Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 40 out of 100
- Agent Ease of Use 6 out of 100
- Security & Trust 0 out of 100
- GEO, AIO and AEO 75 out of 100
- SEO 92 out of 100
- Performance and Accessibility 84 out of 100
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 40 | Priority fix | 9 | 14 | 1 | View details |
| Discoverability | 57 | Needs work | 4 | 5 | 0 | View details |
| Content Readiness | 54 | Needs work | 5 | 5 | 1 | View details |
| Bot Access Control | 0 | Priority fix | 0 | 4 | 0 | View details |
| Agent Ease of Use | 6 | Priority fix | 4 | 29 | 3 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 7 | 0 | View details |
| MCP | 13 | Priority fix | 0 | 6 | 2 | View details |
| Skill Discovery | 5 | Priority fix | 0 | 10 | 1 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 75 | Mostly ready | 5 | 2 | 12 | View details |
| GEO Readiness | 84 | Mostly ready | 1 | 0 | 4 | |
| AIO Readiness | 80 | Mostly ready | 3 | 1 | 3 | View details |
| AEO Readiness | 62 | Needs work | 1 | 1 | 5 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| Security & Trust | 0 | Priority fix | 4 | 5 | 0 | View details |
| Security & Trust | 0 | Priority fix | 0 | 5 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 84 | Mostly ready | 19 | 6 | 2 | View details |
| Performance | 85 | Mostly ready | 11 | 5 | 2 | View details |
| Accessibility | 83 | Mostly ready | 8 | 1 | 0 | View details |
Prioritized recommendations
Issues ranked by score impact
53 items need attention
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
Needs attention
API Catalog
Issue
The API catalog endpoint did not return HTTP 2xx.
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Fetch API catalog".
Validation steps
Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "fail",
"evidence": {
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The API catalog endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/api-catalog."
},
{
"id": "validate",
"title": "Validate RFC 9727 linkset",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {"
},
"issue": "Response is not valid JSON.",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
Needs attention
OpenAPI discovery
Issue
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery failed at "Find valid OpenAPI document".
Validation steps
Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {"
},
{
"path": "/openapi.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {"
},
{
"path": "/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {"
},
{
"path": "/swagger.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {"
},
{
"path": "/api/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {"
},
{
"path": "/api/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {"
},
{
"path": "/docs/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {"
}
]
},
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
}
]
}AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
Needs attention
AI bot rules in robots.txt
Issue
No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.
Why it matters
Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.
Check name
AI bot rules in robots.txt
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Established
Goal
Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.
Result
AI bot rules in robots.txt is missing or incomplete.
Evidence
{
"expectedBots": [
"GPTBot",
"ChatGPT-User",
"ClaudeBot",
"Claude-Web",
"Anthropic-AI",
"Google-Extended",
"PerplexityBot",
"CCBot",
"Applebot-Extended",
"Meta-ExternalAgent",
"Bytespider",
"Amazonbot",
"Cohere-AI"
],
"configuredBots": []
}AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
Needs attention
Content Signal
Issue
No Content Signal found in robots.txt
Why it matters
Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.
Check name
Content Signal
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Declare AI content usage preferences with Content Signal in robots.txt.
Result
Content Signal is missing or incomplete.
Evidence
{
"signals": [],
"ai-train": false,
"search": false,
"ai-input": false
}AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
Needs attention
FAQPage schema
Issue
FAQ content was detected but no FAQPage schema was found.
Why it matters
FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.
Check name
FAQPage schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose question-and-answer content in FAQPage structured data when FAQs are present.
Result
FAQPage schema is missing or incomplete.
Evidence
{
"found": false,
"visibleFaq": true,
"allTypes": [
"Organization"
]
}AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
Needs attention
High-value schema types
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
Why it matters
High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.
Check name
High-value schema types
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Use schema types that describe the page's primary content or offering.
Result
High-value schema types is missing or incomplete.
Evidence
{
"found": [],
"expected": [
"Article",
"BlogPosting",
"NewsArticle",
"Product",
"SoftwareApplication",
"FAQPage",
"LocalBusiness",
"VideoObject",
"HowTo",
"Event",
"Course",
"Review",
"Service"
],
"allTypes": [
"Organization"
]
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
Issue
No useful agent discovery Link headers were found.
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
33 Fail
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
Needs attention
Markdown negotiation
Issue
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Why it matters
Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.
Check name
Markdown negotiation
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Return HTML responses as markdown when agents request it.
Result
Markdown negotiation failed at "Markdown content type".
Validation steps
Markdown content type
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".
Structured Markdown body
Markdown response is missing a heading.
Evidence
{
"failedStep": "content-type",
"steps": [
{
"id": "content-type",
"title": "Markdown content type",
"status": "fail",
"evidence": {
"statusCode": 200,
"contentType": "text/html; charset=utf-8"
},
"issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
"howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
},
{
"id": "vary-accept",
"title": "Vary: Accept header",
"status": "fail",
"evidence": {
"vary": "Accept-Encoding"
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding\".",
"howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
},
{
"id": "markdown-content",
"title": "Structured Markdown body",
"status": "fail",
"evidence": {
"valid": false,
"hasHeading": false,
"wordCount": 16690,
"excerpt": "<!DOCTYPE html><html prefix=\"og: https://ogp.me/ns#\" lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\"",
"issue": "Markdown response is missing a heading."
},
"issue": "Markdown response is missing a heading.",
"howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
33 Fail
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
Needs attention
Semantic HTML
Issue
Semantic HTML is incomplete: missing <main> landmark; skipped heading levels; 7 links missing accessible names; 0/2 applicable form inputs have autocomplete attributes (2 missing).
Details
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": false,
"nav": true,
"footer": true,
"meaningfulH1": true,
"headingOrder": false,
"accessibleLinks": false,
"accessibleButtons": true,
"imageAltCoverage": true,
"formAutocompleteCoverage": false,
"details": {
"inaccessibleLinks": [
"<a href=\"https://www.metabase.com/\"> <div class=\"MB-Logo inline-block\"></div> </a>",
"<a href=\"https://github.com/metabase/metabase\" target=\"_blank\" class=\"github-button\"> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" fill=\"none\" viewBox=\"0 0 32 32\"> <path stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\" d=\"m16 6.333 2.333 7.334h7.334l-6 4.666 2 7.334L16 21l-5.667 4.667 2-7.334-6-4.666h7.334z\"/> </svg> <span class=\"github-stars\"></span> <svg id=\"\" class=\"\" width=\"20\" height=\"20\" viewBox=\"0 0 26 26\" fill=\"\"> <path d=\"M12.7888",
"<a href=\"https://www.metabase.com/\"> <div class=\"MB-Logo-small\"></div> </a>",
"<a href=\"https://www.youtube.com/channel/UCvg53nhM-xPUiFGqDJDhjaw\" target=\"_blank\"> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\" height=\"18\" fill=\"none\"><g clip-path=\"url(#a)\"> <path fill=\"#8D93A5\" fill-rule=\"evenodd\" d=\"M21.377 1.078a3.01 3.01 0 0 1 2.122 2.128C24 5.083 24 9 24 9s0 3.917-.502 5.794a3.01 3.01 0 0 1-2.121 2.129c-1.872.503-9.377.503-9.377.503s-7.505 0-9.377-.503a3.01 3.01 0 0 1-2.121-2.129C0 12.917 0 9 0 9s0-3.917.502-5.794a3.01 3.01 0 0 1 2.121-2.128C4.495.575 12 .575 12 .5",
"<a href=\"https://www.github.com/metabase\" target=\"_blank\"> <svg id=\"\" class=\"\" width=\"24\" height=\"24\" viewBox=\"0 0 26 26\" fill=\"#8D93A5\"> <path d=\"M12.7888232,0 C5.72701843,0 0,5.72623326 0,12.7903935 C0,18.4412506 3.664381,23.2347038 8.74677616,24.9259565 C9.38668842,25.0437318 9.61988344,24.6487921 9.61988344,24.3095993 C9.61988344,24.0065243 9.60889108,23.2017267 9.60260973,22.1346828 C6.04501164,22.9072885 5.29439063,20.419875 5.29439063,20.419875 C4.71258083,18.942188 3.87402097,18.5488187 ",
"<a href=\"https://www.twitter.com/metabase\" target=\"_blank\"> <svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <g clip-path=\"url(#clip0_2878_2487)\"> <path d=\"M13.9761 10.1625L22.7186 0.00012207H20.6469L13.0558 8.82396L6.99289 0.00012207H0L9.16837 13.3433L0 24.0001H2.07179L10.0881 14.6819L16.491 24.0001H23.4839L13.9756 10.1625H13.9761ZM11.1385 13.4609L10.2096 12.1322L2.81829 1.55974H6.00044L11.9653 10.0921L12.8942 11.4207L20.6479 22.5114H17.4657L11.138",
"<a href=\"https://www.linkedin.com/company/metabase\" target=\"_blank\"> <svg id=\"\" class=\"\" fill=\"#8D93A5\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 30 30\" width=\"28\" height=\"28\"> <path d=\"M24,4H6C4.895,4,4,4.895,4,6v18c0,1.105,0.895,2,2,2h18c1.105,0,2-0.895,2-2V6C26,4.895,25.105,4,24,4z M10.954,22h-2.95 v-9.492h2.95V22z M9.449,11.151c-0.951,0-1.72-0.771-1.72-1.72c0-0.949,0.77-1.719,1.72-1.719c0.948,0,1.719,0.771,1.719,1.719 C11.168,10.38,10.397,11.151,9.449,11.151z M22.004,22h-2.948v-4.616c0"
],
"inaccessibleButtons": [],
"missingAutocompleteInputs": [
"<input class=\"required email input input-small bordered mr-2\" id=\"mce-EMAIL\" name=\"EMAIL\" placeholder=\"Email address\" style=\"flex-grow: 1;\" tabindex=\"-1\" type=\"email\" value aria-required=\"true\">",
"<input name=\"b_869fec0e4689e8fd1db91e795_b9664113a8\" tabindex=\"-1\" type=\"text\" value>"
],
"imagesMissingAlt": [],
"skippedHeadingLevels": [
"h6: Business Intelligence",
"h6: Embedded Analytics",
"h6: Documentation",
"h6: Learn",
"h6: Business Intelligence",
"h6: Embedded Analytics",
"h1: Open source analytics that answers back",
"h4: What's new",
"h3: Open source deploys with AI features",
"h3: Get up and running in no time",
"h5: Always open-source",
"h5: Connect to 20+ data sources",
"h5: Enterprise-grade security",
"h2: Business intelligence your team can use",
"h2: Business intelligence your team can use",
"h2: Put production-grade analytics into your app without drama",
"h3: Keeps up as you grow",
"h3: Analytics that people straight up love",
"h5: Subscribe to our newsletter",
"h6: Product",
"h6: Pricing",
"h6: Use Cases",
"h6: Metabase Plans",
"h6: Features",
"h6: Company",
"h6: Support",
"h6: Resources"
]
},
"counts": {
"h1": 1,
"headings": 27,
"links": 309,
"inaccessibleLinks": 7,
"buttons": 4,
"inaccessibleButtons": 0,
"images": 144,
"imagesWithAlt": 144,
"autocompleteInputs": 2,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 2
}
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
33 Fail
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
Needs attention
Web Bot Auth request signing
Issue
Web Bot Auth request signing was not found at the expected path.
