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54/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents
AIDiscoverability45%Agent Easeof Use10%Security& Trust60%GEO, AIO, AEO75%SEO92%Performance& Accessibility65%
  • AI Discoverability 45 out of 100
  • Agent Ease of Use 10 out of 100
  • Security & Trust 60 out of 100
  • GEO, AIO and AEO 75 out of 100
  • SEO 92 out of 100
  • Performance and Accessibility 65 out of 100

CAPTURED SCREENSHOT

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Welcome | Superset

Community website for Apache Supersetâ„¢, a data visualization and data exploration platform

Next step

Turn this report into a fix workflow

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

Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
45
Priority fix10131View details
Discoverability
71
Needs work540View details
Content Readiness
54
Needs work551View details
Bot Access Control
0
Priority fix040View details
Agent Ease of Use
10
Priority fix17221View details
API
0
Priority fix060View details
Auth
Not Applicable
Not Applicable1100
MCP
25
Priority fix260View details
Skill Discovery
5
Priority fix0101View details
Agent Commerce
Not Applicable
Not Applicable400
GEO, AIO and AEO
75
Mostly ready5015
GEO Readiness
81
Mostly ready204
AIO Readiness
80
Mostly ready205
AEO Readiness
64
Needs work106
SEO
92
Strong1010View details
SEO
92
Strong1010View details
Security & Trust
60
Needs work720View details
Security & Trust
60
Needs work320View details
AI Training Exposure
Not Applicable
Not Applicable400
Performance and Accessibility
65
Needs work1672View details
Performance
60
Needs work952View details
Accessibility
75
Mostly ready720View details

Prioritized recommendations

Issues ranked by score impact

45 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check
01

Issue

The API catalog endpoint did not return HTTP 2xx.

02

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

  1. Fetch API catalog

    The API catalog endpoint did not return HTTP 2xx.

  2. Validate RFC 9727 linkset

    Response is not valid JSON.

  3. Fetch advertised API catalog targets

    API Catalog did not expose any same-origin hrefs to validate.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=iso-8859-1"
      },
      "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 PUBLIC \"-//IETF//DTD HTML 2.0//EN\">\n<html><head>\n<title>404 Not Found</title>\n</head><body>\n<h1>Not Found</h1>\n<p>The requested URL was not found on this server.</p>\n</body></html>\n"
      },
      "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

FAQPage schema

FAQPage schema is missing or incomplete.

50 Fail

Needs attention

FAQPage schema

Failed check
01

Issue

FAQ content was detected but no FAQPage schema was found.

02

Why it matters

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

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

FAQPage schema is missing or incomplete.

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

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

50 Fail

Needs attention

Link headers

Failed check
01

Issue

No useful agent discovery Link headers were found.

02

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

  1. Find useful Link headers

    No useful agent discovery Link headers were found.

  2. Fetch same-origin Link header targets

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

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

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check
01

Issue

OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=iso-8859-1" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.

02

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

  1. Find valid OpenAPI document

    OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=iso-8859-1" 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=iso-8859-1",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=iso-8859-1\" 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 PUBLIC \"-//IETF//DTD HTML 2.0//EN\">\n<html><head>\n<title>404 Not Found</title>\n</head><body>\n<h1>Not Found</h1>\n<p>The requested URL was not found on this server.</p>\n</body></html>\n"
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=iso-8859-1\" 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 PUBLIC \"-//IETF//DTD HTML 2.0//EN\">\n<html><head>\n<title>404 Not Found</title>\n</head><body>\n<h1>Not Found</h1>\n<p>The requested URL was not found on this server.</p>\n</body></html>\n"
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=iso-8859-1\" 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 PUBLIC \"-//IETF//DTD HTML 2.0//EN\">\n<html><head>\n<title>404 Not Found</title>\n</head><body>\n<h1>Not Found</h1>\n<p>The requested URL was not found on this server.</p>\n</body></html>\n"
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=iso-8859-1\" 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 PUBLIC \"-//IETF//DTD HTML 2.0//EN\">\n<html><head>\n<title>404 Not Found</title>\n</head><body>\n<h1>Not Found</h1>\n<p>The requested URL was not found on this server.</p>\n</body></html>\n"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=iso-8859-1\" 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 PUBLIC \"-//IETF//DTD HTML 2.0//EN\">\n<html><head>\n<title>404 Not Found</title>\n</head><body>\n<h1>Not Found</h1>\n<p>The requested URL was not found on this server.</p>\n</body></html>\n"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=iso-8859-1\" 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 PUBLIC \"-//IETF//DTD HTML 2.0//EN\">\n<html><head>\n<title>404 Not Found</title>\n</head><body>\n<h1>Not Found</h1>\n<p>The requested URL was not found on this server.</p>\n</body></html>\n"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=iso-8859-1\" 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 PUBLIC \"-//IETF//DTD HTML 2.0//EN\">\n<html><head>\n<title>404 Not Found</title>\n</head><body>\n<h1>Not Found</h1>\n<p>The requested URL was not found on this server.</p>\n</body></html>\n"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=iso-8859-1\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

50 Fail

Needs attention

Referrer-Policy

Failed check
01

Issue

Referrer-Policy is missing or incomplete.

02

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
}

Security & TrustSecurity & TrustEstablished

X-Content-Type-Options

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

50 Fail

Needs attention

X-Content-Type-Options

Failed check
01

Issue

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

02

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 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
01

Issue

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

02

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
01

Issue

No Content Signal found in robots.txt

02

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

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

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

33 Fail

Needs attention

Markdown negotiation

Failed check
01

Issue

Content-Type "text/html" does not indicate Markdown when requested with Accept: text/markdown.

02

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

  1. Markdown content type

    Content-Type "text/html" does not indicate Markdown when requested with Accept: text/markdown.

  2. Vary: Accept header

    Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".

  3. Structured Markdown body

    Markdown response is missing a heading.

Evidence
{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html"
      },
      "issue": "Content-Type \"text/html\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "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": 7469,
        "excerpt": "<!doctype html><html lang=en dir=ltr class=\"plugin-pages plugin-id-default\" data-has-hydrated=false><head><meta charset=UTF-8><meta name=generator content=\"Docusaurus v3.10.1\"><title data-rh=true>Welcome | Superset</title><meta data-rh=true",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

33 Fail

Needs attention

MCP Server Card

Failed check
01

Issue

MCP Server Card was not found at the expected path.

02

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

  1. Fetch to find resource

    MCP Server Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          }
        ]
      },
      "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
01

Issue

mcp.json was not found at the expected path.

02

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    mcp.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

33 Fail

Needs attention

Semantic HTML

Failed check
01

Issue

Semantic HTML is incomplete: invalid h1 (found 0); skipped heading levels; 1 links missing accessible names; missing alt text on >10% of images.

