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

Evidence

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

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

50 Fail

Needs attention

Markdown negotiation

Failed check

Issue

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

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

Markdown content type
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "accept-encoding".
Structured Markdown body
Markdown response is missing a heading.

Evidence

{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "accept-encoding"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"accept-encoding\".",
      "howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
    },
    {
      "id": "markdown-content",
      "title": "Structured Markdown body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "hasHeading": false,
        "wordCount": 11535,
        "excerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 05 2026 17:18:23 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"dagster.io\" data-wf-page=\"681399f654933b29e12fb8bc\" data-wf-site=\"681399f654933b29e12fb8bd\" lang=\"en\"><head><meta ch",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

Agent Ease of 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": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 05 2026 17:18:23 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"dagster.io\" data-wf-page=\"681399f654933b29e12fb8ff\" data-wf-site=\"681399f654933b29e12fb8bd\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><link href=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/css/dagster-staging.shared.1474891a9.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-FHSJGpVvIE2DC1JnxQrHjKjyKB6cijL443PcXi0qv7woN0HWSK/RK9LYoFbvNY3z\" crossorigin=\"anonymous\"/><link href="
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 05 2026 17:18:23 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"dagster.io\" data-wf-page=\"681399f654933b29e12fb8ff\" data-wf-site=\"681399f654933b29e12fb8bd\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><link href=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/css/dagster-staging.shared.1474891a9.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-FHSJGpVvIE2DC1JnxQrHjKjyKB6cijL443PcXi0qv7woN0HWSK/RK9LYoFbvNY3z\" crossorigin=\"anonymous\"/><link href="
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 05 2026 17:18:23 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"dagster.io\" data-wf-page=\"681399f654933b29e12fb8ff\" data-wf-site=\"681399f654933b29e12fb8bd\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><link href=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/css/dagster-staging.shared.1474891a9.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-FHSJGpVvIE2DC1JnxQrHjKjyKB6cijL443PcXi0qv7woN0HWSK/RK9LYoFbvNY3z\" crossorigin=\"anonymous\"/><link href="
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 05 2026 17:18:23 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"dagster.io\" data-wf-page=\"681399f654933b29e12fb8ff\" data-wf-site=\"681399f654933b29e12fb8bd\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><link href=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/css/dagster-staging.shared.1474891a9.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-FHSJGpVvIE2DC1JnxQrHjKjyKB6cijL443PcXi0qv7woN0HWSK/RK9LYoFbvNY3z\" crossorigin=\"anonymous\"/><link href="
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 05 2026 17:18:23 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"dagster.io\" data-wf-page=\"681399f654933b29e12fb8ff\" data-wf-site=\"681399f654933b29e12fb8bd\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><link href=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/css/dagster-staging.shared.1474891a9.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-FHSJGpVvIE2DC1JnxQrHjKjyKB6cijL443PcXi0qv7woN0HWSK/RK9LYoFbvNY3z\" crossorigin=\"anonymous\"/><link href="
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 05 2026 17:18:23 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"dagster.io\" data-wf-page=\"681399f654933b29e12fb8ff\" data-wf-site=\"681399f654933b29e12fb8bd\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><link href=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/css/dagster-staging.shared.1474891a9.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-FHSJGpVvIE2DC1JnxQrHjKjyKB6cijL443PcXi0qv7woN0HWSK/RK9LYoFbvNY3z\" crossorigin=\"anonymous\"/><link href="
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 05 2026 17:18:23 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"dagster.io\" data-wf-page=\"681399f654933b29e12fb8ff\" data-wf-site=\"681399f654933b29e12fb8bd\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><link href=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/css/dagster-staging.shared.1474891a9.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-FHSJGpVvIE2DC1JnxQrHjKjyKB6cijL443PcXi0qv7woN0HWSK/RK9LYoFbvNY3z\" crossorigin=\"anonymous\"/><link href="
          }
        ]
      },
      "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
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

33 Fail

Needs attention

Content-Security-Policy

Failed check

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence

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

Agent Ease of 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": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "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": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 10571
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

33 Fail

Needs attention

Referrer-Policy

Failed check

Issue

Referrer-Policy is missing or incomplete.

Why it matters

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

Check name

Referrer-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Limit how much referrer data leaves the site.

Result

Referrer-Policy is missing or incomplete.

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check

Issue

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

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "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": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 10571
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 10571
          }
        ]
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

X-Content-Type-Options

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

33 Fail

Needs attention

X-Content-Type-Options

Failed check

Issue

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

Why it matters

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

Check name

X-Content-Type-Options

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Prevent MIME sniffing for browser-loaded resources.

Result

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

Evidence

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

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

25 Warning

Needs attention

Content freshness signals

Warning

Issue

Content freshness signals are incomplete: missing dateModified/datePublished in JSON-LD.

Why it matters

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

Check name

Content freshness signals

Score

50/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is partially implemented.

Evidence

{
  "lastModified": "Sat, 06 Jun 2026 03:41:34 GMT",
  "schemaDates": [],
  "metaDateCount": 1,
  "timeDateCount": 0
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

Needs attention

A2A Agent Card

Failed check

Issue

A2A Agent Card was not found at the expected path.

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 10571
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

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

20 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index was not found at the expected path.

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

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

20 Fail

Needs attention

agent.json

Failed check

Issue

agent.json was not found at the expected path.

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 10571
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

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

20 Fail

Needs attention

agents.json

Failed check

Issue

agents.json was not found at the expected path.

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 10571
          }
        ]
      },
      "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."
    }
  ]
}

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": "dagster.io",
        "probes": [
          {
            "name": "_index._agents.dagster.io",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.dagster.io",
            "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": "dagster.io",
            "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."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

