Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 57 out of 100
- Agent Ease of Use 10 out of 100
- Security & Trust 40 out of 100
- GEO, AIO and AEO 76 out of 100
- SEO 92 out of 100
- Performance and Accessibility 69 out of 100
What AI sees of your website
High-perf Agentic Data Plane & Streaming | Redpanda
Redpanda powers an Agentic Data Plane and Data Streaming platform for real-time performance, AI innovation, and simplified operations.
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 57 | Needs work | 15 | 8 | 1 | View details |
| Discoverability | 67 | Needs work | 5 | 4 | 0 | View details |
| Content Readiness | 65 | Needs work | 9 | 1 | 1 | View details |
| Bot Access Control | 33 | Priority fix | 1 | 3 | 0 | View details |
| Agent Ease of Use | 10 | Priority fix | 6 | 29 | 1 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 7 | 0 | View details |
| MCP | 25 | Priority fix | 2 | 6 | 0 | View details |
| Skill Discovery | 5 | Priority fix | 0 | 10 | 1 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 76 | Mostly ready | 5 | 2 | 13 | View details |
| GEO Readiness | 87 | Mostly ready | 2 | 0 | 4 | |
| AIO Readiness | 72 | Needs work | 2 | 1 | 4 | View details |
| AEO Readiness | 67 | 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 | 40 | Priority fix | 6 | 3 | 0 | View details |
| Security & Trust | 40 | Priority fix | 2 | 3 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 69 | Needs work | 20 | 4 | 1 | View details |
| Performance | 57 | Needs work | 13 | 2 | 1 | View details |
| Accessibility | 90 | Strong | 7 | 2 | 0 | View details |
Prioritized recommendations
Issues ranked by score impact
43 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>\n<html>\n <body>\n <p>Invalid .well-known request</p>\n </body>\n</html>"
},
"issue": "Response is not valid JSON.",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
50 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
High-value schema types
High-value schema types is missing or incomplete.
50 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".
50 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."
}
]
}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><!-- Last Published: Sat Jun 06 2026 10:03:21 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.redpanda.com\" data-wf-page=\"68ed36e99e31581dedf5de92\" data-wf-site=\"68ed36e99e31581dedf5dc7c\" data-wf-intellimize-customer-id=\"117508935\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found (404 Error)</title><meta content=\"Page Not Found (404 Error)\" property=\"og:title\"/><meta content=\"Page Not Found (404 Error)\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/68ed36e99e31581dedf5dc7c/css/redpanda-data.shared.43b9f4b70.min.css\" rel=\"styles"
},
{
"path": "/openapi.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Sat Jun 06 2026 10:03:21 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.redpanda.com\" data-wf-page=\"68ed36e99e31581dedf5de92\" data-wf-site=\"68ed36e99e31581dedf5dc7c\" data-wf-intellimize-customer-id=\"117508935\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found (404 Error)</title><meta content=\"Page Not Found (404 Error)\" property=\"og:title\"/><meta content=\"Page Not Found (404 Error)\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/68ed36e99e31581dedf5dc7c/css/redpanda-data.shared.43b9f4b70.min.css\" rel=\"styles"
},
{
"path": "/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Sat Jun 06 2026 10:03:21 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.redpanda.com\" data-wf-page=\"68ed36e99e31581dedf5de92\" data-wf-site=\"68ed36e99e31581dedf5dc7c\" data-wf-intellimize-customer-id=\"117508935\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found (404 Error)</title><meta content=\"Page Not Found (404 Error)\" property=\"og:title\"/><meta content=\"Page Not Found (404 Error)\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/68ed36e99e31581dedf5dc7c/css/redpanda-data.shared.43b9f4b70.min.css\" rel=\"styles"
},
{
"path": "/swagger.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Sat Jun 06 2026 10:03:21 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.redpanda.com\" data-wf-page=\"68ed36e99e31581dedf5de92\" data-wf-site=\"68ed36e99e31581dedf5dc7c\" data-wf-intellimize-customer-id=\"117508935\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found (404 Error)</title><meta content=\"Page Not Found (404 Error)\" property=\"og:title\"/><meta content=\"Page Not Found (404 Error)\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/68ed36e99e31581dedf5dc7c/css/redpanda-data.shared.43b9f4b70.min.css\" rel=\"styles"
},
{
"path": "/api/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Sat Jun 06 2026 10:03:21 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.redpanda.com\" data-wf-page=\"68ed36e99e31581dedf5de92\" data-wf-site=\"68ed36e99e31581dedf5dc7c\" data-wf-intellimize-customer-id=\"117508935\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found (404 Error)</title><meta content=\"Page Not Found (404 Error)\" property=\"og:title\"/><meta content=\"Page Not Found (404 Error)\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/68ed36e99e31581dedf5dc7c/css/redpanda-data.shared.43b9f4b70.min.css\" rel=\"styles"
},
{
"path": "/api/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Sat Jun 06 2026 10:03:21 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.redpanda.com\" data-wf-page=\"68ed36e99e31581dedf5de92\" data-wf-site=\"68ed36e99e31581dedf5dc7c\" data-wf-intellimize-customer-id=\"117508935\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found (404 Error)</title><meta content=\"Page Not Found (404 Error)\" property=\"og:title\"/><meta content=\"Page Not Found (404 Error)\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/68ed36e99e31581dedf5dc7c/css/redpanda-data.shared.43b9f4b70.min.css\" rel=\"styles"
},
{
"path": "/docs/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Sat Jun 06 2026 10:03:21 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.redpanda.com\" data-wf-page=\"68ed36e99e31581dedf5de92\" data-wf-site=\"68ed36e99e31581dedf5dc7c\" data-wf-intellimize-customer-id=\"117508935\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found (404 Error)</title><meta content=\"Page Not Found (404 Error)\" property=\"og:title\"/><meta content=\"Page Not Found (404 Error)\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/68ed36e99e31581dedf5dc7c/css/redpanda-data.shared.43b9f4b70.min.css\" rel=\"styles"