Why it matters
Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.
Check name
Web Bot Auth request signing
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.
Result
Web Bot Auth request signing failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Web Bot Auth request signing was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/http-message-signatures-directory",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
}
]
},
"issue": "Web Bot Auth request signing was not found at the expected path.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
Needs attention
MCP Server Card
Issue
MCP Server Card was not found at the expected path.
Why it matters
MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.
Check name
MCP Server Card
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Publish an MCP Server Card for agent discovery.
Result
MCP Server Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
MCP Server Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
}
]
},
"issue": "MCP Server Card was not found at the expected path.",
"howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
}
]
}Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
Needs attention
mcp.json
Issue
mcp.json was not found at the expected path.
Why it matters
MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.
Check name
mcp.json
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.
Result
mcp.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
mcp.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
}
]
},
"issue": "mcp.json was not found at the expected path.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
}
]
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
Needs attention
WebMCP manifest
Issue
WebMCP manifest was not found at the expected path.
Why it matters
A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.
Check name
WebMCP manifest
Score
0/100
Status
fail
Category
MCP
Maturity
Informational
Goal
Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.
Result
WebMCP manifest failed at "Fetch to find resource".
Validation steps
Fetch to find resource
WebMCP manifest was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
}
]
},
"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
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.
Why it matters
Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.
Check name
Content freshness signals
Score
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": "Fri, 05 Jun 2026 18:22:29 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
Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
Needs attention
A2A Agent Card
Issue
A2A Agent Card was not found at the expected path.
Why it matters
A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.
Check name
A2A Agent Card
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent card so A2A-compatible clients can discover capabilities.
Result
A2A Agent Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
A2A Agent Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
}
]
},
"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
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
Needs attention
Agent Skills index
Issue
Agent Skills index was not found at the expected path.
Why it matters
An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.
Check name
Agent Skills index
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent skills discovery index.
Result
Agent Skills index failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Agent Skills index was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
}
]
},
"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
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
Needs attention
agent.json
Issue
agent.json was not found at the expected path.
Why it matters
agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.
Check name
agent.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.
Result
agent.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agent.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
}
]
},
"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
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
Needs attention
agents.json
Issue
agents.json was not found at the expected path.
Why it matters
agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.
Check name
agents.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Informational
Goal
Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.
Result
agents.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agents.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
}
]
},
"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."
}
]
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
20 Fail
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
Needs attention
Content-Security-Policy
Issue
Content-Security-Policy is missing or incomplete.
Why it matters
Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.
Check name
Content-Security-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Constrain script, style, frame, and resource loading with a Content-Security-Policy header.
Result
Content-Security-Policy is missing or incomplete.
Evidence
{
"header": "content-security-policy",
"value": null
}Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
20 Fail
Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
Needs attention
Frame protection
Issue
Frame protection is missing or incomplete.
Why it matters
Frame protection blocks hostile sites from embedding pages in deceptive frames, reducing clickjacking risk.
Check name
Frame protection
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent unwanted framing with X-Frame-Options or CSP frame-ancestors.
Result
Frame protection is missing or incomplete.
Evidence
{
"xFrameOptions": null,
"validXFrame": false,
"contentSecurityPolicy": null,
"cspFrameAncestors": false
}Security & TrustSecurity & TrustEstablished
HSTS header
HSTS header is missing or incomplete.
20 Fail
Security & TrustSecurity & TrustEstablished
HSTS header
HSTS header is missing or incomplete.
Needs attention
HSTS header
Issue
HSTS header is missing or incomplete.
Why it matters
HSTS tells browsers to keep using HTTPS after the first secure visit, reducing downgrade and mixed-transport risk for repeat users.
Check name
HSTS header
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Require HTTPS for repeat visits with Strict-Transport-Security.
Result
HSTS header is missing or incomplete.
Evidence
{
"header": "strict-transport-security",
"value": null
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
20 Fail
Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
Needs attention
Referrer-Policy
Issue
Referrer-Policy is missing or incomplete.
Why it matters
Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.
Check name
Referrer-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Limit how much referrer data leaves the site.
Result
Referrer-Policy is missing or incomplete.
Evidence
{
"header": "referrer-policy",
"value": null
}Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
20 Fail
Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
Needs attention
X-Content-Type-Options
Issue
X-Content-Type-Options is missing or incomplete.
Why it matters
X-Content-Type-Options prevents browsers from treating mislabeled files as executable content, reducing content-sniffing attacks.
Check name
X-Content-Type-Options
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent MIME sniffing for browser-loaded resources.
Result
X-Content-Type-Options is missing or incomplete.
Evidence
{
"header": "x-content-type-options",
"value": null
}Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
15 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Needs attention
DNS-AID Agent Discovery
Issue
No DNS-AID entrypoint records were found under _agents.
Why it matters
DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.
Check name
DNS-AID Agent Discovery
Score
25/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.
Result
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Validation steps
Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.
Evidence
{
"failedStep": "svcb-https-records",
"steps": [
{
"id": "svcb-https-records",
"title": "Resolve DNS-AID SVCB/HTTPS records",
"status": "fail",
"evidence": {
"hostname": "www.metabase.com",
"probes": [
{
"name": "_index._agents.www.metabase.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.www.metabase.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
}
]
},
"issue": "No DNS-AID entrypoint records were found under _agents.",
"howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
},
{
"id": "service-params",
"title": "Validate alpn and endpoint parameters",
"status": "informational",
"evidence": {
"discovered": []
},
"howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
},
{
"id": "dnssec",
"title": "Check DNSSEC material",
"status": "warning",
"evidence": {
"hasDnssecMaterial": false,
"checked": [
{
"name": "www.metabase.com",
"dnssecTypes": [],
"dnssecRecordCount": 0
},
{
"name": "metabase.com",
"dnssecTypes": [],
"dnssecRecordCount": 0
}
]
},
"issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
"howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
}
]
}Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
13 Warning
Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
Needs attention
WebMCP
Issue
WebMCP declarative annotations need fixes.
Details
Why it matters
WebMCP can expose page context and actions directly through the browser, giving agents safer structured hooks than screen scraping alone.
Check name
WebMCP
Score
50/100
Status
warning
Category
MCP
Maturity
Informational
Goal
Support WebMCP to expose site tools to AI agents via the browser.
Result
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
Validation steps
Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<input> is missing a name attribute.<input> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.<input name="EMAIL"> is missing a label.<input name="EMAIL"> is missing tool-param-description.<input name="subscribe"> is missing a label.<input name="subscribe"> is missing tool-param-description.<input name="b_869fec0e4689e8fd1db91e795_b9664113a8"> is missing a label.<input name="b_869fec0e4689e8fd1db91e795_b9664113a8"> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.
Evidence
{
"failedStep": "declarative-annotation-quality",
"steps": [
{
"id": "data-mcp-tool-attributes",
"title": "Detect data-mcp-tool annotations",
"status": "informational",
"evidence": {
"dataMcpToolCount": 0,
"dataMcpTools": []
},
"issue": "No data-mcp-tool attributes were found on interactive elements.",
"howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
},
{
"id": "declarative-tags",
"title": "Detect WebMCP declarative tags",
"status": "informational",
"evidence": {
"totalForms": 1,
"formsWithTags": 0,
"totalInteractive": 318,
"interactiveWithTags": 0,
"totalCount": 319,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input name=\"EMAIL\"> is missing a label.",
"<input name=\"EMAIL\"> is missing tool-param-description.",
"<input name=\"subscribe\"> is missing a label.",
"<input name=\"subscribe\"> is missing tool-param-description.",
"<input name=\"b_869fec0e4689e8fd1db91e795_b9664113a8\"> is missing a label.",
"<input name=\"b_869fec0e4689e8fd1db91e795_b9664113a8\"> is missing tool-param-description."