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

6 Fail

Needs attention

AIO: Source and trust signals

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/company/about-us",
      "text": "About us",
      "html": "<a href=\"/company/about-us\" class=\"nav_menu_link w-inline-block\" tabindex=\"-1\"><img src=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/681399f654933b29e12fb9ea_au.png\" loading=\"lazy\" width=\"16\" alt><p>About us</p></a>"
    },
    {
      "href": "/company/careers",
      "text": "Careers",
      "html": "<a href=\"/company/careers\" class=\"nav_menu_link w-inline-block\" tabindex=\"-1\"><img src=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/681399f654933b29e12fb9f2_cr.png\" loading=\"lazy\" width=\"16\" alt><p>Careers</p></a>"
    },
    {
      "href": "/company/partners",
      "text": "Partners",
      "html": "<a href=\"/company/partners\" class=\"nav_menu_link w-inline-block\" tabindex=\"-1\"><img src=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/681399f654933b29e12fb9ee_wb.avif\" loading=\"lazy\" width=\"16\" alt><p>Partners</p></a>"
    },
    {
      "href": "/company/about-us",
      "text": "About Us",
      "html": "<a href=\"/company/about-us\" class=\"footer_link\">About Us</a>"
    },
    {
      "href": "/company/careers",
      "text": "Careers",
      "html": "<a href=\"/company/careers\" class=\"footer_link\">Careers</a>"
    },
    {
      "href": "/company/partners",
      "text": "Partners",
      "html": "<a href=\"/company/partners\" class=\"footer_link\">Partners</a>"
    },
    {
      "href": "https://www.linkedin.com/company/dagsterlabs/",
      "text": "LinkedIn icon",
      "html": "<a aria-label=\"Connect with Dagster on LinkedIn\" href=\"https://www.linkedin.com/company/dagsterlabs/\" target=\"_blank\" class=\"social_link w-inline-block\"><div class=\"icon-1x1-medium w-embed\"><svg aria-hidden=\"true\" role=\"img\" fill=\"currentColor\" viewBox=\"0 0 24 24\" xmlns=\"http://www.w3.org/2000/svg\"><title>LinkedIn icon</title><path d=\"M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0..."
    }
  ],
  "contactLinks": [
    {
      "href": "/support",
      "text": "Support",
      "html": "<a href=\"/support\" class=\"nav_menu-btn is-reverse w-inline-block\" tabindex=\"-1\"><img src=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/681399f654933b29e12fba04_message-chat-circle.avif\" loading=\"lazy\" width=\"20\" alt><div>Support</div></a>"
    },
    {
      "href": "/support",
      "text": "Support",
      "html": "<a href=\"/support\" class=\"nav_menu-btn is-reverse w-inline-block\" tabindex=\"-1\"><img src=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/681399f654933b29e12fba04_message-chat-circle.avif\" loading=\"lazy\" width=\"20\" alt><div>Support</div></a>"
    },
    {
      "href": "/support",
      "text": "Support",
      "html": "<a href=\"/support\" class=\"footer_link\">Support</a>"
    },
    {
      "href": "/contact",
      "text": "Contact",
      "html": "<a href=\"/contact\" class=\"footer_link\">Contact</a>"
    },
    {
      "href": "https://support.dagster.io/",
      "text": "Support Docs",
      "html": "<a href=\"https://support.dagster.io/\" target=\"_blank\" class=\"footer_link\">Support Docs</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/privacy",
      "text": "Privacy Policy",
      "html": "<a href=\"/privacy\" class=\"legal-link\">Privacy Policy</a>"
    },
    {
      "href": "/terms",
      "text": "Terms of Service",
      "html": "<a href=\"/terms\" class=\"legal-link\">Terms of Service</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.

6 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": "/company/about-us",
      "text": "About us",
      "html": "<a href=\"/company/about-us\" class=\"nav_menu_link w-inline-block\" tabindex=\"-1\"><img src=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/681399f654933b29e12fb9ea_au.png\" loading=\"lazy\" width=\"16\" alt><p>About us</p></a>"
    },
    {
      "href": "/company/careers",
      "text": "Careers",
      "html": "<a href=\"/company/careers\" class=\"nav_menu_link w-inline-block\" tabindex=\"-1\"><img src=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/681399f654933b29e12fb9f2_cr.png\" loading=\"lazy\" width=\"16\" alt><p>Careers</p></a>"
    },
    {
      "href": "/company/partners",
      "text": "Partners",
      "html": "<a href=\"/company/partners\" class=\"nav_menu_link w-inline-block\" tabindex=\"-1\"><img src=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/681399f654933b29e12fb9ee_wb.avif\" loading=\"lazy\" width=\"16\" alt><p>Partners</p></a>"
    },
    {
      "href": "/company/about-us",
      "text": "About Us",
      "html": "<a href=\"/company/about-us\" class=\"footer_link\">About Us</a>"
    },
    {
      "href": "/company/careers",
      "text": "Careers",
      "html": "<a href=\"/company/careers\" class=\"footer_link\">Careers</a>"
    },
    {
      "href": "/company/partners",
      "text": "Partners",
      "html": "<a href=\"/company/partners\" class=\"footer_link\">Partners</a>"
    },
    {
      "href": "https://www.linkedin.com/company/dagsterlabs/",
      "text": "LinkedIn icon",
      "html": "<a aria-label=\"Connect with Dagster on LinkedIn\" href=\"https://www.linkedin.com/company/dagsterlabs/\" target=\"_blank\" class=\"social_link w-inline-block\"><div class=\"icon-1x1-medium w-embed\"><svg aria-hidden=\"true\" role=\"img\" fill=\"currentColor\" viewBox=\"0 0 24 24\" xmlns=\"http://www.w3.org/2000/svg\"><title>LinkedIn icon</title><path d=\"M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0..."
    }
  ],
  "contactLinks": [
    {
      "href": "/support",
      "text": "Support",
      "html": "<a href=\"/support\" class=\"nav_menu-btn is-reverse w-inline-block\" tabindex=\"-1\"><img src=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/681399f654933b29e12fba04_message-chat-circle.avif\" loading=\"lazy\" width=\"20\" alt><div>Support</div></a>"
    },
    {
      "href": "/support",
      "text": "Support",
      "html": "<a href=\"/support\" class=\"nav_menu-btn is-reverse w-inline-block\" tabindex=\"-1\"><img src=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/681399f654933b29e12fba04_message-chat-circle.avif\" loading=\"lazy\" width=\"20\" alt><div>Support</div></a>"
    },
    {
      "href": "/support",
      "text": "Support",
      "html": "<a href=\"/support\" class=\"footer_link\">Support</a>"
    },
    {
      "href": "/contact",
      "text": "Contact",
      "html": "<a href=\"/contact\" class=\"footer_link\">Contact</a>"
    },
    {
      "href": "https://support.dagster.io/",
      "text": "Support Docs",
      "html": "<a href=\"https://support.dagster.io/\" target=\"_blank\" class=\"footer_link\">Support Docs</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/privacy",
      "text": "Privacy Policy",
      "html": "<a href=\"/privacy\" class=\"legal-link\">Privacy Policy</a>"
    },
    {
      "href": "/terms",
      "text": "Terms of Service",
      "html": "<a href=\"/terms\" class=\"legal-link\">Terms of Service</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.