}
]
},
"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 DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
50 Fail
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
Needs attention
Semantic HTML
Issue
Semantic HTML is incomplete: invalid h1 (found 2); 3 links missing accessible names.
Details
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": true,
"nav": true,
"footer": true,
"meaningfulH1": false,
"headingOrder": true,
"accessibleLinks": false,
"accessibleButtons": true,
"imageAltCoverage": true,
"formAutocompleteCoverage": true,
"details": {
"inaccessibleLinks": [
"<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec6be:08cdf5f0-e82a-068d-f484-aaedf0f5110d\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"08cdf5f0-e82a-068d-f484-aaedf0f5110d\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22608b277d-abad-2aa8-1ba1-7c5d956dfb2b%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec6be%22%7D%5D\" href=\"https://redpanda.com/slack\" class=\"hide-tablet w-inline-block\" data-utm-event-tracking=\"true\" data-utm-handler-added=\"true\"",
"<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec6be:80472a15-9c1e-b90d-a5b8-ff1ea389f68d\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"80472a15-9c1e-b90d-a5b8-ff1ea389f68d\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22608b277d-abad-2aa8-1ba1-7c5d956dfb2b%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec6be%22%7D%5D\" href=\"https://redpanda.com/slack\" class=\"w-inline-block\" data-utm-event-tracking=\"true\" data-utm-handler-added=\"true\"><div class=",
"<a footer-link-primary=\"logo\" data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec8af:ef728562-ca32-a11e-a464-5fa563dacd0e\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"ef728562-ca32-a11e-a464-5fa563dacd0e\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%2289a6a39b-80ed-81ba-abb0-fac47a8daed0%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec8af%22%7D%5D\" href=\"/\" aria-current=\"page\" class=\"w-inline-block w--current\"><img src=\"https://cdn.prod.website-file"
],
"inaccessibleButtons": [],
"missingAutocompleteInputs": [],
"imagesMissingAlt": [],
"skippedHeadingLevels": []
},
"counts": {
"h1": 2,
"headings": 22,
"links": 86,
"inaccessibleLinks": 3,
"buttons": 0,
"inaccessibleButtons": 0,
"images": 68,
"imagesWithAlt": 68,
"autocompleteInputs": 0,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 0
}
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
50 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": 88
}
]
},
"issue": "Web Bot Auth request signing was not found at the expected path.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
38 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": "Mon, 08 Jun 2026 14:46:05 GMT",
"schemaDates": [],
"metaDateCount": 0,
"timeDateCount": 0
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
33 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": "frame-ancestors 'self'"
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
33 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": 88
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"issue": "MCP Server Card was not found at the expected path.",
"howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
}
]
}Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
33 Fail
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": 57465
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"issue": "mcp.json was not found at the expected path.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
}
]
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
33 Fail
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
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
33 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": 88
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 57465
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 57465
}
]
},
"issue": "WebMCP manifest was not found at the expected path.",
"howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
}
]
}Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
33 Fail
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
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": 88
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 57465
}
]
},
"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": 88
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"issue": "Agent Skills index was not found at the expected path.",
"howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
20 Fail
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": 88
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 57465
}
]
},
"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": 88
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 57465
}
]
},
"issue": "agents.json was not found at the expected path.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
15 Fail
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.redpanda.com",
"probes": [
{
"name": "_index._agents.www.redpanda.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.www.redpanda.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.redpanda.com",
"dnssecTypes": [],
"dnssecRecordCount": 0
},
{
"name": "redpanda.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."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
6 Fail
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": "/about-us",
"text": "About Us",
"html": "<a nav2-link=\"About Us\" data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec6be:608a30cf-69b5-77fe-eadf-43852c55fa61\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"608a30cf-69b5-77fe-eadf-43852c55fa61\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22608b277d-abad-2aa8-1ba1-7c5d956dfb2b%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec6be%22%7D%5D\" href=\"/about-us\" class=\"nav2_dropdown_list-link w-inline-block\"><div class=\"nav2_dropdown_list-copy-wrap\"..."