]
},
"issue": "No elements found with tool-name or tool-description attributes.",
"howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
},
{
"id": "declarative-annotation-quality",
"title": "Validate WebMCP declarative annotation quality",
"status": "warning",
"evidence": {
"issueCount": 14,
"issues": [
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input name=\"EMAIL\"> is missing a label.",
"<input name=\"EMAIL\"> is missing tool-param-description.",
"<input name=\"subscribe\"> is missing a label.",
"<input name=\"subscribe\"> is missing tool-param-description.",
"<input name=\"b_869fec0e4689e8fd1db91e795_b9664113a8\"> is missing a label.",
"<input name=\"b_869fec0e4689e8fd1db91e795_b9664113a8\"> is missing tool-param-description."
]
},
"issue": "WebMCP declarative annotations need fixes.",
"issueDetails": [
{
"title": "WebMCP declarative annotation issues",
"items": [
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"EMAIL\"> is missing a label."
},
{
"type": "code",
"value": "<input name=\"EMAIL\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"subscribe\"> is missing a label."
},
{
"type": "code",
"value": "<input name=\"subscribe\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"b_869fec0e4689e8fd1db91e795_b9664113a8\"> is missing a label."
},
{
"type": "code",
"value": "<input name=\"b_869fec0e4689e8fd1db91e795_b9664113a8\"> is missing tool-param-description."
}
]
}
],
"howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
},
{
"id": "imperative-api",
"title": "Detect WebMCP imperative API usage",
"status": "informational",
"evidence": {
"staticSignals": {
"detected": false,
"matched": []
},
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
"howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
},
{
"id": "browser-navigator-injection",
"title": "Detect WebMCP browser navigator injection",
"status": "informational",
"evidence": {
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext was not detected in the rendered browser page.",
"howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
},
{
"id": "surface-coverage",
"title": "Interactive surface coverage",
"status": "informational",
"evidence": {
"totalForms": 1,
"formsWithTags": 0,
"totalInteractive": 318,
"interactiveWithTags": 0,
"totalCount": 319,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input name=\"EMAIL\"> is missing a label.",
"<input name=\"EMAIL\"> is missing tool-param-description.",
"<input name=\"subscribe\"> is missing a label.",
"<input name=\"subscribe\"> is missing tool-param-description.",
"<input name=\"b_869fec0e4689e8fd1db91e795_b9664113a8\"> is missing a label.",
"<input name=\"b_869fec0e4689e8fd1db91e795_b9664113a8\"> is missing tool-param-description."
]
},
"issue": "Only 0% of interactive surfaces are annotated.",
"howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
}
],
"staticSignals": {
"detected": false,
"matched": []
},
"coverage": {
"totalForms": 1,
"formsWithTags": 0,
"totalInteractive": 318,
"interactiveWithTags": 0,
"totalCount": 319,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input name=\"EMAIL\"> is missing a label.",
"<input name=\"EMAIL\"> is missing tool-param-description.",
"<input name=\"subscribe\"> is missing a label.",
"<input name=\"subscribe\"> is missing tool-param-description.",
"<input name=\"b_869fec0e4689e8fd1db91e795_b9664113a8\"> is missing a label.",
"<input name=\"b_869fec0e4689e8fd1db91e795_b9664113a8\"> is missing tool-param-description."
]
},
"browserWebMcp": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
9 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Source and trust signals
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "https://www.metabase.com/learn/metabase-basics/administration/administration-and-operation/guide",
"text": "Administration People running their company's instance",
"html": "<a href=\"https://www.metabase.com/learn/metabase-basics/administration/administration-and-operation/guide\"> <div> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"54\" height=\"54\" fill=\"none\"><g filter=\"url(#a)\"><rect width=\"48\" height=\"48\" x=\"3\" y=\"2\" fill=\"#EEF6FC\" rx=\"24\"/><rect width=\"48\" height=\"48\" x=\"3\" y=\"2\" stroke=\"#E4ECFB\" rx=\"24\"/><path stroke=\"#E4ECFB\" d=\"M17.902 3.2v45.6M49.799 16.9h-45.6M35.299 3.2v45.6M49.799 34.3h-45.6\"/><g filter=\"url(#b)\"><rect width=\"28\" height=\"28\" x=\"13\" y=\"..."
},
{
"href": "https://www.metabase.com/learn/metabase-basics/administration/administration-and-operation/guide",
"text": "Administration People running their company's instance",
"html": "<a href=\"https://www.metabase.com/learn/metabase-basics/administration/administration-and-operation/guide\"> <div> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"54\" height=\"54\" fill=\"none\"><g filter=\"url(#a)\"><rect width=\"48\" height=\"48\" x=\"3\" y=\"2\" fill=\"#EEF6FC\" rx=\"24\"/><rect width=\"48\" height=\"48\" x=\"3\" y=\"2\" stroke=\"#E4ECFB\" rx=\"24\"/><path stroke=\"#E4ECFB\" d=\"M17.902 3.2v45.6M49.799 16.9h-45.6M35.299 3.2v45.6M49.799 34.3h-45.6\"/><g filter=\"url(#b)\"><rect width=\"28\" height=\"28\" x=\"13\" y=\"..."
},
{
"href": "https://www.metabase.com/product/embedded-analytics",
"text": "Learn more about embedding Metabase in your product",
"html": "<a href=\"https://www.metabase.com/product/embedded-analytics\" class=\"paragraph-5 fw-bold blue-60 embedding-page__cta\">Learn more about embedding Metabase in your product<img alt=\"Chevron Blue Right\" src=\"/images/chevron_blue_right.svg\"></a>"
},
{
"href": "https://www.metabase.com/",
"text": "Stewart Buchanan I discovered you while wrestling with analytics complexity, and you didn’t just solve the problem, you changed how I think about business intelligence. That’s rare. Most companies try to do everything. You focused on doing one thing better than anyone else, and it shows. Since then, you’ve become the kind of tool I actually want to use, not just feel obligated to reach for. That’s when you know something is special. I’ve recommended you more times than I can count, and I genuinely believe you’re changing how people understand data.",
"html": "<a class=\"card hover-shadow hover-pointer bg-neutral-white border-0 rounded-3 p-4 text-left\" target=\"_blank\" href=\"https://www.metabase.com/\"> <div class=\"d-flex flex-row align-items-start\"> <div class=\"col-xs-10 d-flex flex-row p-0 mb-4\"> <img class=\"circle me-3\" src=\"/images/love/avatar/stewart-buchanan.svg\" srcset=\"/images/love/avatar/stewart-buchanan.svg 1x\" width=\"36px\" height=\"36px\" alt=\"photo of Stewart Buchanan\" loading=\"lazy\"> <div class=\"d-flex flex-column justify-around py-0\"> <p c..."
},
{
"href": "https://www.linkedin.com/company/metabase",
"text": "",
"html": "<a href=\"https://www.linkedin.com/company/metabase\" target=\"_blank\"> <svg id=\"\" class=\"\" fill=\"#8D93A5\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 30 30\" width=\"28\" height=\"28\"> <path d=\"M24,4H6C4.895,4,4,4.895,4,6v18c0,1.105,0.895,2,2,2h18c1.105,0,2-0.895,2-2V6C26,4.895,25.105,4,24,4z M10.954,22h-2.95 v-9.492h2.95V22z M9.449,11.151c-0.951,0-1.72-0.771-1.72-1.72c0-0.949,0.77-1.719,1.72-1.719c0.948,0,1.719,0.771,1.719,1.719 C11.168,10.38,10.397,11.151,9.449,11.151z M22.004,22h-2.948v-4.61..."
}
],
"contactLinks": [
{
"href": "https://www.metabase.com/product/professional-services",
"text": "Professional Services Extra help from our team",
"html": "<a class=\"menu-link\" href=\"https://www.metabase.com/product/professional-services\"> <svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <circle cx=\"12\" cy=\"12\" r=\"7.25\" stroke=\"#509EE3\" stroke-width=\"1.5\"/> <path d=\"M17 17C17 17 14.6667 14.2685 12 14.2685C9.33333 14.2685 7 17 7 17\" stroke=\"#509EE3\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"/> <path d=\"M15.25 11C15.25 12.7949 13.7949 14.25 12 14.25C10.2051 14.25 8.75 12.7949 8...."