5 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

36 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": 38,
  "passing": 2,
  "failing": [
    {
      "heading": "Trusted by teams building modern data platforms, worldwide",
      "headingHtml": "<h2 class=\"text-size-large\">Trusted by teams building modern data platforms, worldwide</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Battle tested data orchestration",
      "headingHtml": "<h2 class=\"heading-style-h3 text-color-neutral-900\">Battle tested data orchestration</h2>",
      "firstParagraph": "A unified platform built to run your most critical data flows, from pipelines and transformations to full-scale AI and ML operations.",
      "paragraphHtml": "<p class=\"text-size-medium text-color-neutral-600 max-width-small\">A unified platform built to run your most critical data flows, from pipelines and transformations to full-scale AI and ML operations.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "ETL & ELT Pipelines",
      "headingHtml": "<h3 class=\"text-size-large\">ETL &amp; ELT Pipelines</h3>",
      "firstParagraph": "Build reliable pipelines to move data from SaaS apps and APIs to warehouses like Snowflake or BigQuery.",
      "paragraphHtml": "<p>Build reliable pipelines to move data from SaaS apps and APIs to warehouses like Snowflake or BigQuery.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Transformation",
      "headingHtml": "<h3 class=\"text-size-large\">Data Transformation</h3>",
      "firstParagraph": "Orchestrate dbt, Databricks, or Python transformations to produce clean, modeled data that powers analytics and BI.",
      "paragraphHtml": "<p>Orchestrate dbt, Databricks, or Python transformations to produce clean, modeled data that powers analytics and BI.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI & ML Workflows",
      "headingHtml": "<h3 class=\"text-size-large\">AI &amp; ML Workflows</h3>",
      "firstParagraph": "Accelerate ML development with pipelines that streamline data prep, model training, and experiment tracking.",
      "paragraphHtml": "<p>Accelerate ML development with pipelines that streamline data prep, model training, and experiment tracking.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Integrated observability",
      "headingHtml": "<h2 class=\"heading-style-h3 text-color-neutral-900\">Integrated observability</h2>",
      "firstParagraph": "See everything, catch issues fast, and keep your data trusted with built-in lineage, alerting, and real-time health metrics.",
      "paragraphHtml": "<p class=\"text-size-medium text-color-neutral-600 max-width-small\">See everything, catch issues fast, and keep your data trusted with built-in lineage, alerting, and real-time health metrics.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Catalog & Lineage",
      "headingHtml": "<h3 class=\"text-size-large\">Data Catalog &amp; Lineage</h3>",
      "firstParagraph": "Empower teams to discover and understand datasets with clear ownership, lineage, and auto-generated documentation that stays current.",
      "paragraphHtml": "<p>Empower teams to discover and understand datasets with clear ownership, lineage, and auto-generated documentation that stays current.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Monitoring & Alerting",
      "headingHtml": "<h3 class=\"text-size-large\">Monitoring &amp; Alerting</h3>",
      "firstParagraph": "Stay ahead of data incidents with intelligent alerts in Slack, and streamlined resolution workflows with AI-powered debugging and impact analysis.",
      "paragraphHtml": "<p>Stay ahead of data incidents with intelligent alerts in Slack, and streamlined resolution workflows with AI-powered debugging and impact analysis.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Realtime Health Metrics",
      "headingHtml": "<h3 class=\"text-size-large\">Realtime Health Metrics</h3>",
      "firstParagraph": "Track freshness, performance, costs, and reliability to keep pipelines healthy and stakeholders confident in their data.",
      "paragraphHtml": "<p>Track freshness, performance, costs, and reliability to keep pipelines healthy and stakeholders confident in their data.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Activate your data with Compass",
      "headingHtml": "<h2 class=\"heading-style-h3 text-color-neutral-900\"><strong>Activate your data with Compass</strong></h2>",
      "firstParagraph": "Turn warehouse data into instant, trustworthy answers for every stakeholder, right inside the tools they already use.",
      "paragraphHtml": "<p class=\"text-size-medium text-color-neutral-600 max-width-small\">Turn warehouse data into instant, trustworthy answers for every stakeholder, right inside the tools they already use.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data-driven Decisions in Seconds",
      "headingHtml": "<h3 class=\"text-size-large\"><strong>Data-driven Decisions in Seconds</strong></h3>",
      "firstParagraph": "Give your stakeholders instant access to business insights inside the tools they already use, without waiting for reports or dashboards.",
      "paragraphHtml": "<p>Give your stakeholders instant access to business insights inside the tools they already use, without waiting for reports or dashboards.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Unlock the Power of Your Warehouse",
      "headingHtml": "<h3 class=\"text-size-large\">Unlock the Power of Your Warehouse</h3>",
      "firstParagraph": "Compass understands your unique business context and answers common business questions with real data from your warehouse.",
      "paragraphHtml": "<p>Compass understands your unique business context and answers common business questions with real data from your warehouse.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Governed by the Data Team",
      "headingHtml": "<h3 class=\"text-size-large\">Governed by the Data Team</h3>",
      "firstParagraph": "Your analysts and data engineers guide Compass behind the scenes with GitOps — so answers stay trustworthy.",
      "paragraphHtml": "<p>Your analysts and data engineers guide Compass behind the scenes with GitOps &#x2014; so answers stay trustworthy.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Enterprise ready",
      "headingHtml": "<h2 id=\"w-node-eedf3f6d-f2d2-f8c7-9044-fe4b98448454-e12fb8bc\" class=\"heading-style-h5\">Enterprise ready</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Roles & permissions",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">Roles &amp; permissions</h3>",
      "firstParagraph": "We offer SSO, RBAC and SCIM provisioning, with support for Google, Github and SAML IdPs.",
      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">We offer SSO, RBAC and SCIM provisioning, with support for Google, Github and SAML IdPs.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "SOC 2 Type II, HIPAA and beyond",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">SOC 2 Type II, HIPAA and beyond</h3>",
      "firstParagraph": "We’re independently audited and aligned with the standards that matter most.",
      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">We&#x2019;re independently audited and aligned with the standards that matter most.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Flexible deployment options",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">Flexible deployment options</h3>",
      "firstParagraph": "Run Dagster on your cloud or ours, with supprt for North American and European regions.",
      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">Run Dagster on your cloud or ours, with supprt for North American and European regions.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Multi-tenant instances",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">Multi-tenant instances</h3>",
      "firstParagraph": "Keep your code and data isolated with multi-tenant code deployments.",
      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">Keep your code and data isolated with multi-tenant code deployments.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Audit logs and retention policies",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">Audit logs and retention policies</h3>",
      "firstParagraph": "Track all activity and changes made to the system with a unified view of all user actions.",
      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">Track all activity and changes made to the system with a unified view of all user actions. </p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Enterprise support",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">Enterprise support</h3>",
      "firstParagraph": "Get dedicated support from our team of Dagster experts.",
      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">Get dedicated support from our team of Dagster experts.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Ship data and AI products faster.",
      "headingHtml": "<h2 class=\"heading-style-h2 text-color-alternate text-align-center\">Ship data and AI products faster.</h2>",
      "firstParagraph": "Automate, monitor, and optimize your data pipelines with ease. Get started today with a free trial or book a demo to see Dagster in action.",
      "paragraphHtml": "<p class=\"text-color-alternate text-size-medium max-width-42\">Automate, monitor, and optimize your data pipelines with ease. Get started today with a free trial or book a demo to see Dagster in action.</p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
    {
      "heading": "New and noteworthy",
      "headingHtml": "<h2 class=\"heading-style-h3\">New and noteworthy</h2>",
      "firstParagraph": "The latest news, technologies, and resources from our team.",
      "paragraphHtml": "<p class=\"spacer-small\">The latest news, technologies, and resources from our team.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Multi-Tenancy for Modern Data Platforms",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Multi-Tenancy for Modern Data Platforms</h3>",
      "firstParagraph": "Learn the patterns, trade-offs, and production-tested strategies for building multi-tenant data platforms with Dagster.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Learn the patterns, trade-offs, and production-tested strategies for building multi-tenant data platforms with Dagster. </p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Deep Dive: Building a Cross-Workspace Control Plane for Databricks",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Deep Dive: Building a Cross-Workspace Control Plane for Databricks</h3>",