Details

02

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence
{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": false,
  "headingOrder": false,
  "accessibleLinks": false,
  "accessibleButtons": true,
  "imageAltCoverage": false,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [
      "<a href=\"https://github.com/apache/superset\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"navbar__item navbar__link github-button\"></a>"
    ],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [
      "<img src=\"/img/features/powerful-yet-easy.jpg\">",
      "<img src=\"/img/features/modern-databases.jpg\">",
      "<img src=\"/img/features/modern-architecture.jpg\">",
      "<img src=\"/img/features/rich-visualizations.jpg\">",
      "<img src=\"/img/databases/amazon-athena.jpg\" title=\"Amazon Athena\">",
      "<img src=\"/img/databases/aws.png\" title=\"Amazon DynamoDB\">",
      "<img src=\"/img/databases/redshift.png\" title=\"Amazon Redshift\">",
      "<img src=\"/img/databases/doris.png\" title=\"Apache Doris\">",
      "<img src=\"/img/databases/apache-drill.png\" title=\"Apache Drill\">",
      "<img src=\"/img/databases/druid.png\" title=\"Apache Druid\">",
      "<img src=\"/img/databases/apache-hive.svg\" title=\"Apache Hive\">",
      "<img src=\"/img/databases/apache-impala.png\" title=\"Apache Impala\">",
      "<img src=\"/img/databases/apache-iotdb.svg\" title=\"Apache IoTDB\">",
      "<img src=\"/img/databases/apache-kylin.png\" title=\"Apache Kylin\">",
      "<img src=\"/img/databases/apache-phoenix.png\" title=\"Apache Phoenix\">",
      "<img src=\"/img/databases/apache-pinot.svg\" title=\"Apache Pinot\">",
      "<img src=\"/img/databases/apache-solr.png\" title=\"Apache Solr\">",
      "<img src=\"/img/databases/apache-spark.png\" title=\"Apache Spark SQL\">",
      "<img src=\"/img/databases/ascend.webp\" title=\"Ascend\">",
      "<img src=\"/img/databases/mysql.png\" title=\"Aurora MySQL\">",
      "<img src=\"/img/databases/postgresql.svg\" title=\"Aurora PostgreSQL\">",
      "<img src=\"/img/databases/kusto.png\" title=\"Azure Data Explorer\">",
      "<img src=\"/img/databases/azure.svg\" title=\"Azure Synapse\">",
      "<img src=\"/img/databases/clickhouse.png\" title=\"ClickHouse\">",
      "<img src=\"/img/databases/cloudflare.png\" title=\"Cloudflare D1\">",
      "<img src=\"/img/databases/cockroachdb.png\" title=\"CockroachDB\">",
      "<img src=\"/img/databases/couchbase.svg\" title=\"Couchbase\">",
      "<img src=\"/img/databases/cratedb.svg\" title=\"CrateDB\">",
      "<img src=\"/img/databases/databend.png\" title=\"Databend\">",
      "<img src=\"/img/databases/databricks.png\" title=\"Databricks\">",
      "<img src=\"/img/databases/denodo.png\" title=\"Denodo\">",
      "<img src=\"/img/databases/dremio.png\" title=\"Dremio\">",
      "<img src=\"/img/databases/duckdb.png\" title=\"DuckDB\">",
      "<img src=\"/img/databases/elasticsearch.png\" title=\"Elasticsearch\">",
      "<img src=\"/img/databases/exasol.png\" title=\"Exasol\">",
      "<img src=\"/img/databases/firebird.png\" title=\"Firebird\">",
      "<img src=\"/img/databases/firebolt.png\" title=\"Firebolt\">",
      "<img src=\"/img/databases/google-big-query.svg\" title=\"Google BigQuery\">",
      "<img src=\"/img/databases/datastore.png\" title=\"Google Datastore\">",
      "<img src=\"/img/databases/google-sheets.svg\" title=\"Google Sheets\">",
      "<img src=\"/img/databases/greenplum.png\" title=\"Greenplum\">",
      "<img src=\"/img/databases/hologres.png\" title=\"Hologres\">",
      "<img src=\"/img/databases/ibm-db2.svg\" title=\"IBM Db2\">",
      "<img src=\"/img/databases/netezza.png\" title=\"IBM Netezza Performance Server\">",
      "<img src=\"/img/databases/mariadb.png\" title=\"MariaDB\">",
      "<img src=\"/img/databases/msql.png\" title=\"Microsoft SQL Server\">",
      "<img src=\"/img/databases/monet-db.png\" title=\"MonetDB\">",
      "<img src=\"/img/databases/mongodb.png\" title=\"MongoDB\">",
      "<img src=\"/img/databases/motherduck.png\" title=\"MotherDuck\">",
      "<img src=\"/img/databases/oceanbase.svg\" title=\"OceanBase\">",
      "<img src=\"/img/databases/oraclelogo.png\" title=\"Oracle\">",
      "<img src=\"/img/databases/presto-og.png\" title=\"Presto\">",
      "<img src=\"/img/databases/risingwave.svg\" title=\"RisingWave\">",
      "<img src=\"/img/databases/sap-hana.png\" title=\"SAP HANA\">",
      "<img src=\"/img/databases/sybase.png\" title=\"SAP Sybase\">",
      "<img src=\"/img/databases/shillelagh.png\" title=\"Shillelagh\">",
      "<img src=\"/img/databases/singlestore.png\" title=\"SingleStore\">",
      "<img src=\"/img/databases/snowflake.svg\" title=\"Snowflake\">",
      "<img src=\"/img/databases/sqlite.png\" title=\"SQLite\">",
      "<img src=\"/img/databases/starrocks.png\" title=\"StarRocks\">",
      "<img src=\"/img/databases/superset.svg\" title=\"Superset meta database\">",
      "<img src=\"/img/databases/tdengine.png\" title=\"TDengine\">",
      "<img src=\"/img/databases/teradata.png\" title=\"Teradata\">",
      "<img src=\"/img/databases/timescale.png\" title=\"TimescaleDB\">",
      "<img src=\"/img/databases/trino.png\" title=\"Trino\">",
      "<img src=\"/img/databases/vertica.png\" title=\"Vertica\">",
      "<img src=\"/img/databases/ydb.svg\" title=\"YDB\">",
      "<img src=\"/img/databases/yugabyte.png\" title=\"YugabyteDB\">",
      "<img referrerpolicy=\"no-referrer-when-downgrade\" src=\"https://static.scarf.sh/a.png?x-pxid=39ae6855-95fc-4566-86e5-360d542b0a68\">"
    ],
    "skippedHeadingLevels": [
      "h2: Find your documentation",
      "h3: User Guide",
      "h3: Administrator Guide",
      "h3: Developer Guide",
      "h3: Community",
      "h2: Overview",
      "h4: Powerful yet easy to use",
      "h4: Integrates with modern databases",
      "h4: Modern architecture",
      "h4: Rich visualizations and dashboards",
      "h2: Self-serve analytics for anyone",
      "h3: Key features",
      "h2: Supported Databases",
      "h2: Trusted by teams everywhere"
    ]
  },
  "counts": {
    "h1": 0,
    "headings": 14,
    "links": 144,
    "inaccessibleLinks": 1,
    "buttons": 9,
    "inaccessibleButtons": 0,
    "images": 123,
    "imagesWithAlt": 54,
    "autocompleteInputs": 0,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 0
  }
}

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
01

Issue

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

02

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          }
        ]
      },
      "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
01

Issue

WebMCP manifest was not found at the expected path.

02

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    WebMCP manifest was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

25 Warning

Needs attention

Content freshness signals

Warning
01

Issue

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

02

Why it matters

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

Check name

Content freshness signals

Score

25/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is partially implemented.

Evidence
{
  "lastModified": "Mon, 08 Jun 2026 12:37:59 GMT",
  "schemaDates": [],
  "metaDateCount": 0,
  "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
01

Issue

A2A Agent Card was not found at the expected path.

02

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    A2A Agent Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

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

20 Fail

Needs attention

Agent Skills index

Failed check
01

Issue

Agent Skills index was not found at the expected path.

02

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

  1. Fetch to find resource

    Agent Skills index was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

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

20 Fail

Needs attention

agent.json

Failed check
01

Issue

agent.json was not found at the expected path.

02

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    agent.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

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

20 Fail

Needs attention

agents.json

Failed check
01

Issue

agents.json was not found at the expected path.

02

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    agents.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          }
        ]
      },
      "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
01

Issue

No DNS-AID entrypoint records were found under _agents.

02

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Resolve DNS-AID SVCB/HTTPS records

    No DNS-AID entrypoint records were found under _agents.

  2. Validate alpn and endpoint parameters

    Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.

  3. Check DNSSEC material

    DNSSEC material was not visible for the hostname or parent zone from this resolver.