},
{
"href": "https://videojs.com/html5-video-support/",
"text": "supports HTML5 video",
"html": "<a href=\"https://videojs.com/html5-video-support/\" target=\"_blank\">supports HTML5 video</a>"
},
{
"href": "https://videojs.com/html5-video-support/",
"text": "supports HTML5 video",
"html": "<a href=\"https://videojs.com/html5-video-support/\" target=\"_blank\">supports HTML5 video</a>"
},
{
"href": "https://videojs.com/html5-video-support/",
"text": "supports HTML5 video",
"html": "<a href=\"https://videojs.com/html5-video-support/\" target=\"_blank\">supports HTML5 video</a>"
},
{
"href": "https://videojs.com/html5-video-support/",
"text": "supports HTML5 video",
"html": "<a href=\"https://videojs.com/html5-video-support/\" target=\"_blank\">supports HTML5 video</a>"
},
{
"href": "https://www.metabase.com/help/",
"text": "Help",
"html": "<a href=\"https://www.metabase.com/help/\">Help</a>"
}
],
"privacyLinks": [
{
"href": "https://www.metabase.com/privacy-policies",
"text": "Privacy Policies",
"html": "<a href=\"https://www.metabase.com/privacy-policies\">Privacy Policies</a>"
},
{
"href": "https://www.metabase.com/terms",
"text": "Terms of Service",
"html": "<a href=\"https://www.metabase.com/terms\">Terms of Service</a>"
}
],
"score": 40,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
5 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer evidence and trust
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "https://www.metabase.com/learn/metabase-basics/administration/administration-and-operation/guide",
"text": "Administration People running their company's instance",
"html": "<a href=\"https://www.metabase.com/learn/metabase-basics/administration/administration-and-operation/guide\"> <div> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"54\" height=\"54\" fill=\"none\"><g filter=\"url(#a)\"><rect width=\"48\" height=\"48\" x=\"3\" y=\"2\" fill=\"#EEF6FC\" rx=\"24\"/><rect width=\"48\" height=\"48\" x=\"3\" y=\"2\" stroke=\"#E4ECFB\" rx=\"24\"/><path stroke=\"#E4ECFB\" d=\"M17.902 3.2v45.6M49.799 16.9h-45.6M35.299 3.2v45.6M49.799 34.3h-45.6\"/><g filter=\"url(#b)\"><rect width=\"28\" height=\"28\" x=\"13\" y=\"..."
},
{
"href": "https://www.metabase.com/learn/metabase-basics/administration/administration-and-operation/guide",
"text": "Administration People running their company's instance",
"html": "<a href=\"https://www.metabase.com/learn/metabase-basics/administration/administration-and-operation/guide\"> <div> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"54\" height=\"54\" fill=\"none\"><g filter=\"url(#a)\"><rect width=\"48\" height=\"48\" x=\"3\" y=\"2\" fill=\"#EEF6FC\" rx=\"24\"/><rect width=\"48\" height=\"48\" x=\"3\" y=\"2\" stroke=\"#E4ECFB\" rx=\"24\"/><path stroke=\"#E4ECFB\" d=\"M17.902 3.2v45.6M49.799 16.9h-45.6M35.299 3.2v45.6M49.799 34.3h-45.6\"/><g filter=\"url(#b)\"><rect width=\"28\" height=\"28\" x=\"13\" y=\"..."
},
{
"href": "https://www.metabase.com/product/embedded-analytics",
"text": "Learn more about embedding Metabase in your product",
"html": "<a href=\"https://www.metabase.com/product/embedded-analytics\" class=\"paragraph-5 fw-bold blue-60 embedding-page__cta\">Learn more about embedding Metabase in your product<img alt=\"Chevron Blue Right\" src=\"/images/chevron_blue_right.svg\"></a>"
},
{
"href": "https://www.metabase.com/",
"text": "Stewart Buchanan I discovered you while wrestling with analytics complexity, and you didn’t just solve the problem, you changed how I think about business intelligence. That’s rare. Most companies try to do everything. You focused on doing one thing better than anyone else, and it shows. Since then, you’ve become the kind of tool I actually want to use, not just feel obligated to reach for. That’s when you know something is special. I’ve recommended you more times than I can count, and I genuinely believe you’re changing how people understand data.",
"html": "<a class=\"card hover-shadow hover-pointer bg-neutral-white border-0 rounded-3 p-4 text-left\" target=\"_blank\" href=\"https://www.metabase.com/\"> <div class=\"d-flex flex-row align-items-start\"> <div class=\"col-xs-10 d-flex flex-row p-0 mb-4\"> <img class=\"circle me-3\" src=\"/images/love/avatar/stewart-buchanan.svg\" srcset=\"/images/love/avatar/stewart-buchanan.svg 1x\" width=\"36px\" height=\"36px\" alt=\"photo of Stewart Buchanan\" loading=\"lazy\"> <div class=\"d-flex flex-column justify-around py-0\"> <p c..."
},
{
"href": "https://www.linkedin.com/company/metabase",
"text": "",
"html": "<a href=\"https://www.linkedin.com/company/metabase\" target=\"_blank\"> <svg id=\"\" class=\"\" fill=\"#8D93A5\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 30 30\" width=\"28\" height=\"28\"> <path d=\"M24,4H6C4.895,4,4,4.895,4,6v18c0,1.105,0.895,2,2,2h18c1.105,0,2-0.895,2-2V6C26,4.895,25.105,4,24,4z M10.954,22h-2.95 v-9.492h2.95V22z M9.449,11.151c-0.951,0-1.72-0.771-1.72-1.72c0-0.949,0.77-1.719,1.72-1.719c0.948,0,1.719,0.771,1.719,1.719 C11.168,10.38,10.397,11.151,9.449,11.151z M22.004,22h-2.948v-4.61..."
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{
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},
{
"href": "https://videojs.com/html5-video-support/",
"text": "supports HTML5 video",
"html": "<a href=\"https://videojs.com/html5-video-support/\" target=\"_blank\">supports HTML5 video</a>"
},
{
"href": "https://videojs.com/html5-video-support/",
"text": "supports HTML5 video",
"html": "<a href=\"https://videojs.com/html5-video-support/\" target=\"_blank\">supports HTML5 video</a>"
},
{
"href": "https://videojs.com/html5-video-support/",
"text": "supports HTML5 video",
"html": "<a href=\"https://videojs.com/html5-video-support/\" target=\"_blank\">supports HTML5 video</a>"
},
{
"href": "https://videojs.com/html5-video-support/",
"text": "supports HTML5 video",
"html": "<a href=\"https://videojs.com/html5-video-support/\" target=\"_blank\">supports HTML5 video</a>"
},
{
"href": "https://www.metabase.com/help/",
"text": "Help",
"html": "<a href=\"https://www.metabase.com/help/\">Help</a>"
}
],
"privacyLinks": [
{
"href": "https://www.metabase.com/privacy-policies",
"text": "Privacy Policies",
"html": "<a href=\"https://www.metabase.com/privacy-policies\">Privacy Policies</a>"
},
{
"href": "https://www.metabase.com/terms",
"text": "Terms of Service",
"html": "<a href=\"https://www.metabase.com/terms\">Terms of Service</a>"
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
Needs attention
AEO: Answer-first sections
Issue
7 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer-first sections
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer-first sections scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 7,
"passing": 0,
"failing": [
{
"heading": "Open source deploys with AI features",
"headingHtml": "<h3>Open source deploys with AI features</h3>",
"firstParagraph": "Bring your own LLM key and choose your model, connect your AI tool to Metabase via MCP, and more",
"paragraphHtml": "<p>Bring your own LLM key and choose your model, connect your AI tool to Metabase via MCP, and more</p>",
"words": 19,
"direct": false,
"issue": "First paragraph is 19 words and does not look like a concise direct answer."
},
{
"heading": "Get up and running in no time",
"headingHtml": "<h3>Get up and running in no time</h3>",
"firstParagraph": "Run the script to spin up your free self-hosted instance. Ships with AI features.",
"paragraphHtml": "<p>Run the script to spin up your free self-hosted instance. Ships with AI features.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Business intelligence your team can use",
"headingHtml": "<h2 class=\"mb-6 fw-bold embedding-page__section-title h3-5\">Business intelligence your team can use</h2>",
"firstParagraph": "If \"self-serve analytics\" gives you flashbacks of dashboards no one reads, broken queries, and just as many pings for ad hoc reports — yeah, this isn't that.",
"paragraphHtml": "<p class=\"paragraph-4 responsive neutral-40 mb-6 text-center\" style=\"max-width: 840px;\">If "self-serve analytics" gives you flashbacks of dashboards no one reads, broken queries, and just as many pings for ad hoc reports — <a href=\"https://www.metabase.com/product/business-intelligence\">yeah, this isn't that</a>.</p>",
"words": 26,
"direct": false,
"issue": "First paragraph is 26 words and does not look like a concise direct answer."
},
{
"heading": "Business intelligence your team can use",
"headingHtml": "<h2 class=\"h3 fw-bold mb-6 embedding-page__section-title\">Business intelligence your team can use</h2>",
"firstParagraph": "If \"self-serve analytics\" gives you flashbacks of dashboards no one reads, broken queries, and just as many pings for ad hoc reports — yeah, this isn't that.",
"paragraphHtml": "<p class=\"paragraph-4 responsive neutral-40 mb-6 text-center\" style=\"max-width: 840px;\">If "self-serve analytics" gives you flashbacks of dashboards no one reads, broken queries, and just as many pings for ad hoc reports — <a href=\"https://www.metabase.com/product/business-intelligence\">yeah, this isn't that</a>.</p>",
"words": 26,
"direct": false,
"issue": "First paragraph is 26 words and does not look like a concise direct answer."