      "firstParagraph": "Learn how to build a cross-workspace control plane for Databricks using Dagster — connecting multiple workspaces, dbt, and Fivetran into a single observable asset graph with zero code changes to get started.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Learn how to build a cross-workspace control plane for Databricks using Dagster &#x2014; connecting multiple workspaces, dbt, and Fivetran into a single observable asset graph with zero code changes to get started.</p>",
      "words": 31,
      "direct": false,
      "issue": "First paragraph is 31 words and does not look like a concise direct answer."
    },
    {
      "heading": "Dagster Running Dagster: How We Use Compass for AI Analytics",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Dagster Running Dagster: How We Use Compass for AI Analytics</h3>",
      "firstParagraph": "In this Deep Dive, we're joined by Dagster Analytics Lead Anil Maharjan, who demonstrates how our internal team utilizes Compass to drive AI-driven analysis throughout the company.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">In this Deep Dive, we&apos;re joined by Dagster Analytics Lead Anil Maharjan, who demonstrates how our internal team utilizes Compass to drive AI-driven analysis throughout the company.</p>",
      "words": 27,
      "direct": false,
      "issue": "First paragraph is 27 words and does not look like a concise direct answer."
    },
    {
      "heading": "Community Showcase Part 1",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Community Showcase Part 1</h3>",
      "firstParagraph": "Some of the most interesting Dagster projects come from the community. This post highlights creative community-built applications ranging from public data exploration and infrastructure monitoring to research automation and internal tooling, along with why their creators chose Dagster and what building with it was l...",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Some of the most interesting Dagster projects come from the community. This post highlights creative community-built applications ranging from public data exploration and infrastructure monitoring to research automation and internal tooling, along with why their creators chose Dagster and what building with it was like.</p>",
      "words": 45,
      "direct": false,
      "issue": "First paragraph is 45 words and does not look like a concise direct answer."
    },
    {
      "heading": "How Dagster Compass Powers Brooklyn Data’s Self-Service Analytics",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">How Dagster Compass Powers Brooklyn Data&#x2019;s Self-Service Analytics</h3>",
      "firstParagraph": "Text-to-analytics promises self-service access to data, but adoption depends on usability, governance, and trust. In this guest post, Brooklyn Data explains how it evaluated Compass, deployed it on top of Snowflake, and enabled teams to answer operational questions directly in Slack while maintaining centralized gov...",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Text-to-analytics promises self-service access to data, but adoption depends on usability, governance, and trust. In this guest post, Brooklyn Data explains how it evaluated Compass, deployed it on top of Snowflake, and enabled teams to answer operational questions directly in Slack while maintaining centralized governance and business context.</p>",
      "words": 48,
      "direct": false,
      "issue": "First paragraph is 48 words and does not look like a concise direct answer."
    },
    {
      "heading": "Snowflake Runs Your Data: Dagster Runs Everything Else",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Snowflake Runs Your Data: Dagster Runs Everything Else</h3>",
      "firstParagraph": "Snowflake increasingly handles transformation and data freshness internally through features like Dynamic Tables and Cortex. Dagster complements Snowflake by providing orchestration, lineage, automation, and cost visibility across your broader data platform from SQL-defined assets to downstream automation and Snowfl...",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Snowflake increasingly handles transformation and data freshness internally through features like Dynamic Tables and Cortex. Dagster complements Snowflake by providing orchestration, lineage, automation, and cost visibility across your broader data platform from SQL-defined assets to downstream automation and Snowflake query attribution.</p>",
      "words": 41,
      "direct": false,
      "issue": "First paragraph is 41 words and does not look like a concise direct answer."
    },
    {
      "heading": "How Magenta Telekom Built the Unsinkable Data Platform",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">How Magenta Telekom Built the Unsinkable Data Platform</h3>",
      "firstParagraph": "Magenta Telekom rebuilt its data infrastructure from the ground up with Dagster, cutting developer onboarding from months to a single day and eliminating the shadow IT and manual workflows that had long slowed the business down.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Magenta Telekom rebuilt its data infrastructure from the ground up with Dagster, cutting developer onboarding from months to a single day and eliminating the shadow IT and manual workflows that had long slowed the business down.</p>",
      "words": 36,
      "direct": false,
      "issue": "First paragraph is 36 words and does not look like a concise direct answer."
    },
    {
      "heading": "Scaling FinTech: How smava achieved zero downtime with Dagster",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Scaling FinTech: How smava achieved zero downtime with Dagster</h3>",
      "firstParagraph": "smava achieved zero downtime and automated the generation of over 1,000 dbt models by migrating to Dagster's, eliminating maintenance overhead and reducing developer onboarding from weeks to 15 minutes.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">smava achieved zero downtime and automated the generation of over 1,000 dbt models by migrating to Dagster&apos;s, eliminating maintenance overhead and reducing developer onboarding from weeks to 15 minutes.</p>",
      "words": 30,
      "direct": false,
      "issue": "First paragraph is 30 words and does not look like a concise direct answer."
    },
    {
      "heading": "Zero Incidents, Maximum Velocity: How HIVED achieved 99.9% pipeline reliability with Dagster",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Zero Incidents, Maximum Velocity: How HIVED achieved 99.9% pipeline reliability with Dagster</h3>",
      "firstParagraph": "UK logistics company HIVED achieved 99.9% pipeline reliability with zero data incidents over three years by replacing cron-based workflows with Dagster's unified orchestration platform.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">UK logistics company HIVED achieved 99.9% pipeline reliability with zero data incidents over three years by replacing cron-based workflows with Dagster&apos;s unified orchestration platform.</p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
    {
      "heading": "Download the eBook on How to Scale Data Teams",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Download the eBook on How to Scale Data Teams</h3>",
      "firstParagraph": "From a solo data practitioner to an enterprise-wide platform, learn how to build systems that scale with clarity, reliability, and confidence.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">From a solo data practitioner to an enterprise-wide platform, learn how to build systems that scale with clarity, reliability, and confidence.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Download the eBook Primer on How to Build Data Platforms",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Download the eBook Primer on How to Build Data Platforms</h3>",
      "firstParagraph": "Learn the fundamental concepts to build a data platform in your organization; covering common design patterns for data ingestion and transformation, data modeling strategies, and data quality tips.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Learn the fundamental concepts to build a data platform in your organization; covering common design patterns for data ingestion and transformation, data modeling strategies, and data quality tips.</p>",
      "words": 28,
      "direct": false,
      "issue": "First paragraph is 28 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Driven Data Engineering",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">AI Driven Data Engineering</h3>",
      "firstParagraph": "Learn how to build Dagster applications faster using AI-driven workflows. You'll use Dagster's AI tools and skills to scaffold pipelines, write quality code, and ship data products with confidence while still learning the fundamentals.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Learn how to build Dagster applications faster using AI-driven workflows. You&apos;ll use Dagster&apos;s AI tools and skills to scaffold pipelines, write quality code, and ship data products with confidence while still learning the fundamentals.</p>",
      "words": 34,
      "direct": false,
      "issue": "First paragraph is 34 words and does not look like a concise direct answer."
    },
    {
      "heading": "Dagster & ETL",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Dagster &amp; ETL</h3>",
      "firstParagraph": "Learn how to ingest data to power your assets. You’ll build custom pipelines and see how to use Embedded ETL and Dagster Components to build out your data platform.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Learn how to ingest data to power your assets. You&#x2019;ll build custom pipelines and see how to use Embedded ETL and Dagster Components to build out your data platform.</p>",
      "words": 30,
      "direct": false,
      "issue": "First paragraph is 30 words and does not look like a concise direct answer."
    },
    {
      "heading": "Testing with Dagster",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Testing with Dagster</h3>",
      "firstParagraph": "In this course, learn best practices for testing, including unit tests, mocks, integration tests and applying them to Dagster.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">In this course, learn best practices for testing, including unit tests, mocks, integration tests and applying them to Dagster.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