Evidence
{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "superset.apache.org",
        "probes": [
          {
            "name": "_index._agents.superset.apache.org",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.superset.apache.org",
            "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": "superset.apache.org",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "apache.org",
            "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

GEO: Entity clarity

GEO: Entity clarity scored 60/100 and needs improvement.

6 Warning

Needs attention

GEO: Entity clarity

Warning
01

Issue

Title/H1 terms missing from description: welcome.

Details

02

Why it matters

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

Check name

GEO: Entity clarity

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: Entity clarity scored 60/100 and needs improvement.

Evidence
{
  "title": "Welcome | Superset",
  "h1": "",
  "description": "Community website for Apache Supersetâ„¢, a data visualization and data exploration platform",
  "topicOverlap": 0.5,
  "topicTerms": [
    "welcome",
    "superset"
  ],
  "descriptionTerms": [
    "community",
    "website",
    "apache",
    "superset",
    "data",
    "visualization",
    "exploration",
    "platform"
  ],
  "missingFromDescription": [
    "welcome"
  ],
  "score": 60,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

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

4 Warning

Needs attention

AIO: Source and trust signals

Warning
01

Issue

Missing AIO trust signals: publisher, freshnessDate.

Details

02

Why it matters

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

Check name

AIO: Source and trust signals

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "signals": {
    "author": true,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [
    "Apache Software Foundation"
  ],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.linkedin.com/company/apache-superset",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/apache-superset\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Follow us on LinkedIn\" aria-label=\"LinkedIn\"> <img src=\"/img/community/linkedin-symbol.svg\" alt=\"LinkedIn\"> </a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/docs/databases",
      "text": "Supported Databases",
      "html": "<a href=\"/docs/databases\" style=\"color:inherit;text-decoration:none\">Supported Databases</a>"
    },
    {
      "href": "/docs/databases/supported/amazon-athena",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/amazon-athena\" aria-label=\"Amazon Athena documentation\"><img src=\"/img/databases/amazon-athena.jpg\" title=\"Amazon Athena\"></a>"
    },
    {
      "href": "/docs/databases/supported/amazon-dynamodb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/amazon-dynamodb\" aria-label=\"Amazon DynamoDB documentation\"><img src=\"/img/databases/aws.png\" title=\"Amazon DynamoDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/amazon-redshift",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/amazon-redshift\" aria-label=\"Amazon Redshift documentation\"><img src=\"/img/databases/redshift.png\" title=\"Amazon Redshift\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-doris",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-doris\" aria-label=\"Apache Doris documentation\"><img src=\"/img/databases/doris.png\" title=\"Apache Doris\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-drill",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-drill\" aria-label=\"Apache Drill documentation\"><img src=\"/img/databases/apache-drill.png\" title=\"Apache Drill\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-druid",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-druid\" aria-label=\"Apache Druid documentation\"><img src=\"/img/databases/druid.png\" title=\"Apache Druid\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-hive",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-hive\" aria-label=\"Apache Hive documentation\"><img src=\"/img/databases/apache-hive.svg\" title=\"Apache Hive\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-impala",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-impala\" aria-label=\"Apache Impala documentation\"><img src=\"/img/databases/apache-impala.png\" title=\"Apache Impala\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-iotdb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-iotdb\" aria-label=\"Apache IoTDB documentation\"><img src=\"/img/databases/apache-iotdb.svg\" title=\"Apache IoTDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-kylin",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-kylin\" aria-label=\"Apache Kylin documentation\"><img src=\"/img/databases/apache-kylin.png\" title=\"Apache Kylin\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-phoenix",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-phoenix\" aria-label=\"Apache Phoenix documentation\"><img src=\"/img/databases/apache-phoenix.png\" title=\"Apache Phoenix\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-pinot",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-pinot\" aria-label=\"Apache Pinot documentation\"><img src=\"/img/databases/apache-pinot.svg\" title=\"Apache Pinot\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-solr",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-solr\" aria-label=\"Apache Solr documentation\"><img src=\"/img/databases/apache-solr.png\" title=\"Apache Solr\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-spark-sql",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-spark-sql\" aria-label=\"Apache Spark SQL documentation\"><img src=\"/img/databases/apache-spark.png\" title=\"Apache Spark SQL\"></a>"
    },
    {
      "href": "/docs/databases/supported/ascend",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/ascend\" aria-label=\"Ascend documentation\"><img src=\"/img/databases/ascend.webp\" title=\"Ascend\"></a>"
    },
    {
      "href": "/docs/databases/supported/aurora-mysql",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/aurora-mysql\" aria-label=\"Aurora MySQL documentation\"><img src=\"/img/databases/mysql.png\" title=\"Aurora MySQL\"></a>"
    },
    {
      "href": "/docs/databases/supported/aurora-postgresql",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/aurora-postgresql\" aria-label=\"Aurora PostgreSQL documentation\"><img src=\"/img/databases/postgresql.svg\" title=\"Aurora PostgreSQL\"></a>"
    },
    {
      "href": "/docs/databases/supported/azure-data-explorer",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/azure-data-explorer\" aria-label=\"Azure Data Explorer documentation\"><img src=\"/img/databases/kusto.png\" title=\"Azure Data Explorer\"></a>"
    },
    {
      "href": "/docs/databases/supported/azure-synapse",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/azure-synapse\" aria-label=\"Azure Synapse documentation\"><img src=\"/img/databases/azure.svg\" title=\"Azure Synapse\"></a>"
    },
    {
      "href": "/docs/databases/supported/clickhouse",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/clickhouse\" aria-label=\"ClickHouse documentation\"><img src=\"/img/databases/clickhouse.png\" title=\"ClickHouse\"></a>"
    },
    {
      "href": "/docs/databases/supported/cloudflare-d1",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/cloudflare-d1\" aria-label=\"Cloudflare D1 documentation\"><img src=\"/img/databases/cloudflare.png\" title=\"Cloudflare D1\"></a>"
    },
    {
      "href": "/docs/databases/supported/cockroachdb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/cockroachdb\" aria-label=\"CockroachDB documentation\"><img src=\"/img/databases/cockroachdb.png\" title=\"CockroachDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/couchbase",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/couchbase\" aria-label=\"Couchbase documentation\"><img src=\"/img/databases/couchbase.svg\" title=\"Couchbase\"></a>"
    },
    {
      "href": "/docs/databases/supported/cratedb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/cratedb\" aria-label=\"CrateDB documentation\"><img src=\"/img/databases/cratedb.svg\" title=\"CrateDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/databend",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/databend\" aria-label=\"Databend documentation\"><img src=\"/img/databases/databend.png\" title=\"Databend\"></a>"
    },
    {
      "href": "/docs/databases/supported/databricks",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/databricks\" aria-label=\"Databricks documentation\"><img src=\"/img/databases/databricks.png\" title=\"Databricks\"></a>"
    },
    {
      "href": "/docs/databases/supported/denodo",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/denodo\" aria-label=\"Denodo documentation\"><img src=\"/img/databases/denodo.png\" title=\"Denodo\"></a>"
    },
    {
      "href": "/docs/databases/supported/dremio",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/dremio\" aria-label=\"Dremio documentation\"><img src=\"/img/databases/dremio.png\" title=\"Dremio\"></a>"