},
{
"heading": "Put production-grade analytics into your app without drama",
"headingHtml": "<h2 class=\"mb-2 mt-4 h5-5 neutral-15 fw-bold\">Put production-grade analytics into your app without drama</h2>",
"firstParagraph": "Embed dashboards, visualizations, or AI-powered self-serve reporting in your SaaS app. Choose iframes for speed or the React SDK for customization and control.",
"paragraphHtml": "<p class=\"paragraph-5 fw-normal neutral-40\">Embed dashboards, visualizations, or AI-powered self-serve reporting in your SaaS app. Choose iframes for speed or the React SDK for customization and control.</p>",
"words": 23,
"direct": false,
"issue": "First paragraph is 23 words and does not look like a concise direct answer."
},
{
"heading": "Keeps up as you grow",
"headingHtml": "<h3 class=\"neutral-white fw-normal h3-5\">Keeps up as you grow</h3>",
"firstParagraph": "Advanced features for managing lots of users and compliance. From pre-seed to post-IPO.",
"paragraphHtml": "<p class=\"blue-85 paragraph-4 mb-0\"> Advanced features for managing lots of users and compliance. From pre-seed to post-IPO. </p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Analytics that people straight up love",
"headingHtml": "<h3 class=\"fw-bold h3-5\">Analytics that people straight up love</h3>",
"firstParagraph": "Stewart Buchanan",
"paragraphHtml": "<p class=\"my-0 mb-0 paragraph-5 neutral-40 fw-bold\"> Stewart Buchanan </p>",
"words": 2,
"direct": false,
"issue": "First paragraph is 2 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 75/100 and needs improvement.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 75/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: open, source, answers, back, metabase.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Entity clarity
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: Entity clarity scored 75/100 and needs improvement.
Evidence
{
"title": "Open source analytics that answers back | Metabase",
"h1": "Open source analytics that answers back",
"description": "Query in natural language and give your team AI-powered analytics built on your metrics and permissions. Deploy in minutes.",
"topicOverlap": 0.16666666666666666,
"topicTerms": [
"open",
"source",
"analytics",
"answers",
"back",
"metabase"
],
"descriptionTerms": [
"query",
"natural",
"language",
"give",
"team",
"powered",
"analytics",
"built",
"metrics",
"permissions",
"deploy",
"minutes"
],
"missingFromDescription": [
"open",
"source",
"answers",
"back",
"metabase"
],
"score": 75,
"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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
Needs attention
AEO: Question-led structure
Issue
No question-led h2 sections or FAQ pattern was detected.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: 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": 3,
"questionH2s": [],
"hasFaq": false,
"score": 50,
"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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
Needs attention
GEO: Explanatory content depth
Issue
5 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 5,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 54,
"heading": "H2: Business intelligence your team can use",
"text": "Thanks to Metabase I don’t need to ask an engineer to get me some special data from our customer database, I can make that query on my own and help out the customer in minutes vs hours or days.",
"words": 40,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (40 words; target 80-220)."
],
"html": "<p> Thanks to Metabase I don’t need to ask an engineer to get me some special data from our customer database, I can make that query on my own and help out the customer in minutes vs hours or days. </p>"
},
{
"index": 73,
"heading": "H3: Analytics that people straight up love",
"text": "I discovered you while wrestling with analytics complexity, and you didn’t just solve the problem, you changed how I think about business intelligence. That’s rare. Most companies try to do everything. You focused on doing one thing better than anyone else, and it shows.",
"words": 46,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (46 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>I discovered you while wrestling with analytics complexity, and you didn’t just solve the problem, you changed how I think about business intelligence. That’s rare. Most companies try to do everything. You focused on doing one thing better than anyone else, and it shows.</p>"
},
{
"index": 74,
"heading": "H3: Analytics that people straight up love",
"text": "Since then, you’ve become the kind of tool I actually want to use, not just feel obligated to reach for. That’s when you know something is special. I’ve recommended you more times than I can count, and I genuinely believe you’re changing how people understand data.",
"words": 50,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (50 words; target 80-220)."
],
"html": "<p>Since then, you’ve become the kind of tool I actually want to use, not just feel obligated to reach for. That’s when you know something is special. I’ve recommended you more times than I can count, and I genuinely believe you’re changing how people understand data.</p>"
},
{
"index": 78,
"heading": "H3: Analytics that people straight up love",
"text": "I closely follow everything that moves around Metabase and I love seeing this that they just announced: Data Studio, to transform data, manage lineage, and add a semantic layer to your datasets. It surely needs to mature, but I love seeing these advances.",
"words": 43,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (43 words; target 80-220)."
],
"html": "<p>I closely follow everything that moves around Metabase and I love seeing this that they just announced: Data Studio, to transform data, manage lineage, and add a semantic layer to your datasets. It surely needs to mature, but I love seeing these advances.</p>"
},
{
"index": 80,
"heading": "H3: Analytics that people straight up love",
"text": "The dependency graph is definitely my favorite among all of these. No more time wasted navigating back and forth between pages/models/sql scripts I built months or even years ago to figure out where a number is coming from!",
"words": 40,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (40 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>The dependency graph is definitely my favorite among all of these. No more time wasted navigating back and forth between pages/models/sql scripts I built months or even years ago to figure out where a number is coming from!</p>"
}
],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
Needs attention
AIO: Answer block readiness
Issue
7 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Answer block readiness
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Answer block readiness scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 7,
"passing": 0,
"failing": [
{
"heading": "Open source deploys with AI features",
"headingHtml": "<h3>Open source deploys with AI features</h3>",
"firstParagraph": "Bring your own LLM key and choose your model, connect your AI tool to Metabase via MCP, and more",
"paragraphHtml": "<p>Bring your own LLM key and choose your model, connect your AI tool to Metabase via MCP, and more</p>",
"words": 19,
"direct": false,
"issue": "First paragraph is 19 words and does not look like a concise direct answer."
},
{
"heading": "Get up and running in no time",
"headingHtml": "<h3>Get up and running in no time</h3>",
"firstParagraph": "Run the script to spin up your free self-hosted instance. Ships with AI features.",
"paragraphHtml": "<p>Run the script to spin up your free self-hosted instance. Ships with AI features.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Business intelligence your team can use",
"headingHtml": "<h2 class=\"mb-6 fw-bold embedding-page__section-title h3-5\">Business intelligence your team can use</h2>",
"firstParagraph": "If \"self-serve analytics\" gives you flashbacks of dashboards no one reads, broken queries, and just as many pings for ad hoc reports — yeah, this isn't that.",
"paragraphHtml": "<p class=\"paragraph-4 responsive neutral-40 mb-6 text-center\" style=\"max-width: 840px;\">If "self-serve analytics" gives you flashbacks of dashboards no one reads, broken queries, and just as many pings for ad hoc reports — <a href=\"https://www.metabase.com/product/business-intelligence\">yeah, this isn't that</a>.</p>",
"words": 26,
"direct": false,
"issue": "First paragraph is 26 words and does not look like a concise direct answer."
},
{
"heading": "Business intelligence your team can use",
"headingHtml": "<h2 class=\"h3 fw-bold mb-6 embedding-page__section-title\">Business intelligence your team can use</h2>",
"firstParagraph": "If \"self-serve analytics\" gives you flashbacks of dashboards no one reads, broken queries, and just as many pings for ad hoc reports — yeah, this isn't that.",
"paragraphHtml": "<p class=\"paragraph-4 responsive neutral-40 mb-6 text-center\" style=\"max-width: 840px;\">If "self-serve analytics" gives you flashbacks of dashboards no one reads, broken queries, and just as many pings for ad hoc reports — <a href=\"https://www.metabase.com/product/business-intelligence\">yeah, this isn't that</a>.</p>",
"words": 26,
"direct": false,
"issue": "First paragraph is 26 words and does not look like a concise direct answer."
},
{
"heading": "Put production-grade analytics into your app without drama",
"headingHtml": "<h2 class=\"mb-2 mt-4 h5-5 neutral-15 fw-bold\">Put production-grade analytics into your app without drama</h2>",
"firstParagraph": "Embed dashboards, visualizations, or AI-powered self-serve reporting in your SaaS app. Choose iframes for speed or the React SDK for customization and control.",
"paragraphHtml": "<p class=\"paragraph-5 fw-normal neutral-40\">Embed dashboards, visualizations, or AI-powered self-serve reporting in your SaaS app. Choose iframes for speed or the React SDK for customization and control.</p>",
"words": 23,
"direct": false,
"issue": "First paragraph is 23 words and does not look like a concise direct answer."
},
{
"heading": "Keeps up as you grow",
"headingHtml": "<h3 class=\"neutral-white fw-normal h3-5\">Keeps up as you grow</h3>",
"firstParagraph": "Advanced features for managing lots of users and compliance. From pre-seed to post-IPO.",
"paragraphHtml": "<p class=\"blue-85 paragraph-4 mb-0\"> Advanced features for managing lots of users and compliance. From pre-seed to post-IPO. </p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Analytics that people straight up love",
"headingHtml": "<h3 class=\"fw-bold h3-5\">Analytics that people straight up love</h3>",
"firstParagraph": "Stewart Buchanan",
"paragraphHtml": "<p class=\"my-0 mb-0 paragraph-5 neutral-40 fw-bold\"> Stewart Buchanan </p>",
"words": 2,
"direct": false,
"issue": "First paragraph is 2 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
Needs attention
GEO: Extraction-friendly structure
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, optional visible FAQ or FAQPage schema.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Extraction-friendly structure
Score
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": false,
"definitionPatterns": 5,
"schemaBlocks": 1,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process",
"optional visible FAQ or FAQPage schema"
],
"score": 85,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
Needs attention
AIO: Page experience for AIO
Issue
137 image(s) are missing width/height attributes.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Page experience for AIO
Score
80/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Page experience for AIO scored 80/100 and needs improvement.