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

4 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

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

Why it matters

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

Check name

AEO: Question-led structure

Score

50/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "h2Count": 8,
  "questionH2s": [],
  "hasFaq": true,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 60/100 and needs improvement.

4 Warning

Needs attention

AIO: Visible structured data match

Warning

Issue

2 structured-data value(s) were not found in visible page text.

Details

Why it matters

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

Check name

AIO: Visible structured data match

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Visible structured data match scored 60/100 and needs improvement.

Evidence

{
  "schemaCount": 1,
  "checkedFields": [
    {
      "path": "$[0].name",
      "value": "Dagster"
    },
    {
      "path": "$[0].alternateName",
      "value": "Dagster Labs"
    },
    {
      "path": "$[0].foundingLocation.name",
      "value": "San Francisco, California, United States"
    },
    {
      "path": "$[0].founders[0].name",
      "value": "Nick Schrock"
    },
    {
      "path": "$[0].description",
      "value": "Dagster is a data orchestration platform that helps engineers develop, produce, and observe data assets with reliability and scalability."
    }
  ],
  "mismatches": [
    {
      "path": "$[0].foundingLocation.name",
      "value": "San Francisco, California, United States"
    },
    {
      "path": "$[0].founders[0].name",
      "value": "Nick Schrock"
    }
  ],
  "score": 60,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning

Issue

36 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

{
  "sectionCount": 38,
  "passing": 2,
  "failing": [
    {
      "heading": "Trusted by teams building modern data platforms, worldwide",
      "headingHtml": "<h2 class=\"text-size-large\">Trusted by teams building modern data platforms, worldwide</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Battle tested data orchestration",
      "headingHtml": "<h2 class=\"heading-style-h3 text-color-neutral-900\">Battle tested data orchestration</h2>",
      "firstParagraph": "A unified platform built to run your most critical data flows, from pipelines and transformations to full-scale AI and ML operations.",
      "paragraphHtml": "<p class=\"text-size-medium text-color-neutral-600 max-width-small\">A unified platform built to run your most critical data flows, from pipelines and transformations to full-scale AI and ML operations.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "ETL & ELT Pipelines",
      "headingHtml": "<h3 class=\"text-size-large\">ETL &amp; ELT Pipelines</h3>",
      "firstParagraph": "Build reliable pipelines to move data from SaaS apps and APIs to warehouses like Snowflake or BigQuery.",
      "paragraphHtml": "<p>Build reliable pipelines to move data from SaaS apps and APIs to warehouses like Snowflake or BigQuery.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Transformation",
      "headingHtml": "<h3 class=\"text-size-large\">Data Transformation</h3>",
      "firstParagraph": "Orchestrate dbt, Databricks, or Python transformations to produce clean, modeled data that powers analytics and BI.",
      "paragraphHtml": "<p>Orchestrate dbt, Databricks, or Python transformations to produce clean, modeled data that powers analytics and BI.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI & ML Workflows",
      "headingHtml": "<h3 class=\"text-size-large\">AI &amp; ML Workflows</h3>",
      "firstParagraph": "Accelerate ML development with pipelines that streamline data prep, model training, and experiment tracking.",
      "paragraphHtml": "<p>Accelerate ML development with pipelines that streamline data prep, model training, and experiment tracking.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Integrated observability",
      "headingHtml": "<h2 class=\"heading-style-h3 text-color-neutral-900\">Integrated observability</h2>",
      "firstParagraph": "See everything, catch issues fast, and keep your data trusted with built-in lineage, alerting, and real-time health metrics.",
      "paragraphHtml": "<p class=\"text-size-medium text-color-neutral-600 max-width-small\">See everything, catch issues fast, and keep your data trusted with built-in lineage, alerting, and real-time health metrics.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Catalog & Lineage",
      "headingHtml": "<h3 class=\"text-size-large\">Data Catalog &amp; Lineage</h3>",
      "firstParagraph": "Empower teams to discover and understand datasets with clear ownership, lineage, and auto-generated documentation that stays current.",
      "paragraphHtml": "<p>Empower teams to discover and understand datasets with clear ownership, lineage, and auto-generated documentation that stays current.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Monitoring & Alerting",
      "headingHtml": "<h3 class=\"text-size-large\">Monitoring &amp; Alerting</h3>",
      "firstParagraph": "Stay ahead of data incidents with intelligent alerts in Slack, and streamlined resolution workflows with AI-powered debugging and impact analysis.",
      "paragraphHtml": "<p>Stay ahead of data incidents with intelligent alerts in Slack, and streamlined resolution workflows with AI-powered debugging and impact analysis.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Realtime Health Metrics",
      "headingHtml": "<h3 class=\"text-size-large\">Realtime Health Metrics</h3>",
      "firstParagraph": "Track freshness, performance, costs, and reliability to keep pipelines healthy and stakeholders confident in their data.",
      "paragraphHtml": "<p>Track freshness, performance, costs, and reliability to keep pipelines healthy and stakeholders confident in their data.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Activate your data with Compass",
      "headingHtml": "<h2 class=\"heading-style-h3 text-color-neutral-900\"><strong>Activate your data with Compass</strong></h2>",
      "firstParagraph": "Turn warehouse data into instant, trustworthy answers for every stakeholder, right inside the tools they already use.",
      "paragraphHtml": "<p class=\"text-size-medium text-color-neutral-600 max-width-small\">Turn warehouse data into instant, trustworthy answers for every stakeholder, right inside the tools they already use.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data-driven Decisions in Seconds",
      "headingHtml": "<h3 class=\"text-size-large\"><strong>Data-driven Decisions in Seconds</strong></h3>",
      "firstParagraph": "Give your stakeholders instant access to business insights inside the tools they already use, without waiting for reports or dashboards.",
      "paragraphHtml": "<p>Give your stakeholders instant access to business insights inside the tools they already use, without waiting for reports or dashboards.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Unlock the Power of Your Warehouse",
      "headingHtml": "<h3 class=\"text-size-large\">Unlock the Power of Your Warehouse</h3>",
      "firstParagraph": "Compass understands your unique business context and answers common business questions with real data from your warehouse.",
      "paragraphHtml": "<p>Compass understands your unique business context and answers common business questions with real data from your warehouse.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Governed by the Data Team",
      "headingHtml": "<h3 class=\"text-size-large\">Governed by the Data Team</h3>",
      "firstParagraph": "Your analysts and data engineers guide Compass behind the scenes with GitOps — so answers stay trustworthy.",
      "paragraphHtml": "<p>Your analysts and data engineers guide Compass behind the scenes with GitOps &#x2014; so answers stay trustworthy.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Enterprise ready",
      "headingHtml": "<h2 id=\"w-node-eedf3f6d-f2d2-f8c7-9044-fe4b98448454-e12fb8bc\" class=\"heading-style-h5\">Enterprise ready</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Roles & permissions",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">Roles &amp; permissions</h3>",
      "firstParagraph": "We offer SSO, RBAC and SCIM provisioning, with support for Google, Github and SAML IdPs.",
      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">We offer SSO, RBAC and SCIM provisioning, with support for Google, Github and SAML IdPs.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "SOC 2 Type II, HIPAA and beyond",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">SOC 2 Type II, HIPAA and beyond</h3>",
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      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">We&#x2019;re independently audited and aligned with the standards that matter most.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Flexible deployment options",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">Flexible deployment options</h3>",
      "firstParagraph": "Run Dagster on your cloud or ours, with supprt for North American and European regions.",
      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">Run Dagster on your cloud or ours, with supprt for North American and European regions.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Multi-tenant instances",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">Multi-tenant instances</h3>",
      "firstParagraph": "Keep your code and data isolated with multi-tenant code deployments.",
      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">Keep your code and data isolated with multi-tenant code deployments.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Audit logs and retention policies",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">Audit logs and retention policies</h3>",
      "firstParagraph": "Track all activity and changes made to the system with a unified view of all user actions.",
      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">Track all activity and changes made to the system with a unified view of all user actions. </p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Enterprise support",
      "headingHtml": "<h3 class=\"text-size-medium text-color-neutral-900\">Enterprise support</h3>",
      "firstParagraph": "Get dedicated support from our team of Dagster experts.",
      "paragraphHtml": "<p class=\"text-size-regular text-color-neutral-700\">Get dedicated support from our team of Dagster experts.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Ship data and AI products faster.",
      "headingHtml": "<h2 class=\"heading-style-h2 text-color-alternate text-align-center\">Ship data and AI products faster.</h2>",
      "firstParagraph": "Automate, monitor, and optimize your data pipelines with ease. Get started today with a free trial or book a demo to see Dagster in action.",
      "paragraphHtml": "<p class=\"text-color-alternate text-size-medium max-width-42\">Automate, monitor, and optimize your data pipelines with ease. Get started today with a free trial or book a demo to see Dagster in action.</p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
    {
      "heading": "New and noteworthy",
      "headingHtml": "<h2 class=\"heading-style-h3\">New and noteworthy</h2>",
      "firstParagraph": "The latest news, technologies, and resources from our team.",
      "paragraphHtml": "<p class=\"spacer-small\">The latest news, technologies, and resources from our team.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Multi-Tenancy for Modern Data Platforms",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Multi-Tenancy for Modern Data Platforms</h3>",
      "firstParagraph": "Learn the patterns, trade-offs, and production-tested strategies for building multi-tenant data platforms with Dagster.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Learn the patterns, trade-offs, and production-tested strategies for building multi-tenant data platforms with Dagster. </p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Deep Dive: Building a Cross-Workspace Control Plane for Databricks",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Deep Dive: Building a Cross-Workspace Control Plane for Databricks</h3>",
      "firstParagraph": "Learn how to build a cross-workspace control plane for Databricks using Dagster — connecting multiple workspaces, dbt, and Fivetran into a single observable asset graph with zero code changes to get started.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Learn how to build a cross-workspace control plane for Databricks using Dagster &#x2014; connecting multiple workspaces, dbt, and Fivetran into a single observable asset graph with zero code changes to get started.</p>",
      "words": 31,
      "direct": false,
      "issue": "First paragraph is 31 words and does not look like a concise direct answer."
    },
    {
      "heading": "Dagster Running Dagster: How We Use Compass for AI Analytics",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Dagster Running Dagster: How We Use Compass for AI Analytics</h3>",
      "firstParagraph": "In this Deep Dive, we're joined by Dagster Analytics Lead Anil Maharjan, who demonstrates how our internal team utilizes Compass to drive AI-driven analysis throughout the company.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">In this Deep Dive, we&apos;re joined by Dagster Analytics Lead Anil Maharjan, who demonstrates how our internal team utilizes Compass to drive AI-driven analysis throughout the company.</p>",