    },
    {
      "href": "/docs/databases/supported/duckdb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/duckdb\" aria-label=\"DuckDB documentation\"><img src=\"/img/databases/duckdb.png\" title=\"DuckDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/elasticsearch",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/elasticsearch\" aria-label=\"Elasticsearch documentation\"><img src=\"/img/databases/elasticsearch.png\" title=\"Elasticsearch\"></a>"
    },
    {
      "href": "/docs/databases/supported/exasol",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/exasol\" aria-label=\"Exasol documentation\"><img src=\"/img/databases/exasol.png\" title=\"Exasol\"></a>"
    },
    {
      "href": "/docs/databases/supported/firebird",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/firebird\" aria-label=\"Firebird documentation\"><img src=\"/img/databases/firebird.png\" title=\"Firebird\"></a>"
    },
    {
      "href": "/docs/databases/supported/firebolt",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/firebolt\" aria-label=\"Firebolt documentation\"><img src=\"/img/databases/firebolt.png\" title=\"Firebolt\"></a>"
    },
    {
      "href": "/docs/databases/supported/google-bigquery",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/google-bigquery\" aria-label=\"Google BigQuery documentation\"><img src=\"/img/databases/google-big-query.svg\" title=\"Google BigQuery\"></a>"
    },
    {
      "href": "/docs/databases/supported/google-datastore",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/google-datastore\" aria-label=\"Google Datastore documentation\"><img src=\"/img/databases/datastore.png\" title=\"Google Datastore\"></a>"
    },
    {
      "href": "/docs/databases/supported/google-sheets",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/google-sheets\" aria-label=\"Google Sheets documentation\"><img src=\"/img/databases/google-sheets.svg\" title=\"Google Sheets\"></a>"
    },
    {
      "href": "/docs/databases/supported/greenplum",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/greenplum\" aria-label=\"Greenplum documentation\"><img src=\"/img/databases/greenplum.png\" title=\"Greenplum\"></a>"
    },
    {
      "href": "/docs/databases/supported/hologres",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/hologres\" aria-label=\"Hologres documentation\"><img src=\"/img/databases/hologres.png\" title=\"Hologres\"></a>"
    },
    {
      "href": "/docs/databases/supported/ibm-db2",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/ibm-db2\" aria-label=\"IBM Db2 documentation\"><img src=\"/img/databases/ibm-db2.svg\" title=\"IBM Db2\"></a>"
    },
    {
      "href": "/docs/databases/supported/ibm-netezza-performance-server",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/ibm-netezza-performance-server\" aria-label=\"IBM Netezza Performance Server documentation\"><img src=\"/img/databases/netezza.png\" title=\"IBM Netezza Performance Server\"></a>"
    },
    {
      "href": "/docs/databases/supported/mariadb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/mariadb\" aria-label=\"MariaDB documentation\"><img src=\"/img/databases/mariadb.png\" title=\"MariaDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/microsoft-sql-server",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/microsoft-sql-server\" aria-label=\"Microsoft SQL Server documentation\"><img src=\"/img/databases/msql.png\" title=\"Microsoft SQL Server\"></a>"
    },
    {
      "href": "/docs/databases/supported/monetdb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/monetdb\" aria-label=\"MonetDB documentation\"><img src=\"/img/databases/monet-db.png\" title=\"MonetDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/mongodb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/mongodb\" aria-label=\"MongoDB documentation\"><img src=\"/img/databases/mongodb.png\" title=\"MongoDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/motherduck",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/motherduck\" aria-label=\"MotherDuck documentation\"><img src=\"/img/databases/motherduck.png\" title=\"MotherDuck\"></a>"
    },
    {
      "href": "/docs/databases/supported/oceanbase",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/oceanbase\" aria-label=\"OceanBase documentation\"><img src=\"/img/databases/oceanbase.svg\" title=\"OceanBase\"></a>"
    },
    {
      "href": "/docs/databases/supported/oracle",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/oracle\" aria-label=\"Oracle documentation\"><img src=\"/img/databases/oraclelogo.png\" title=\"Oracle\"></a>"
    },
    {
      "href": "/docs/databases/supported/presto",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/presto\" aria-label=\"Presto documentation\"><img src=\"/img/databases/presto-og.png\" title=\"Presto\"></a>"
    },
    {
      "href": "/docs/databases/supported/risingwave",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/risingwave\" aria-label=\"RisingWave documentation\"><img src=\"/img/databases/risingwave.svg\" title=\"RisingWave\"></a>"
    },
    {
      "href": "/docs/databases/supported/sap-hana",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/sap-hana\" aria-label=\"SAP HANA documentation\"><img src=\"/img/databases/sap-hana.png\" title=\"SAP HANA\"></a>"
    },
    {
      "href": "/docs/databases/supported/sap-sybase",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/sap-sybase\" aria-label=\"SAP Sybase documentation\"><img src=\"/img/databases/sybase.png\" title=\"SAP Sybase\"></a>"
    },
    {
      "href": "/docs/databases/supported/shillelagh",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/shillelagh\" aria-label=\"Shillelagh documentation\"><img src=\"/img/databases/shillelagh.png\" title=\"Shillelagh\"></a>"
    },
    {
      "href": "/docs/databases/supported/singlestore",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/singlestore\" aria-label=\"SingleStore documentation\"><img src=\"/img/databases/singlestore.png\" title=\"SingleStore\"></a>"
    },
    {
      "href": "/docs/databases/supported/snowflake",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/snowflake\" aria-label=\"Snowflake documentation\"><img src=\"/img/databases/snowflake.svg\" title=\"Snowflake\"></a>"
    },
    {
      "href": "/docs/databases/supported/sqlite",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/sqlite\" aria-label=\"SQLite documentation\"><img src=\"/img/databases/sqlite.png\" title=\"SQLite\"></a>"
    },
    {
      "href": "/docs/databases/supported/starrocks",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/starrocks\" aria-label=\"StarRocks documentation\"><img src=\"/img/databases/starrocks.png\" title=\"StarRocks\"></a>"
    },
    {
      "href": "/docs/databases/supported/superset-meta-database",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/superset-meta-database\" aria-label=\"Superset meta database documentation\"><img src=\"/img/databases/superset.svg\" title=\"Superset meta database\"></a>"
    },
    {
      "href": "/docs/databases/supported/tdengine",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/tdengine\" aria-label=\"TDengine documentation\"><img src=\"/img/databases/tdengine.png\" title=\"TDengine\"></a>"
    },
    {
      "href": "/docs/databases/supported/teradata",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/teradata\" aria-label=\"Teradata documentation\"><img src=\"/img/databases/teradata.png\" title=\"Teradata\"></a>"
    },
    {
      "href": "/docs/databases/supported/timescaledb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/timescaledb\" aria-label=\"TimescaleDB documentation\"><img src=\"/img/databases/timescale.png\" title=\"TimescaleDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/trino",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/trino\" aria-label=\"Trino documentation\"><img src=\"/img/databases/trino.png\" title=\"Trino\"></a>"
    },
    {
      "href": "/docs/databases/supported/vertica",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/vertica\" aria-label=\"Vertica documentation\"><img src=\"/img/databases/vertica.png\" title=\"Vertica\"></a>"
    },
    {
      "href": "/docs/databases/supported/ydb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/ydb\" aria-label=\"YDB documentation\"><img src=\"/img/databases/ydb.svg\" title=\"YDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/yugabytedb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/yugabytedb\" aria-label=\"YugabyteDB documentation\"><img src=\"/img/databases/yugabyte.png\" title=\"YugabyteDB\"></a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://privacy.apache.org/policies/privacy-policy-public.html",
      "text": "Privacy",
      "html": "<a href=\"https://privacy.apache.org/policies/privacy-policy-public.html\" target=\"_blank\" rel=\"noreferrer\">Privacy</a>"
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  "score": 60,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