Evidence
{
"viewportContent": "width=device-width, initial-scale=1, maximum-scale=1",
"visibleWords": 1682,
"htmlBytes": 182551,
"imagesMissingDimensions": [
{
"src": "/images/chevron_blue_right.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img alt=\"Chevron Blue Right\" src=\"/images/chevron_blue_right.svg\">"
},
{
"src": "/images/navigation-header/embed.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/navigation-header/embed.svg\" alt=\"Embed\">"
},
{
"src": "/images/icons/Type=Learn.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/icons/Type=Learn.svg\" alt=\"Learn icon\">"
},
{
"src": "/images/posts/engineering-2026/openai-announcement.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"Resources Image\" class=\"position-absolute w-100\" src=\"/images/posts/engineering-2026/openai-announcement.png\" loading=\"lazy\">"
},
{
"src": "/images/navigation-header/embed.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/navigation-header/embed.svg\" alt=\"Embed\">"
},
{
"src": "/images/icons/curved-arrow.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img alt=\"Curved Arrow\" src=\"/images/icons/curved-arrow.svg\">"
},
{
"src": "/images/home/demo.png",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/home/demo.png\" alt=\"Dashboard Demo Screenshot\">"
},
{
"src": "/images/logos/Huggingface.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/logos/Huggingface.svg\" alt=\"huggingface logo\" loading=\"lazy\">"
},
{
"src": "/images/logos/mcdonalds.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/logos/mcdonalds.svg\" alt=\"mcdonalds logo\" loading=\"lazy\">"
},
{
"src": "/images/logos/huma.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/logos/huma.svg\" alt=\"huma logo\" loading=\"lazy\">"
},
{
"src": "/images/logos/capital-one.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/logos/capital-one.svg\" alt=\"capital-one logo\" loading=\"lazy\">"
},
{
"src": "/images/logos/home/airbyte.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/logos/home/airbyte.svg\" alt=\"airbyte logo\" loading=\"lazy\">"
},
{
"src": "/images/logos/linear.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/logos/linear.svg\" alt=\"linear logo\" loading=\"lazy\">"
},
{
"src": "/images/logos/deutsche-telekom.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/logos/deutsche-telekom.svg\" alt=\"Deutsche Telekom logo\" loading=\"lazy\">"
},
{
"src": "/images/logos/kong.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/logos/kong.svg\" alt=\"kong logo\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/aws-athena.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/aws-athena.png\" src=\"/images/datasources/circle/aws-athena.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/amazon-redshift.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/amazon-redshift.png\" src=\"/images/datasources/circle/amazon-redshift.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/apache-pinot-logo.jpeg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/apache-pinot-logo.jpeg\" src=\"/images/datasources/apache-pinot-logo.jpeg\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/big-query.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/big-query.png\" src=\"/images/datasources/circle/big-query.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/clickhouse.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/clickhouse.png\" src=\"/images/datasources/circle/clickhouse.png\" loading=\"lazy\">"
},
{
"src": "/images/icons/badges/upload-promo.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/icons/badges/upload-promo.svg\" src=\"/images/icons/badges/upload-promo.svg\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/cube-js.png",
"width": "",
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"html": "<img alt=\"/images/datasources/mariadb-circle.png\" src=\"/images/datasources/mariadb-circle.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/materialize-logo.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/materialize-logo.png\" src=\"/images/datasources/circle/materialize-logo.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/microsoft-server.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/microsoft-server.png\" src=\"/images/datasources/circle/microsoft-server.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/mongo-db.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/mongo-db.png\" src=\"/images/datasources/circle/mongo-db.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/mysql.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/mysql.png\" src=\"/images/datasources/circle/mysql.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/ocient.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/ocient.png\" src=\"/images/datasources/circle/ocient.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/oracle.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/oracle.png\" src=\"/images/datasources/circle/oracle.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/post-gre.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/post-gre.png\" src=\"/images/datasources/circle/post-gre.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/presto.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/presto.png\" src=\"/images/datasources/circle/presto.png\" loading=\"lazy\">"
},
{
"src": "/images/icons/badges/google-sheets-icon.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/icons/badges/google-sheets-icon.png\" src=\"/images/icons/badges/google-sheets-icon.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/hydra.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/hydra.png\" src=\"/images/datasources/circle/hydra.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/mariadb-circle.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/mariadb-circle.png\" src=\"/images/datasources/mariadb-circle.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/materialize-logo.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/materialize-logo.png\" src=\"/images/datasources/circle/materialize-logo.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/microsoft-server.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/microsoft-server.png\" src=\"/images/datasources/circle/microsoft-server.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/mongo-db.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/mongo-db.png\" src=\"/images/datasources/circle/mongo-db.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/mysql.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/mysql.png\" src=\"/images/datasources/circle/mysql.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/ocient.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/ocient.png\" src=\"/images/datasources/circle/ocient.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/oracle.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/oracle.png\" src=\"/images/datasources/circle/oracle.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/post-gre.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/post-gre.png\" src=\"/images/datasources/circle/post-gre.png\" loading=\"lazy\">"
},
{
"src": "/images/datasources/circle/presto.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img alt=\"/images/datasources/circle/presto.png\" src=\"/images/datasources/circle/presto.png\" loading=\"lazy\">"
},
{
"src": "/images/home/soc-2-type-1-badge.png",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/home/soc-2-type-1-badge.png\" alt=\"SOC 2 Type 1\">"
},
{
"src": "/images/home/soc-2-type-2-badge.png",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/home/soc-2-type-2-badge.png\" alt=\"SOC 2 Type 2\">"
},
{
"src": "/images/home/gdpr-certificate-badge.png",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/home/gdpr-certificate-badge.png\" alt=\"GDPR\">"
},
{
"src": "/images/home/ccpa-certificate-badge.png",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/home/ccpa-certificate-badge.png\" alt=\"CCPA Certificate\">"
},
{
"src": "/images/profiles/derrick-mar.png",
"width": "84px",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/profiles/derrick-mar.png\" alt=\"Photo of Derrick Mar\" width=\"84px\" loading=\"lazy\">"
},
{
"src": "/images/product/business-intelligence/peer-richelsen.png",
"width": "84px",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/product/business-intelligence/peer-richelsen.png\" alt=\"Photo of Peer Richelsen\" width=\"84px\" loading=\"lazy\">"
},
{
"src": "/images/chevron_blue_right.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img alt=\"Chevron Blue Right\" src=\"/images/chevron_blue_right.svg\">"
}
],
"possibleDialogs": [],
"score": 80,
"weight": 10
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 79/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 79/100 and needs improvement.
Needs attention
AEO: Entity and definition clarity
Issue
Entity or definition gaps: open, source, answers, back, metabase.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Entity and definition clarity
Score
79/100
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 79/100 and needs improvement.
Evidence
{
"title": "Open source analytics that answers back | Metabase",
"h1": "Open source analytics that answers back",
"description": "Query in natural language and give your team AI-powered analytics built on your metrics and permissions. Deploy in minutes.",
"topicOverlap": 0.16666666666666666,
"definitionCount": 5,
"topicTerms": [
"open",
"source",
"analytics",
"answers",
"back",
"metabase"
],
"descriptionTerms": [
"query",
"natural",
"language",
"give",
"team",
"powered",
"analytics",
"built",
"metrics",
"permissions",
"deploy",
"minutes"
],
"missingFromDescription": [
"open",
"source",
"answers",
"back",
"metabase"
],
"score": 79,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
Needs attention
AEO: Answer intent coverage
Issue
Missing likely AI Overview intent sections: what, how, cost, compare.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"headings": [
{
"text": "Business intelligence your team can use",
"html": "<h2 class=\"mb-6 fw-bold embedding-page__section-title h3-5\">Business intelligence your team can use</h2>"
},
{
"text": "Business intelligence your team can use",
"html": "<h2 class=\"h3 fw-bold mb-6 embedding-page__section-title\">Business intelligence your team can use</h2>"
},
{
"text": "Put production-grade analytics into your app without drama",
"html": "<h2 class=\"mb-2 mt-4 h5-5 neutral-15 fw-bold\">Put production-grade analytics into your app without drama</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Open source analytics that answers back?",
"pattern": {}
},
{
"id": "how",
"label": "How does Open source analytics that answers back work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Open source analytics that answers back?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Open source analytics that answers back free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Open source analytics that answers back compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Open source analytics that answers back?",
"pattern": {}
},
{
"id": "how",
"label": "How does Open source analytics that answers back work?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Open source analytics that answers back free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Open source analytics that answers back 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
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Needs attention
AI context endpoint
Issue
AI context endpoint is informational for this page.
Why it matters
A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.
Check name
AI context endpoint
Score
100/100
Status
informational
Category
API
Maturity
Emerging recommendation
Goal
Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.
Result
AI context endpoint is informational for this page.
Validation steps
Fetch to find resource
AI context endpoint was not found at the expected path.