      "words": 27,
      "direct": false,
      "issue": "First paragraph is 27 words and does not look like a concise direct answer."
    },
    {
      "heading": "Community Showcase Part 1",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Community Showcase Part 1</h3>",
      "firstParagraph": "Some of the most interesting Dagster projects come from the community. This post highlights creative community-built applications ranging from public data exploration and infrastructure monitoring to research automation and internal tooling, along with why their creators chose Dagster and what building with it was l...",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Some of the most interesting Dagster projects come from the community. This post highlights creative community-built applications ranging from public data exploration and infrastructure monitoring to research automation and internal tooling, along with why their creators chose Dagster and what building with it was like.</p>",
      "words": 45,
      "direct": false,
      "issue": "First paragraph is 45 words and does not look like a concise direct answer."
    },
    {
      "heading": "How Dagster Compass Powers Brooklyn Data’s Self-Service Analytics",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">How Dagster Compass Powers Brooklyn Data&#x2019;s Self-Service Analytics</h3>",
      "firstParagraph": "Text-to-analytics promises self-service access to data, but adoption depends on usability, governance, and trust. In this guest post, Brooklyn Data explains how it evaluated Compass, deployed it on top of Snowflake, and enabled teams to answer operational questions directly in Slack while maintaining centralized gov...",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Text-to-analytics promises self-service access to data, but adoption depends on usability, governance, and trust. In this guest post, Brooklyn Data explains how it evaluated Compass, deployed it on top of Snowflake, and enabled teams to answer operational questions directly in Slack while maintaining centralized governance and business context.</p>",
      "words": 48,
      "direct": false,
      "issue": "First paragraph is 48 words and does not look like a concise direct answer."
    },
    {
      "heading": "Snowflake Runs Your Data: Dagster Runs Everything Else",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Snowflake Runs Your Data: Dagster Runs Everything Else</h3>",
      "firstParagraph": "Snowflake increasingly handles transformation and data freshness internally through features like Dynamic Tables and Cortex. Dagster complements Snowflake by providing orchestration, lineage, automation, and cost visibility across your broader data platform from SQL-defined assets to downstream automation and Snowfl...",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Snowflake increasingly handles transformation and data freshness internally through features like Dynamic Tables and Cortex. Dagster complements Snowflake by providing orchestration, lineage, automation, and cost visibility across your broader data platform from SQL-defined assets to downstream automation and Snowflake query attribution.</p>",
      "words": 41,
      "direct": false,
      "issue": "First paragraph is 41 words and does not look like a concise direct answer."
    },
    {
      "heading": "How Magenta Telekom Built the Unsinkable Data Platform",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">How Magenta Telekom Built the Unsinkable Data Platform</h3>",
      "firstParagraph": "Magenta Telekom rebuilt its data infrastructure from the ground up with Dagster, cutting developer onboarding from months to a single day and eliminating the shadow IT and manual workflows that had long slowed the business down.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Magenta Telekom rebuilt its data infrastructure from the ground up with Dagster, cutting developer onboarding from months to a single day and eliminating the shadow IT and manual workflows that had long slowed the business down.</p>",
      "words": 36,
      "direct": false,
      "issue": "First paragraph is 36 words and does not look like a concise direct answer."
    },
    {
      "heading": "Scaling FinTech: How smava achieved zero downtime with Dagster",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Scaling FinTech: How smava achieved zero downtime with Dagster</h3>",
      "firstParagraph": "smava achieved zero downtime and automated the generation of over 1,000 dbt models by migrating to Dagster's, eliminating maintenance overhead and reducing developer onboarding from weeks to 15 minutes.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">smava achieved zero downtime and automated the generation of over 1,000 dbt models by migrating to Dagster&apos;s, eliminating maintenance overhead and reducing developer onboarding from weeks to 15 minutes.</p>",
      "words": 30,
      "direct": false,
      "issue": "First paragraph is 30 words and does not look like a concise direct answer."
    },
    {
      "heading": "Zero Incidents, Maximum Velocity: How HIVED achieved 99.9% pipeline reliability with Dagster",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Zero Incidents, Maximum Velocity: How HIVED achieved 99.9% pipeline reliability with Dagster</h3>",
      "firstParagraph": "UK logistics company HIVED achieved 99.9% pipeline reliability with zero data incidents over three years by replacing cron-based workflows with Dagster's unified orchestration platform.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">UK logistics company HIVED achieved 99.9% pipeline reliability with zero data incidents over three years by replacing cron-based workflows with Dagster&apos;s unified orchestration platform.</p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
    {
      "heading": "Download the eBook on How to Scale Data Teams",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Download the eBook on How to Scale Data Teams</h3>",
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      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">From a solo data practitioner to an enterprise-wide platform, learn how to build systems that scale with clarity, reliability, and confidence.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Download the eBook Primer on How to Build Data Platforms",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Download the eBook Primer on How to Build Data Platforms</h3>",
      "firstParagraph": "Learn the fundamental concepts to build a data platform in your organization; covering common design patterns for data ingestion and transformation, data modeling strategies, and data quality tips.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Learn the fundamental concepts to build a data platform in your organization; covering common design patterns for data ingestion and transformation, data modeling strategies, and data quality tips.</p>",
      "words": 28,
      "direct": false,
      "issue": "First paragraph is 28 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Driven Data Engineering",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">AI Driven Data Engineering</h3>",
      "firstParagraph": "Learn how to build Dagster applications faster using AI-driven workflows. You'll use Dagster's AI tools and skills to scaffold pipelines, write quality code, and ship data products with confidence while still learning the fundamentals.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Learn how to build Dagster applications faster using AI-driven workflows. You&apos;ll use Dagster&apos;s AI tools and skills to scaffold pipelines, write quality code, and ship data products with confidence while still learning the fundamentals.</p>",
      "words": 34,
      "direct": false,
      "issue": "First paragraph is 34 words and does not look like a concise direct answer."
    },
    {
      "heading": "Dagster & ETL",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Dagster &amp; ETL</h3>",
      "firstParagraph": "Learn how to ingest data to power your assets. You’ll build custom pipelines and see how to use Embedded ETL and Dagster Components to build out your data platform.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">Learn how to ingest data to power your assets. You&#x2019;ll build custom pipelines and see how to use Embedded ETL and Dagster Components to build out your data platform.</p>",
      "words": 30,
      "direct": false,
      "issue": "First paragraph is 30 words and does not look like a concise direct answer."
    },
    {
      "heading": "Testing with Dagster",
      "headingHtml": "<h3 class=\"blog_card_title text-style-2lines\">Testing with Dagster</h3>",
      "firstParagraph": "In this course, learn best practices for testing, including unit tests, mocks, integration tests and applying them to Dagster.",
      "paragraphHtml": "<p class=\"text-color-neutral-700 text-style-2lines\">In this course, learn best practices for testing, including unit tests, mocks, integration tests and applying them to Dagster.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "headings": [
    {
      "text": "Trusted by teams building modern data platforms, worldwide",
      "html": "<h2 class=\"text-size-large\">Trusted by teams building modern data platforms, worldwide</h2>"
    },
    {
      "text": "Battle tested data orchestration",
      "html": "<h2 class=\"heading-style-h3 text-color-neutral-900\">Battle tested data orchestration</h2>"
    },
    {
      "text": "Integrated observability",
      "html": "<h2 class=\"heading-style-h3 text-color-neutral-900\">Integrated observability</h2>"
    },
    {
      "text": "Activate your data with Compass",
      "html": "<h2 class=\"heading-style-h3 text-color-neutral-900\"><strong>Activate your data with Compass</strong></h2>"
    },
    {
      "text": "Enterprise ready",
      "html": "<h2 id=\"w-node-eedf3f6d-f2d2-f8c7-9044-fe4b98448454-e12fb8bc\" class=\"heading-style-h5\">Enterprise ready</h2>"
    },
    {
      "text": "Ship data and AI products faster.",
      "html": "<h2 class=\"heading-style-h2 text-color-alternate text-align-center\">Ship data and AI products faster.</h2>"
    },
    {
      "text": "Trusted by data teams.Built for scale. Ready for you.",
      "html": "<h2 class=\"heading-style-h3 text-wrap-balance\">Trusted by data teams.<br>Built for scale. <br>Ready for you.</h2>"
    },
    {
      "text": "New and noteworthy",
      "html": "<h2 class=\"heading-style-h3\">New and noteworthy</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Modern Data Orchestrator Platform?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Modern Data Orchestrator Platform work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Modern Data Orchestrator Platform?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Modern Data Orchestrator Platform free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Modern Data Orchestrator Platform compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Modern Data Orchestrator Platform?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Modern Data Orchestrator Platform work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Modern Data Orchestrator Platform?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Modern Data Orchestrator Platform free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Modern Data Orchestrator Platform compare with alternatives?",
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  "score": 70,
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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.