4 Warning

Needs attention

AEO: Answer-first sections

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 10,
  "passing": 0,
  "failing": [
    {
      "heading": "Find your documentation",
      "headingHtml": "<h2 class=\"title\">Find your documentation</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "User Guide",
      "headingHtml": "<h3 class=\"card-title\">User Guide</h3>",
      "firstParagraph": "For analysts and business users. Learn to explore data, build charts, create dashboards, and connect to databases.",
      "paragraphHtml": "<p class=\"card-description\">For analysts and business users. Learn to explore data, build charts, create dashboards, and connect to databases.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Administrator Guide",
      "headingHtml": "<h3 class=\"card-title\">Administrator Guide</h3>",
      "firstParagraph": "For teams installing and operating Superset. Covers installation, configuration, security, and database drivers.",
      "paragraphHtml": "<p class=\"card-description\">For teams installing and operating Superset. Covers installation, configuration, security, and database drivers.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Developer Guide",
      "headingHtml": "<h3 class=\"card-title\">Developer Guide</h3>",
      "firstParagraph": "For contributors and engineers building on Superset. Covers the REST API, extensions, and contributing workflows.",
      "paragraphHtml": "<p class=\"card-description\">For contributors and engineers building on Superset. Covers the REST API, extensions, and contributing workflows.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Community",
      "headingHtml": "<h3 class=\"card-title\">Community</h3>",
      "firstParagraph": "Join the Superset community. Find resources on Slack, GitHub, the mailing list, and upcoming meetups.",
      "paragraphHtml": "<p class=\"card-description\">Join the Superset community. Find resources on Slack, GitHub, the mailing list, and upcoming meetups.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Overview",
      "headingHtml": "<h2 class=\"title\">Overview</h2>",
      "firstParagraph": "Superset makes it easy to explore your data, using either our simple no-code viz builder or state-of-the-art SQL IDE.",
      "paragraphHtml": "<p class=\"description\">Superset makes it easy to explore your data, using either our simple no-code viz builder or state-of-the-art SQL IDE.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Self-serve analytics for anyone",
      "headingHtml": "<h2 class=\"title\">Self-serve analytics for anyone</h2>",
      "firstParagraph": "Create physical and virtual datasets to scale chart creation with unified metric definitions.",
      "paragraphHtml": "<p>Create physical and virtual datasets to scale chart creation with unified metric definitions.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Key features",
      "headingHtml": "<h3>Key features</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Supported Databases",
      "headingHtml": "<h2 class=\"title\"><a href=\"/docs/databases\" style=\"color:inherit;text-decoration:none\">Supported Databases</a></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Trusted by teams everywhere",
      "headingHtml": "<h2 class=\"title\">Trusted by teams everywhere</h2>",
      "firstParagraph": "Copyright © 2026, The Apache Software Foundation, Licensed under the Apache License.",
      "paragraphHtml": "<p>Copyright &#xa9; 2026, The <a href=\"https://www.apache.org/\" target=\"_blank\" rel=\"noreferrer\">Apache Software Foundation</a>, Licensed under the Apache <a href=\"https://apache.org/licenses/LICENSE-2.0\" target=\"_blank\" rel=\"noreferrer\">License</a>.</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 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.

3 Warning

Needs attention

AEO: Question-led structure

Warning
01

Issue

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

02

Why it matters

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

Check name

AEO: 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": 5,
  "questionH2s": [],
  "hasFaq": true,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

3 Warning

Needs attention

AEO: Answer evidence and trust

Warning
01

Issue

Missing AIO trust signals: publisher, freshnessDate.