Evidence
{
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/ai/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
}
]
},
"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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Needs attention
AIO: Query intent coverage
Issue
Missing likely AI Overview intent sections: what, how, cost, compare.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Query intent coverage
Score
70/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Query intent coverage is informational for this page.
Evidence
{
"headings": [
{
"text": "Business intelligence your team can use",
"html": "<h2 class=\"mb-6 fw-bold embedding-page__section-title h3-5\">Business intelligence your team can use</h2>"
},
{
"text": "Business intelligence your team can use",
"html": "<h2 class=\"h3 fw-bold mb-6 embedding-page__section-title\">Business intelligence your team can use</h2>"
},
{
"text": "Put production-grade analytics into your app without drama",
"html": "<h2 class=\"mb-2 mt-4 h5-5 neutral-15 fw-bold\">Put production-grade analytics into your app without drama</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Open source analytics that answers back?",
"pattern": {}
},
{
"id": "how",
"label": "How does Open source analytics that answers back work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Open source analytics that answers back?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Open source analytics that answers back free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Open source analytics that answers back compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Open source analytics that answers back?",
"pattern": {}
},
{
"id": "how",
"label": "How does Open source analytics that answers back work?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Open source analytics that answers back free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Open source analytics that answers back compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Needs attention
Auth.md Agent Registration
Issue
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Why it matters
Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.
Check name
Auth.md Agent Registration
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.
Result
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Validation steps
Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.
Evidence
{
"failedStep": "auth-md",
"steps": [
{
"id": "auth-md",
"title": "Fetch and validate /auth.md",
"status": "fail",
"evidence": {
"path": "/auth.md",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189,
"validation": {
"valid": false,
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"compatibleContentType": false,
"contentLength": 86457,
"hasRegisterInstructions": true,
"hasProtectedResourceLink": false,
"hasAuthorizationServerLink": false,
"mentionsIdentity": false,
"mentionsCredential": false,
"links": [
"https://www.metabase.com/404\"",
"/javascript",
"/index.html",
"/index",
"/script",
"/title",
"https://www.metabase.com/images/twitter/default-share.png\">",
"https://www.metabase.com/404\">",
"/ld+json",
"https://schema.org\","
],
"rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {"
}
},
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
},
{
"id": "oauth-protected-resource",
"title": "Publish protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189,
"text": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {\n var redirectionSuffix = redirectionSuffixes[i];\n if (\n theLocation.pathname &&\n theLocation.pathname.length > redirectionSuffix.length &&\n theLocation.pathname.indexOf(redirectionSuffix) ===\n theLocation.pathname.length - redirectionSuffix.length\n ) {\n var pathname = theLocation.pathname.replace(redirectionSuffix, \"\");\n if (pathname[pathname.length - 1] === \"/\") {\n pathname = pathname.slice(0, -1);\n }\n\n return `${pathname}${theLocation.search}${theLocation.hash}`;\n }\n }\n\n return null;\n};\n\n </script>\n\n \n \n\n\n\n\n \n <title>Page not found</title>\n \n\n\n<!-- Twitter cards -->\n<meta name=\"twitter:site\" content=\"@metabase\">\n\n\n\n \n <meta name=\"twitter:title\" content=\"Page not found\">\n \n \n\n\n\n\n <meta name=\"twitter:description\" content=\"Metabase open source business intelligence and embedded analytics. Create and share dashboards. Dig deeper into your data with no-code tools for data visualization.\">\n \n\n\n<meta name=\"twitter:card\" content=\"summary\">\n<meta name=\"twitter:image\" content=\"https://www.metabase.com/images/twitter/default-share.png\">\n\n<!-- end of Twitter cards -->\n\n<!-- Open Graph metadata -->\n<meta property=\"og:site_name\" content=\"Metabase | Open source Business Intelligence and Embedded Analytics\">\n<meta property=\"og:type\" content=\"article\">\n\n\n \n <meta name=\"title\" property=\"og:title\" content=\"Page not found\">\n \n\n<meta property=\"og:url\" content=\"https://www.metabase.com/404\">\n\n\n <meta name=\"description\" property=\"og:description\" content=\"Metabase is the easy, open-source way for everyone to ask questions and learn from data.\">\n\n\n\n<!-- end of Open Graph metadata -->\n\n \n\n \n<script type=\"application/ld+json\">\n {\n \"@context\": \"https://schema.org\",\n \"@type\": \"Organization\",\n \"url\": \"https://www.metabase.com/\",\n \"sameAs\": [\n \"https://github.com/metabase\",\n \"https://www.linkedin.com/company/metabase/\",\n \"https://x.com/metabase\",\n \"https://www.youtube.com/@metabasedata\"\n ],\n \"logo\": \"https://github.com/metabase/metabase.github.io/blob/master/images/metabase-logo.png?raw=\",\n \"name\": \"Metabase\",\n \"description\": \"Metabase is an open source Business Intelligence and Embedded Analytics tool. Connect to your data stack in 5 minutes to make queries, visualizations, and dashboards easy for everyone—no SQL required\",\n \"email\": \"[email protected]\",\n \"foundingDate\": \"2015-02-01T00:00:00.000Z\",\n \"address\": {\n \"@type\": \"PostalAddress\",\n \"streetAddress\": \"9740 Campo Rd\",\n \"addressLocality\": \"Spring Valley\",\n \"addressCountry\": \"USA\",\n \"addressRegion\": \"CA\",\n \"postalCode\": \"91977\"\n },\n \"knowsAbout\": [\n { \"@type\": \"Thing\", \"name\": \"Business Intelligence\" },\n { \"@type\": \"Thing\", \"name\": \"Embedded Analytics\" },\n { \"@type\": \"Thing\", \"name\": \"Self-service analytics\" },\n { \"@type\": \"Thing\", \"name\": \"Open source Business Intelligence\" }\n ]\n }\n</script>\n \n\n\n \n <link href=\"/images/favicon.svg\" rel=\"shortcut icon\">\n \n <link rel=\"apple-touch-icon\" href=\"/images/apple-touch-icon.png\">\n <link rel=\"preconnect\" href=\"https://fonts.googleapis.com\">\n <link rel=\"preconnect\" hre"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
},
{
"id": "agent-auth-block",
"title": "Validate agent_auth authorization metadata",
"status": "fail",
"evidence": {
"valid": false,
"issue": "OAuth authorization server metadata could not be fetched.",
"fetch": {
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189,
"text": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {\n var redirectionSuffix = redirectionSuffixes[i];\n if (\n theLocation.pathname &&\n theLocation.pathname.length > redirectionSuffix.length &&\n theLocation.pathname.indexOf(redirectionSuffix) ===\n theLocation.pathname.length - redirectionSuffix.length\n ) {\n var pathname = theLocation.pathname.replace(redirectionSuffix, \"\");\n if (pathname[pathname.length - 1] === \"/\") {\n pathname = pathname.slice(0, -1);\n }\n\n return `${pathname}${theLocation.search}${theLocation.hash}`;\n }\n }\n\n return null;\n};\n\n </script>\n\n \n \n\n\n\n\n \n <title>Page not found</title>\n \n\n\n<!-- Twitter cards -->\n<meta name=\"twitter:site\" content=\"@metabase\">\n\n\n\n \n <meta name=\"twitter:title\" content=\"Page not found\">\n \n \n\n\n\n\n <meta name=\"twitter:description\" content=\"Metabase open source business intelligence and embedded analytics. Create and share dashboards. Dig deeper into your data with no-code tools for data visualization.\">\n \n\n\n<meta name=\"twitter:card\" content=\"summary\">\n<meta name=\"twitter:image\" content=\"https://www.metabase.com/images/twitter/default-share.png\">\n\n<!-- end of Twitter cards -->\n\n<!-- Open Graph metadata -->\n<meta property=\"og:site_name\" content=\"Metabase | Open source Business Intelligence and Embedded Analytics\">\n<meta property=\"og:type\" content=\"article\">\n\n\n \n <meta name=\"title\" property=\"og:title\" content=\"Page not found\">\n \n\n<meta property=\"og:url\" content=\"https://www.metabase.com/404\">\n\n\n <meta name=\"description\" property=\"og:description\" content=\"Metabase is the easy, open-source way for everyone to ask questions and learn from data.\">\n\n\n\n<!-- end of Open Graph metadata -->\n\n \n\n \n<script type=\"application/ld+json\">\n {\n \"@context\": \"https://schema.org\",\n \"@type\": \"Organization\",\n \"url\": \"https://www.metabase.com/\",\n \"sameAs\": [\n \"https://github.com/metabase\",\n \"https://www.linkedin.com/company/metabase/\",\n \"https://x.com/metabase\",\n \"https://www.youtube.com/@metabasedata\"\n ],\n \"logo\": \"https://github.com/metabase/metabase.github.io/blob/master/images/metabase-logo.png?raw=\",\n \"name\": \"Metabase\",\n \"description\": \"Metabase is an open source Business Intelligence and Embedded Analytics tool. Connect to your data stack in 5 minutes to make queries, visualizations, and dashboards easy for everyone—no SQL required\",\n \"email\": \"[email protected]\",\n \"foundingDate\": \"2015-02-01T00:00:00.000Z\",\n \"address\": {\n \"@type\": \"PostalAddress\",\n \"streetAddress\": \"9740 Campo Rd\",\n \"addressLocality\": \"Spring Valley\",\n \"addressCountry\": \"USA\",\n \"addressRegion\": \"CA\",\n \"postalCode\": \"91977\"\n },\n \"knowsAbout\": [\n { \"@type\": \"Thing\", \"name\": \"Business Intelligence\" },\n { \"@type\": \"Thing\", \"name\": \"Embedded Analytics\" },\n { \"@type\": \"Thing\", \"name\": \"Self-service analytics\" },\n { \"@type\": \"Thing\", \"name\": \"Open source Business Intelligence\" }\n ]\n }\n</script>\n \n\n\n \n <link href=\"/images/favicon.svg\" rel=\"shortcut icon\">\n \n <link rel=\"apple-touch-icon\" href=\"/images/apple-touch-icon.png\">\n <link rel=\"preconnect\" href=\"https://fonts.googleapis.com\">\n <link rel=\"preconnect\" hre"
}
},
"issue": "OAuth authorization server metadata could not be fetched.",
"howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "log in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sso"
}
]
},
"resourceFetchSucceeded": false
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Q&A and FAQ opportunities
GEO: Q&A and FAQ opportunities is informational for this page.