1 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

123 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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      "height": "",
      "loading": "eager",
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      "loading": "eager",
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  ],
  "possibleDialogs": [],
  "score": 80,
  "weight": 10
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational

Issue

AI context endpoint is informational for this page.

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

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

Evidence

{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 10571
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 10571
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 10571
          }
        ]
      },
      "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, benefits, cost, compare.

Details

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "Trusted by teams building modern data platforms, worldwide",
      "html": "<h2 class=\"text-size-large\">Trusted by teams building modern data platforms, worldwide</h2>"
    },
    {
      "text": "Battle tested data orchestration",
      "html": "<h2 class=\"heading-style-h3 text-color-neutral-900\">Battle tested data orchestration</h2>"
    },
    {
      "text": "Integrated observability",
      "html": "<h2 class=\"heading-style-h3 text-color-neutral-900\">Integrated observability</h2>"
    },
    {
      "text": "Activate your data with Compass",
      "html": "<h2 class=\"heading-style-h3 text-color-neutral-900\"><strong>Activate your data with Compass</strong></h2>"
    },
    {
      "text": "Enterprise ready",
      "html": "<h2 id=\"w-node-eedf3f6d-f2d2-f8c7-9044-fe4b98448454-e12fb8bc\" class=\"heading-style-h5\">Enterprise ready</h2>"
    },
    {
      "text": "Ship data and AI products faster.",
      "html": "<h2 class=\"heading-style-h2 text-color-alternate text-align-center\">Ship data and AI products faster.</h2>"
    },
    {
      "text": "Trusted by data teams.Built for scale. Ready for you.",
      "html": "<h2 class=\"heading-style-h3 text-wrap-balance\">Trusted by data teams.<br>Built for scale. <br>Ready for you.</h2>"
    },
    {
      "text": "New and noteworthy",
      "html": "<h2 class=\"heading-style-h3\">New and noteworthy</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Modern Data Orchestrator Platform?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Modern Data Orchestrator Platform work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Modern Data Orchestrator Platform?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Modern Data Orchestrator Platform free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Modern Data Orchestrator Platform compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Modern Data Orchestrator Platform?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Modern Data Orchestrator Platform work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Modern Data Orchestrator Platform?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Modern Data Orchestrator Platform free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Modern Data Orchestrator Platform 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": 404,
        "contentType": "text/html; charset=utf-8",
        "length": 10571,
        "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": 9762,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": false,
          "mentionsCredential": false,
          "links": [
            "https://cdn.prod.website-files.com\"",
            "/title",
            "https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/css/dagster-staging.shared.1474891a9.css\"",
            "/css",
            "/RK9LYoFbvNY3z",
            "https://fonts.googleapis.com\"",
            "https://fonts.gstatic.com\"",
            "https://ajax.googleapis.com/ajax/libs/webfont/1.6.26/webfont.js\"",
            "/javascript",
            "/script"
          ],
          "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 05 2026 17:18:23 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"dagster.io\" data-wf-page=\"681399f654933b29e12fb8ff\" data-wf-site=\"681399f654933b29e12fb8bd\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><link href=\"https://cdn.prod.website-files.com/681399f654933b29e12fb8bd/css/dagster-staging.shared.1474891a9.css\" rel=\"stylesheet\" type=\"text/css\" integrity=\"sha384-FHSJGpVvIE2DC1JnxQrHjKjyKB6cijL443PcXi0qv7woN0HWSK/RK9LYoFbvNY3z\" crossorigin=\"anonymous\"/><link href="
        }
      },
      "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": 404,
        "contentType": "text/html; charset=utf-8",
        "length": 88,
        "text": "<!DOCTYPE html>\n<html>\n  <body>\n    <p>Invalid .well-known request</p>\n  </body>\n</html>"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 404,
          "contentType": "text/html; charset=utf-8",
          "length": 88,
          "text": "<!DOCTYPE html>\n<html>\n  <body>\n    <p>Invalid .well-known request</p>\n  </body>\n</html>"
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sso"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational

Issue

IndexNow key is informational for this page.

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

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

Evidence

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

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

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

Informational

Needs attention

OAuth / OIDC discovery

Informational

Issue

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

Why it matters

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

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sso"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

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

Informational

Needs attention

OAuth Protected Resource

Informational

Issue

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

Why it matters

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

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html; 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>\n<html>\n  <body>\n    <p>Invalid .well-known request</p>\n  </body>\n</html>"
      },
      "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://dagster.io"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://dagster.io/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://dagster.io/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://dagster.io/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sso"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityBest PracticesBrowser audit

Browser errors were logged to the console

100 Fail

Check name

Browser errors were logged to the console

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityPerformanceBrowser audit

Avoid large layout shifts

17 Fail

Check name

Avoid large layout shifts

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

1 layout shift found

Fix guidance

These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)

References

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

Evidence

{
  "displayValue": "1 layout shift found",
  "description": "These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)"
}

Performance and AccessibilityPerformanceBrowser audit

Image optimization

17 Fail

Check name

Image optimization

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Review the grouped image optimization checks and improve the failing sub-checks listed in evidence.

References

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

Evidence

{
  "checks": [
    {
      "id": "image-aspect-ratio",
      "title": "Displays images with incorrect aspect ratio",
      "score": 0
    }
  ]
}

Performance and AccessibilityPerformanceBrowser audit

Reduce JavaScript execution time

17 Fail

Check name

Reduce JavaScript execution time

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

2.3 s

Fix guidance

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

References

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

Evidence

{
  "displayValue": "2.3 s",
  "description": "Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. [Learn how to reduce Javascript execution time](https://developer.chrome.com/docs/lighthouse/performance/bootup-time/).",
  "numericValue": 2309.803
}

Performance and AccessibilityPerformanceBrowser audit

Font display

8 Warning

Check name

Font display

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 10 ms

Fix guidance

Consider setting [font-display](https://developer.chrome.com/docs/performance/insights/font-display) to swap or optional to ensure text is consistently visible. swap can be further optimized to mitigate layout shifts with [font metric overrides](https://developer.chrome.com/blog/font-fallbacks).

References

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

Evidence

{
  "displayValue": "Est savings of 10 ms",
  "description": "Consider setting [font-display](https://developer.chrome.com/docs/performance/insights/font-display) to swap or optional to ensure text is consistently visible. swap can be further optimized to mitigate layout shifts with [font metric overrides](https://developer.chrome.com/blog/font-fallbacks)."
}

Performance and AccessibilityPerformanceBrowser audit

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

8 Warning

Check name

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

Score

50/100

Status

warning

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityPerformanceBrowser audit

Loading performance

5 Fail

Check name

Loading performance

Score

72/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

{
  "checks": [
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 40,
      "displayValue": "410 ms",
      "numericValue": 410.50000000000114
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 83,
      "displayValue": "1.1 s",
      "numericValue": 1057.4570185343932
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 38,
      "displayValue": "5.2 s",
      "numericValue": 5172.090507502126
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 0 ms",
      "numericValue": 3
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 60,
      "displayValue": "2.1 s",
      "numericValue": 2050.86856790479
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 75,
      "displayValue": "1.6 s",
      "numericValue": 1643.0540623750126
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "40 ms",
      "numericValue": 41.13215999999999
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 80,
      "displayValue": "160 ms",
      "numericValue": 160
    }
  ]
}

Fix with MCP or CLI

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

Score history

Public scan score over time

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

1 reports

Public score history report links
Scan date	Score	Readiness	Report
Jun 8, 2026	58/100	Level 3, Bot-Aware	Current report