Details

02

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
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    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [
    "Apache Software Foundation"
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  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.linkedin.com/company/apache-superset",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/apache-superset\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Follow us on LinkedIn\" aria-label=\"LinkedIn\"> <img src=\"/img/community/linkedin-symbol.svg\" alt=\"LinkedIn\"> </a>"
    }
  ],
  "contactLinks": [
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      "href": "/docs/databases",
      "text": "Supported Databases",
      "html": "<a href=\"/docs/databases\" style=\"color:inherit;text-decoration:none\">Supported Databases</a>"
    },
    {
      "href": "/docs/databases/supported/amazon-athena",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/amazon-athena\" aria-label=\"Amazon Athena documentation\"><img src=\"/img/databases/amazon-athena.jpg\" title=\"Amazon Athena\"></a>"
    },
    {
      "href": "/docs/databases/supported/amazon-dynamodb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/amazon-dynamodb\" aria-label=\"Amazon DynamoDB documentation\"><img src=\"/img/databases/aws.png\" title=\"Amazon DynamoDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/amazon-redshift",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/amazon-redshift\" aria-label=\"Amazon Redshift documentation\"><img src=\"/img/databases/redshift.png\" title=\"Amazon Redshift\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-doris",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-doris\" aria-label=\"Apache Doris documentation\"><img src=\"/img/databases/doris.png\" title=\"Apache Doris\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-drill",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-drill\" aria-label=\"Apache Drill documentation\"><img src=\"/img/databases/apache-drill.png\" title=\"Apache Drill\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-druid",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-druid\" aria-label=\"Apache Druid documentation\"><img src=\"/img/databases/druid.png\" title=\"Apache Druid\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-hive",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-hive\" aria-label=\"Apache Hive documentation\"><img src=\"/img/databases/apache-hive.svg\" title=\"Apache Hive\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-impala",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-impala\" aria-label=\"Apache Impala documentation\"><img src=\"/img/databases/apache-impala.png\" title=\"Apache Impala\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-iotdb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-iotdb\" aria-label=\"Apache IoTDB documentation\"><img src=\"/img/databases/apache-iotdb.svg\" title=\"Apache IoTDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-kylin",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-kylin\" aria-label=\"Apache Kylin documentation\"><img src=\"/img/databases/apache-kylin.png\" title=\"Apache Kylin\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-phoenix",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-phoenix\" aria-label=\"Apache Phoenix documentation\"><img src=\"/img/databases/apache-phoenix.png\" title=\"Apache Phoenix\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-pinot",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-pinot\" aria-label=\"Apache Pinot documentation\"><img src=\"/img/databases/apache-pinot.svg\" title=\"Apache Pinot\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-solr",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-solr\" aria-label=\"Apache Solr documentation\"><img src=\"/img/databases/apache-solr.png\" title=\"Apache Solr\"></a>"
    },
    {
      "href": "/docs/databases/supported/apache-spark-sql",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/apache-spark-sql\" aria-label=\"Apache Spark SQL documentation\"><img src=\"/img/databases/apache-spark.png\" title=\"Apache Spark SQL\"></a>"
    },
    {
      "href": "/docs/databases/supported/ascend",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/ascend\" aria-label=\"Ascend documentation\"><img src=\"/img/databases/ascend.webp\" title=\"Ascend\"></a>"
    },
    {
      "href": "/docs/databases/supported/aurora-mysql",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/aurora-mysql\" aria-label=\"Aurora MySQL documentation\"><img src=\"/img/databases/mysql.png\" title=\"Aurora MySQL\"></a>"
    },
    {
      "href": "/docs/databases/supported/aurora-postgresql",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/aurora-postgresql\" aria-label=\"Aurora PostgreSQL documentation\"><img src=\"/img/databases/postgresql.svg\" title=\"Aurora PostgreSQL\"></a>"
    },
    {
      "href": "/docs/databases/supported/azure-data-explorer",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/azure-data-explorer\" aria-label=\"Azure Data Explorer documentation\"><img src=\"/img/databases/kusto.png\" title=\"Azure Data Explorer\"></a>"
    },
    {
      "href": "/docs/databases/supported/azure-synapse",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/azure-synapse\" aria-label=\"Azure Synapse documentation\"><img src=\"/img/databases/azure.svg\" title=\"Azure Synapse\"></a>"
    },
    {
      "href": "/docs/databases/supported/clickhouse",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/clickhouse\" aria-label=\"ClickHouse documentation\"><img src=\"/img/databases/clickhouse.png\" title=\"ClickHouse\"></a>"
    },
    {
      "href": "/docs/databases/supported/cloudflare-d1",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/cloudflare-d1\" aria-label=\"Cloudflare D1 documentation\"><img src=\"/img/databases/cloudflare.png\" title=\"Cloudflare D1\"></a>"
    },
    {
      "href": "/docs/databases/supported/cockroachdb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/cockroachdb\" aria-label=\"CockroachDB documentation\"><img src=\"/img/databases/cockroachdb.png\" title=\"CockroachDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/couchbase",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/couchbase\" aria-label=\"Couchbase documentation\"><img src=\"/img/databases/couchbase.svg\" title=\"Couchbase\"></a>"
    },
    {
      "href": "/docs/databases/supported/cratedb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/cratedb\" aria-label=\"CrateDB documentation\"><img src=\"/img/databases/cratedb.svg\" title=\"CrateDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/databend",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/databend\" aria-label=\"Databend documentation\"><img src=\"/img/databases/databend.png\" title=\"Databend\"></a>"
    },
    {
      "href": "/docs/databases/supported/databricks",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/databricks\" aria-label=\"Databricks documentation\"><img src=\"/img/databases/databricks.png\" title=\"Databricks\"></a>"
    },
    {
      "href": "/docs/databases/supported/denodo",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/denodo\" aria-label=\"Denodo documentation\"><img src=\"/img/databases/denodo.png\" title=\"Denodo\"></a>"
    },
    {
      "href": "/docs/databases/supported/dremio",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/dremio\" aria-label=\"Dremio documentation\"><img src=\"/img/databases/dremio.png\" title=\"Dremio\"></a>"
    },
    {
      "href": "/docs/databases/supported/duckdb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/duckdb\" aria-label=\"DuckDB documentation\"><img src=\"/img/databases/duckdb.png\" title=\"DuckDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/elasticsearch",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/elasticsearch\" aria-label=\"Elasticsearch documentation\"><img src=\"/img/databases/elasticsearch.png\" title=\"Elasticsearch\"></a>"
    },
    {
      "href": "/docs/databases/supported/exasol",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/exasol\" aria-label=\"Exasol documentation\"><img src=\"/img/databases/exasol.png\" title=\"Exasol\"></a>"
    },
    {
      "href": "/docs/databases/supported/firebird",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/firebird\" aria-label=\"Firebird documentation\"><img src=\"/img/databases/firebird.png\" title=\"Firebird\"></a>"
    },
    {
      "href": "/docs/databases/supported/firebolt",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/firebolt\" aria-label=\"Firebolt documentation\"><img src=\"/img/databases/firebolt.png\" title=\"Firebolt\"></a>"
    },
    {
      "href": "/docs/databases/supported/google-bigquery",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/google-bigquery\" aria-label=\"Google BigQuery documentation\"><img src=\"/img/databases/google-big-query.svg\" title=\"Google BigQuery\"></a>"
    },
    {
      "href": "/docs/databases/supported/google-datastore",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/google-datastore\" aria-label=\"Google Datastore documentation\"><img src=\"/img/databases/datastore.png\" title=\"Google Datastore\"></a>"
    },
    {
      "href": "/docs/databases/supported/google-sheets",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/google-sheets\" aria-label=\"Google Sheets documentation\"><img src=\"/img/databases/google-sheets.svg\" title=\"Google Sheets\"></a>"
    },
    {
      "href": "/docs/databases/supported/greenplum",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/greenplum\" aria-label=\"Greenplum documentation\"><img src=\"/img/databases/greenplum.png\" title=\"Greenplum\"></a>"
    },
    {
      "href": "/docs/databases/supported/hologres",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/hologres\" aria-label=\"Hologres documentation\"><img src=\"/img/databases/hologres.png\" title=\"Hologres\"></a>"
    },
    {
      "href": "/docs/databases/supported/ibm-db2",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/ibm-db2\" aria-label=\"IBM Db2 documentation\"><img src=\"/img/databases/ibm-db2.svg\" title=\"IBM Db2\"></a>"
    },
    {
      "href": "/docs/databases/supported/ibm-netezza-performance-server",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/ibm-netezza-performance-server\" aria-label=\"IBM Netezza Performance Server documentation\"><img src=\"/img/databases/netezza.png\" title=\"IBM Netezza Performance Server\"></a>"
    },
    {
      "href": "/docs/databases/supported/mariadb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/mariadb\" aria-label=\"MariaDB documentation\"><img src=\"/img/databases/mariadb.png\" title=\"MariaDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/microsoft-sql-server",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/microsoft-sql-server\" aria-label=\"Microsoft SQL Server documentation\"><img src=\"/img/databases/msql.png\" title=\"Microsoft SQL Server\"></a>"
    },
    {
      "href": "/docs/databases/supported/monetdb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/monetdb\" aria-label=\"MonetDB documentation\"><img src=\"/img/databases/monet-db.png\" title=\"MonetDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/mongodb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/mongodb\" aria-label=\"MongoDB documentation\"><img src=\"/img/databases/mongodb.png\" title=\"MongoDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/motherduck",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/motherduck\" aria-label=\"MotherDuck documentation\"><img src=\"/img/databases/motherduck.png\" title=\"MotherDuck\"></a>"
    },
    {
      "href": "/docs/databases/supported/oceanbase",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/oceanbase\" aria-label=\"OceanBase documentation\"><img src=\"/img/databases/oceanbase.svg\" title=\"OceanBase\"></a>"
    },
    {
      "href": "/docs/databases/supported/oracle",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/oracle\" aria-label=\"Oracle documentation\"><img src=\"/img/databases/oraclelogo.png\" title=\"Oracle\"></a>"
    },
    {
      "href": "/docs/databases/supported/presto",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/presto\" aria-label=\"Presto documentation\"><img src=\"/img/databases/presto-og.png\" title=\"Presto\"></a>"
    },
    {
      "href": "/docs/databases/supported/risingwave",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/risingwave\" aria-label=\"RisingWave documentation\"><img src=\"/img/databases/risingwave.svg\" title=\"RisingWave\"></a>"
    },
    {
      "href": "/docs/databases/supported/sap-hana",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/sap-hana\" aria-label=\"SAP HANA documentation\"><img src=\"/img/databases/sap-hana.png\" title=\"SAP HANA\"></a>"
    },
    {
      "href": "/docs/databases/supported/sap-sybase",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/sap-sybase\" aria-label=\"SAP Sybase documentation\"><img src=\"/img/databases/sybase.png\" title=\"SAP Sybase\"></a>"
    },
    {
      "href": "/docs/databases/supported/shillelagh",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/shillelagh\" aria-label=\"Shillelagh documentation\"><img src=\"/img/databases/shillelagh.png\" title=\"Shillelagh\"></a>"
    },
    {
      "href": "/docs/databases/supported/singlestore",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/singlestore\" aria-label=\"SingleStore documentation\"><img src=\"/img/databases/singlestore.png\" title=\"SingleStore\"></a>"
    },
    {
      "href": "/docs/databases/supported/snowflake",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/snowflake\" aria-label=\"Snowflake documentation\"><img src=\"/img/databases/snowflake.svg\" title=\"Snowflake\"></a>"
    },
    {
      "href": "/docs/databases/supported/sqlite",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/sqlite\" aria-label=\"SQLite documentation\"><img src=\"/img/databases/sqlite.png\" title=\"SQLite\"></a>"
    },
    {
      "href": "/docs/databases/supported/starrocks",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/starrocks\" aria-label=\"StarRocks documentation\"><img src=\"/img/databases/starrocks.png\" title=\"StarRocks\"></a>"
    },
    {
      "href": "/docs/databases/supported/superset-meta-database",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/superset-meta-database\" aria-label=\"Superset meta database documentation\"><img src=\"/img/databases/superset.svg\" title=\"Superset meta database\"></a>"
    },
    {
      "href": "/docs/databases/supported/tdengine",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/tdengine\" aria-label=\"TDengine documentation\"><img src=\"/img/databases/tdengine.png\" title=\"TDengine\"></a>"
    },
    {
      "href": "/docs/databases/supported/teradata",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/teradata\" aria-label=\"Teradata documentation\"><img src=\"/img/databases/teradata.png\" title=\"Teradata\"></a>"
    },
    {
      "href": "/docs/databases/supported/timescaledb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/timescaledb\" aria-label=\"TimescaleDB documentation\"><img src=\"/img/databases/timescale.png\" title=\"TimescaleDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/trino",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/trino\" aria-label=\"Trino documentation\"><img src=\"/img/databases/trino.png\" title=\"Trino\"></a>"
    },
    {
      "href": "/docs/databases/supported/vertica",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/vertica\" aria-label=\"Vertica documentation\"><img src=\"/img/databases/vertica.png\" title=\"Vertica\"></a>"
    },
    {
      "href": "/docs/databases/supported/ydb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/ydb\" aria-label=\"YDB documentation\"><img src=\"/img/databases/ydb.svg\" title=\"YDB\"></a>"
    },
    {
      "href": "/docs/databases/supported/yugabytedb",
      "text": "",
      "html": "<a href=\"/docs/databases/supported/yugabytedb\" aria-label=\"YugabyteDB documentation\"><img src=\"/img/databases/yugabyte.png\" title=\"YugabyteDB\"></a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://privacy.apache.org/policies/privacy-policy-public.html",
      "text": "Privacy",
      "html": "<a href=\"https://privacy.apache.org/policies/privacy-policy-public.html\" target=\"_blank\" rel=\"noreferrer\">Privacy</a>"
    }
  ],
  "score": 60,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 75/100 and needs improvement.