Informational
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Q&A and FAQ opportunities
GEO: Q&A and FAQ opportunities is informational for this page.
Needs attention
GEO: Q&A and FAQ opportunities
Issue
3 h2 heading(s) are not phrased as questions; this is optional and only useful where Q&A wording is natural. No visible FAQ or FAQPage schema was detected; this is optional unless the page answers common questions.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Q&A and FAQ opportunities
Score
75/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Q&A and FAQ opportunities is informational for this page.
Evidence
{
"h2Count": 3,
"questionH2s": 0,
"hasFaq": false,
"nonQuestionH2s": [
{
"index": 1,
"text": "Business intelligence your team can use",
"isQuestion": false,
"html": "<h2 class=\"mb-6 fw-bold embedding-page__section-title h3-5\">Business intelligence your team can use</h2>"
},
{
"index": 2,
"text": "Business intelligence your team can use",
"isQuestion": false,
"html": "<h2 class=\"h3 fw-bold mb-6 embedding-page__section-title\">Business intelligence your team can use</h2>"
},
{
"index": 3,
"text": "Put production-grade analytics into your app without drama",
"isQuestion": false,
"html": "<h2 class=\"mb-2 mt-4 h5-5 neutral-15 fw-bold\">Put production-grade analytics into your app without drama</h2>"
}
],
"score": 75,
"weight": 4
}AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Needs attention
IndexNow key
Issue
IndexNow key is informational for this page.
Why it matters
IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.
Check name
IndexNow key
Score
100/100
Status
informational
Category
Discoverability
Maturity
Established
Goal
Verify that IndexNow ownership key placement is detectable when the site advertises it.
Result
IndexNow key is informational for this page.
Validation steps
Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.
Evidence
{
"steps": [
{
"id": "advertised-location",
"title": "Find advertised IndexNow key location",
"status": "informational",
"evidence": {
"advertised": []
},
"issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
"howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
},
{
"id": "fetch-key",
"title": "Fetch and validate IndexNow key file",
"status": "informational",
"evidence": {
"advertised": [],
"checked": []
},
"issue": "No discoverable IndexNow key file was found.",
"howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
}
]
}Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Needs attention
OAuth / OIDC discovery
Issue
OAuth / OIDC discovery was not found at the expected path.
Why it matters
OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.
Check name
OAuth / OIDC discovery
Score
0/100
Status
informational
Category
Auth
Maturity
Established
Goal
Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.
Result
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Validation steps
Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/openid-configuration",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
},
{
"path": "/.well-known/oauth-authorization-server",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 96189
}
]
},
"issue": "OAuth / OIDC discovery was not found at the expected path.",
"howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "log in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sso"
}
]
},
"resourceFetchSucceeded": false
}Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Needs attention
OAuth Protected Resource
Issue
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Why it matters
Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.
Check name
OAuth Protected Resource
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.
Result
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Validation steps
Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
},
{
"id": "metadata",
"title": "Validate protected resource metadata",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html><html lang=\"en-US\"><head>\n <meta charset=\"utf-8\">\n <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\">\n <meta content=\"width=device-width, initial-scale=1, maximum-scale=1\" name=\"viewport\">\n\n <meta content=\"frame-ancestors 'none'\" http-equiv=\"Content-Security-Policy\">\n <meta content=\"deny\" http-equiv=\"X-Frame-Options\">\n \n\n \n \n <link href=\"https://www.metabase.com/404\" rel=\"canonical\">\n \n \n\n <script type=\"text/javascript\">\n window.environment = \"production\";\nwindow.HELP_IMPROVE_VIDEOJS = false;\n\nwindow.redirectTo = function redirectTo(theLocation) {\n if (typeof theLocation === \"string\") {\n theLocation = new URL(theLocation);\n }\n\n var redirectionSuffixes = [\"/index.html\", \".html\", \"/index\"];\n for (var i = 0; i < redirectionSuffixes.length; i = i + 1) {"
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish resource and authorization_servers as absolute URLs."
},
{
"id": "resource-identity",
"title": "Validate protected resource identity",
"status": "fail",
"evidence": {
"expectedResource": "https://www.metabase.com"
},
"issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
"howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
},
{
"id": "protected-route-challenge",
"title": "Probe protected API Bearer challenge",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/admin/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.metabase.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.metabase.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.metabase.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
}
]
},
"issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
"howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "log in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sso"
}
]
},
"resourceFetchSucceeded": false
}Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
100 Fail
Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
Check name
Background and foreground colors do not have a sufficient contrast ratio.
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast)."
}Performance and AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
100 Fail
Performance and AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
Check name
Browser errors were logged to the console
Score
0/100
Status
fail
Device
desktop
Category
Best Practices
Fix guidance
Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)
Evidence
{
"description": "Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)"
}SEOSEOBrowser audit
Links are not crawlable
100 Fail
SEOSEOBrowser audit
Links are not crawlable
Check name
Links are not crawlable
Score
0/100
Status
fail
Device
desktop
Category
SEO
Fix guidance
Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)
Evidence
{
"description": "Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)"
}Performance and AccessibilityPerformanceBrowser audit
Avoid large layout shifts
14 Fail
Performance and AccessibilityPerformanceBrowser audit
Avoid large layout shifts
Check name
Avoid large layout shifts
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
2 layout shifts found
Fix guidance
These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "2 layout shifts found",
"description": "These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)"
}Performance and AccessibilityPerformanceBrowser audit
Image optimization
14 Fail
Performance and AccessibilityPerformanceBrowser audit
Image optimization
Check name
Image optimization
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Review the grouped image optimization checks and improve the failing sub-checks listed in evidence.
References
https://web.dev/learn/performance/Evidence
{
"checks": [
{
"id": "image-aspect-ratio",
"title": "Displays images with incorrect aspect ratio",
"score": 0
}
]
}Performance and AccessibilityPerformanceBrowser audit
LCP request discovery
14 Fail
Performance and AccessibilityPerformanceBrowser audit
LCP request discovery
Check name
LCP request discovery
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
[Optimize LCP](https://developer.chrome.com/docs/performance/insights/lcp-discovery) by making the LCP image discoverable from the HTML immediately, and avoiding lazy-loading
References
https://web.dev/learn/performance/Evidence
{
"description": "[Optimize LCP](https://developer.chrome.com/docs/performance/insights/lcp-discovery) by making the LCP image discoverable from the HTML immediately, and avoiding lazy-loading"
}Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
14 Fail
Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
Check name
Render-blocking requests
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 590Â ms
Fix guidance
Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path.
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 590Â ms",
"description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}Performance and AccessibilityPerformanceBrowser audit
Avoid enormous network payloads
7 Warning
Performance and AccessibilityPerformanceBrowser audit
Avoid enormous network payloads
Check name
Avoid enormous network payloads
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Total size was 30,108Â KiB
Fix guidance
Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Total size was 30,108Â KiB",
"description": "Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).",
"numericValue": 30830288
}Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
7 Warning
Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
Check name
Reduce unused JavaScript
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 506Â KiB
Fix guidance
Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 506Â KiB",
"description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
"numericValue": 0
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
2 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
87/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Review the grouped loading performance checks and improve the failing sub-checks listed in evidence.
References
https://web.dev/learn/performance/Evidence
{
"checks": [
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 96,
"displayValue": "0.8Â s",
"numericValue": 755.7142118400185
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "10Â ms",
"numericValue": 14.353920000000004
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 65,
"displayValue": "3.7Â s",
"numericValue": 3715.7969656444916
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 54,
"displayValue": "2.2Â s",
"numericValue": 2194.4503499967013
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 93,
"displayValue": "120Â ms",
"numericValue": 118
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 94,
"displayValue": "1.0Â s",
"numericValue": 1041.0254739651193
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 10Â ms",
"numericValue": 13
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 95,
"displayValue": "120Â ms",
"numericValue": 118.99999999999977
}
]
}Fix with MCP or CLI
Use this report as the handoff into remediation. Generate a coding-agent prompt with the failing checks attached, or jump to the MCP and CLI setup docs before your next rescan.
Score history
Public scan score over time
Public reports for this website origin. Select any point or report link to open that canonical report.
| Scan date | Score | Readiness | Report |
|---|---|---|---|
| 54/100 | Level 3, Bot-Aware | Current report |