2 Warning

Needs attention

AIO: Visible structured data match

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Visible structured data match

Score

75/100

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 75/100 and needs improvement.

Evidence
{
  "schemaCount": 2,
  "checkedFields": [
    {
      "path": "$[0].author.name",
      "value": "Apache Software Foundation"
    },
    {
      "path": "$[0].description",
      "value": "Apache Superset is a modern, enterprise-ready business intelligence web application for data exploration and visualization."
    },
    {
      "path": "$[0].name",
      "value": "Apache Superset"
    },
    {
      "path": "$[1].name",
      "value": "Apache Superset"
    }
  ],
  "mismatches": [
    {
      "path": "$[0].description",
      "value": "Apache Superset is a modern, enterprise-ready business intelligence web application for data exploration and visualization."
    }
  ],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

2 Warning

Needs attention

GEO: Explanatory content depth

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "candidatePassages": 1,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 16,
      "heading": "H2: Trusted by teams everywhere",
      "text": "Apache Superset, Apache, Superset, the Superset logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation. Apache Software Foundation resources",
      "words": 44,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (44 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p><small>Apache Superset, Apache, Superset, the Superset logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation. <a href=\"https://www.apache.org/\" target=\"_blank\">Apache Software Foundation</a> resources</small></p>"
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 68/100 and needs improvement.

2 Warning

Needs attention

AEO: Entity and definition clarity

Warning
01

Issue

Entity or definition gaps: welcome.

Details

02

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

68/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AEO: Entity and definition clarity scored 68/100 and needs improvement.

Evidence
{
  "title": "Welcome | Superset",
  "h1": "",
  "description": "Community website for Apache Supersetâ„¢, a data visualization and data exploration platform",
  "topicOverlap": 0.5,
  "definitionCount": 4,
  "topicTerms": [
    "welcome",
    "superset"
  ],
  "descriptionTerms": [
    "community",
    "website",
    "apache",
    "superset",
    "data",
    "visualization",
    "exploration",
    "platform"
  ],
  "missingFromDescription": [
    "welcome"
  ],
  "score": 68,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

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

2 Warning

Needs attention

GEO: Extraction-friendly structure

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

GEO: Extraction-friendly structure

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": true,
  "definitionPatterns": 4,
  "schemaBlocks": 2,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process"
  ],
  "score": 85,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 10,
  "passing": 0,
  "failing": [
    {
      "heading": "Find your documentation",
      "headingHtml": "<h2 class=\"title\">Find your documentation</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "User Guide",
      "headingHtml": "<h3 class=\"card-title\">User Guide</h3>",
      "firstParagraph": "For analysts and business users. Learn to explore data, build charts, create dashboards, and connect to databases.",
      "paragraphHtml": "<p class=\"card-description\">For analysts and business users. Learn to explore data, build charts, create dashboards, and connect to databases.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Administrator Guide",
      "headingHtml": "<h3 class=\"card-title\">Administrator Guide</h3>",
      "firstParagraph": "For teams installing and operating Superset. Covers installation, configuration, security, and database drivers.",
      "paragraphHtml": "<p class=\"card-description\">For teams installing and operating Superset. Covers installation, configuration, security, and database drivers.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Developer Guide",
      "headingHtml": "<h3 class=\"card-title\">Developer Guide</h3>",
      "firstParagraph": "For contributors and engineers building on Superset. Covers the REST API, extensions, and contributing workflows.",
      "paragraphHtml": "<p class=\"card-description\">For contributors and engineers building on Superset. Covers the REST API, extensions, and contributing workflows.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Community",
      "headingHtml": "<h3 class=\"card-title\">Community</h3>",
      "firstParagraph": "Join the Superset community. Find resources on Slack, GitHub, the mailing list, and upcoming meetups.",
      "paragraphHtml": "<p class=\"card-description\">Join the Superset community. Find resources on Slack, GitHub, the mailing list, and upcoming meetups.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Overview",
      "headingHtml": "<h2 class=\"title\">Overview</h2>",
      "firstParagraph": "Superset makes it easy to explore your data, using either our simple no-code viz builder or state-of-the-art SQL IDE.",
      "paragraphHtml": "<p class=\"description\">Superset makes it easy to explore your data, using either our simple no-code viz builder or state-of-the-art SQL IDE.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Self-serve analytics for anyone",
      "headingHtml": "<h2 class=\"title\">Self-serve analytics for anyone</h2>",
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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
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Page experience for AIO

Score

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
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      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/vlmedia.svg\" alt=\"VLMedia\" title=\"VLMedia\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/club25deagosto.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/club25deagosto.svg\" alt=\"Club 25 de Agosto (Femenino / Women&apos;s Team)\" title=\"Club 25 de Agosto (Femenino / Women&apos;s Team)\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/hollyland猛玛.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/hollyland&#x731b;&#x739b;.svg\" alt=\"HOLLYLAND&#x731b;&#x739b;\" title=\"HOLLYLAND&#x731b;&#x739b;\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/hifadih.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/hifadih.png\" alt=\"Hifadih Business &amp; Technology\" title=\"Hifadih Business &amp; Technology\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/hpe.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/hpe.png\" alt=\"HPE\" title=\"HPE\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/plaidcloud.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/plaidcloud.svg\" alt=\"PlaidCloud\" title=\"PlaidCloud\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/preset.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/preset.svg\" alt=\"Preset, Inc.\" title=\"Preset, Inc.\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/userguiding.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/userguiding.svg\" alt=\"UserGuiding\" title=\"UserGuiding\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/xnet.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/xnet.png\" alt=\"XNET\" title=\"XNET\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/cirrus.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/cirrus.svg\" alt=\"Cirrus Assessment\" title=\"Cirrus Assessment\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/vlmedia.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/vlmedia.svg\" alt=\"VLMedia\" title=\"VLMedia\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/club25deagosto.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/club25deagosto.svg\" alt=\"Club 25 de Agosto (Femenino / Women&apos;s Team)\" title=\"Club 25 de Agosto (Femenino / Women&apos;s Team)\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/hollyland猛玛.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/hollyland&#x731b;&#x739b;.svg\" alt=\"HOLLYLAND&#x731b;&#x739b;\" title=\"HOLLYLAND&#x731b;&#x739b;\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/hifadih.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/hifadih.png\" alt=\"Hifadih Business &amp; Technology\" title=\"Hifadih Business &amp; Technology\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/hpe.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/hpe.png\" alt=\"HPE\" title=\"HPE\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/plaidcloud.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/plaidcloud.svg\" alt=\"PlaidCloud\" title=\"PlaidCloud\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/preset.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/preset.svg\" alt=\"Preset, Inc.\" title=\"Preset, Inc.\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/userguiding.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/userguiding.svg\" alt=\"UserGuiding\" title=\"UserGuiding\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/logos/xnet.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/logos/xnet.png\" alt=\"XNET\" title=\"XNET\" style=\"max-height:48px;max-width:100%;object-fit:contain\">"
    },
    {
      "src": "/img/community/blur.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"blur\" src=\"/img/community/blur.png\" alt=\"Blur\">"
    },
    {
      "src": "/img/community/slack-symbol.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/community/slack-symbol.svg\" alt=\"Slack\">"
    },
    {
      "src": "/img/community/x-symbol.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/community/x-symbol.svg\" alt=\"X\">"
    },
    {
      "src": "/img/community/linkedin-symbol.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/community/linkedin-symbol.svg\" alt=\"LinkedIn\">"
    },
    {
      "src": "/img/community/bluesky-symbol.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/community/bluesky-symbol.svg\" alt=\"Bluesky\">"
    },
    {
      "src": "/img/community/reddit-symbol.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/community/reddit-symbol.svg\" alt=\"Reddit\">"
    },
    {
      "src": "/img/netlify.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/img/netlify.png\" alt=\"Netlify\" title=\"Netlify - Deploy Previews\">"
    },
    {
      "src": "/img/community/line.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"footer__divider\" src=\"/img/community/line.png\" alt=\"Divider\">"
    },
    {
      "src": "https://static.scarf.sh/a.png?x-pxid=39ae6855-95fc-4566-86e5-360d542b0a68",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img referrerpolicy=\"no-referrer-when-downgrade\" src=\"https://static.scarf.sh/a.png?x-pxid=39ae6855-95fc-4566-86e5-360d542b0a68\">"
    }
  ],
  "possibleDialogs": [],
  "score": 80,
  "weight": 10
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "headings": [
    {
      "text": "Find your documentation",
      "html": "<h2 class=\"title\">Find your documentation</h2>"
    },
    {
      "text": "Overview",
      "html": "<h2 class=\"title\">Overview</h2>"
    },
    {
      "text": "Self-serve analytics for anyone",
      "html": "<h2 class=\"title\">Self-serve analytics for anyone</h2>"
    },
    {
      "text": "Supported Databases",
      "html": "<h2 class=\"title\"><a href=\"/docs/databases\" style=\"color:inherit;text-decoration:none\">Supported Databases</a></h2>"
    },
    {
      "text": "Trusted by teams everywhere",
      "html": "<h2 class=\"title\">Trusted by teams everywhere</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Welcome?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Welcome work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Welcome?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Welcome free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Welcome compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does Welcome work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Welcome?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Welcome free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Welcome compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational
01

Issue

AI context endpoint is informational for this page.

02

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

  1. Fetch to find resource

    AI context endpoint was not found at the expected path.

Evidence
{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=iso-8859-1",
            "length": 196
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence
{
  "headings": [
    {
      "text": "Find your documentation",
      "html": "<h2 class=\"title\">Find your documentation</h2>"
    },
    {
      "text": "Overview",
      "html": "<h2 class=\"title\">Overview</h2>"
    },
    {
      "text": "Self-serve analytics for anyone",
      "html": "<h2 class=\"title\">Self-serve analytics for anyone</h2>"
    },
    {
      "text": "Supported Databases",
      "html": "<h2 class=\"title\"><a href=\"/docs/databases\" style=\"color:inherit;text-decoration:none\">Supported Databases</a></h2>"
    },
    {
      "text": "Trusted by teams everywhere",
      "html": "<h2 class=\"title\">Trusted by teams everywhere</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Welcome?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Welcome work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Welcome?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Welcome free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Welcome compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does Welcome work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Welcome?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Welcome free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Welcome compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational
01

Issue

IndexNow key is informational for this page.

02

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

  1. Find advertised IndexNow key location

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

  2. Fetch and validate IndexNow key file

    No discoverable IndexNow key file was found.

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

SEOSEOBrowser audit

Image elements do not have `[alt]` attributes

100 Fail

Check name

Image elements do not have `[alt]` attributes

Score

0/100

Status

fail

Device

desktop

Category

SEO

Fix guidance

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

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

Performance and AccessibilityAccessibilityBrowser audit

Heading elements are not in a sequentially-descending order

50 Fail

Check name

Heading elements are not in a sequentially-descending order

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order).

Evidence
{
  "description": "Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order)."
}

Performance and AccessibilityAccessibilityBrowser audit

Image elements do not have `[alt]` attributes

50 Fail

Check name

Image elements do not have `[alt]` attributes

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

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

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

Performance and AccessibilityPerformanceBrowser audit

Links do not have a discernible name

14 Fail

Check name

Links do not have a discernible name

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name).

Evidence
{
  "description": "Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name)."
}

Performance and AccessibilityPerformanceBrowser audit

Links rely on color to be distinguishable.

14 Fail

Check name

Links rely on color to be distinguishable.

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Low-contrast text is difficult or impossible for many users to read. Link text that is discernible improves the experience for users with low vision. [Learn how to make links distinguishable](https://dequeuniversity.com/rules/axe/4.11/link-in-text-block).

Evidence
{
  "description": "Low-contrast text is difficult or impossible for many users to read. Link text that is discernible improves the experience for users with low vision. [Learn how to make links distinguishable](https://dequeuniversity.com/rules/axe/4.11/link-in-text-block)."
}

Performance and AccessibilityPerformanceBrowser audit

Lists do not contain only `<li>` elements and script supporting elements (`<script>` and `<template>`).

14 Fail

Check name

Lists do not contain only `<li>` elements and script supporting elements (`<script>` and `<template>`).

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Screen readers have a specific way of announcing lists. Ensuring proper list structure aids screen reader output. [Learn more about proper list structure](https://dequeuniversity.com/rules/axe/4.11/list).

Evidence
{
  "description": "Screen readers have a specific way of announcing lists. Ensuring proper list structure aids screen reader output. [Learn more about proper list structure](https://dequeuniversity.com/rules/axe/4.11/list)."
}

Performance and AccessibilityPerformanceBrowser audit

Use efficient cache lifetimes

14 Fail

Check name

Use efficient cache lifetimes

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 4,629 KiB

Fix guidance

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

Evidence
{
  "displayValue": "Est savings of 4,629 KiB",
  "description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}

Performance and AccessibilityPerformanceBrowser audit

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

7 Warning

Check name

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

Score

50/100

Status

warning

Device

desktop

Category

Performance

Fix guidance

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

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

Improve image delivery

7 Warning

Check name

Improve image delivery

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 1,891 KiB

Fix guidance

Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)

Evidence
{
  "displayValue": "Est savings of 1,891 KiB",
  "description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

5 Fail

Check name

Loading performance

Score

62/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

Evidence
{
  "checks": [
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 98,
      "displayValue": "0.7 s",
      "numericValue": 667.2237626153487
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 55,
      "displayValue": "4.2 s",
      "numericValue": 4234.656097435529
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 75,
      "displayValue": "1.6 s",
      "numericValue": 1642.5072140823418
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 0,
      "displayValue": "1,150 ms",
      "numericValue": 1145.000000000001
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 67,
      "displayValue": "1.9 s",
      "numericValue": 1880.6635537734437
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 10 ms",
      "numericValue": 7
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "20 ms",
      "numericValue": 23.000129999999995
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 0,
      "displayValue": "1,690 ms",
      "numericValue": 1687.0000000000027
    }
  ]
}

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

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1 reports
Public score history report links
Scan dateScoreReadinessReport
54/100Level 3, Bot-AwareCurrent report
Report ID 3c429b79-eec0-447d-90cd-d26284efc808. Scanned Jun 8, 2026, 7:29 PM.
superset.apache.org AI SEO Report: 54/100 (Level 3, Bot-Aware)