},
{
"href": "/about-us",
"text": "About us",
"html": "<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec8af:2b1dd1c0-77ec-c651-2afc-3bf91b3d303c\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"2b1dd1c0-77ec-c651-2afc-3bf91b3d303c\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%2289a6a39b-80ed-81ba-abb0-fac47a8daed0%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec8af%22%7D%5D\" href=\"/about-us\" class=\"footer__link\">About us</a>"
},
{
"href": "https://www.linkedin.com/company/redpanda-data",
"text": "",
"html": "<a class=\"footer__social-link w-inline-block\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%2289a6a39b-80ed-81ba-abb0-fac47a8daed0%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec8af%22%7D%5D\" data-wf-element-id=\"aba71ec8-1b2b-8b42-687f-f7b19c4c9f1b\" href=\"https://www.linkedin.com/company/redpanda-data\" aria-label=\"Redpanda Linkedin\" target=\"_blank\" title=\"Redpanda Linkedin\" data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec8af:aba71ec8-1b2b-8b42-687f-f7b19c4c9f1b\"..."
}
],
"contactLinks": [
{
"href": "https://support.redpanda.com/hc/en-us",
"text": "SUPPORT",
"html": "<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec6be:dfe242a6-0e15-986c-d545-d4b911f98be9\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"dfe242a6-0e15-986c-d545-d4b911f98be9\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22608b277d-abad-2aa8-1ba1-7c5d956dfb2b%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec6be%22%7D%5D\" href=\"https://support.redpanda.com/hc/en-us\" class=\"subnav_link hide-tablet\" data-utm-event-tracking=\"true\" data-utm-handler-a..."
},
{
"href": "/contact",
"text": "Contact",
"html": "<a nav2-link=\"Contact\" data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec6be:bb86a842-41c7-4360-bf20-a916c68d276a\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"bb86a842-41c7-4360-bf20-a916c68d276a\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22608b277d-abad-2aa8-1ba1-7c5d956dfb2b%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec6be%22%7D%5D\" href=\"/contact\" class=\"nav2_dropdown_list-link w-inline-block\"><div class=\"nav2_dropdown_list-copy-wrap\"><..."
},
{
"href": "https://support.redpanda.com/hc/en-us",
"text": "SUPPORT",
"html": "<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec6be:80472a15-9c1e-b90d-a5b8-ff1ea389f68b\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"80472a15-9c1e-b90d-a5b8-ff1ea389f68b\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22608b277d-abad-2aa8-1ba1-7c5d956dfb2b%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec6be%22%7D%5D\" href=\"https://support.redpanda.com/hc/en-us\" class=\"subnav_link\" data-utm-event-tracking=\"true\" data-utm-handler-added=\"true\">..."
},
{
"href": "/contact",
"text": "Talk to us",
"html": "<a data-wf-native-id-path=\"9f59eab6-522e-36bf-9fa7-ba7969b7be59\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"9f59eab6-522e-36bf-9fa7-ba7969b7be59\" href=\"/contact\" class=\"button min-width-xxsmall w-button\">Talk to us</a>"
},
{
"href": "/contact",
"text": "Contact",
"html": "<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec8af:04ce7358-005e-1e2c-b13c-0d130d39030b\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"04ce7358-005e-1e2c-b13c-0d130d39030b\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%2289a6a39b-80ed-81ba-abb0-fac47a8daed0%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec8af%22%7D%5D\" href=\"/contact\" class=\"footer__link\">Contact</a>"
}
],
"privacyLinks": [
{
"href": "/legal/privacy-policy",
"text": "Privacy policy",
"html": "<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec8af:a964818d-549a-75d5-fd23-8d1a7a3516bc\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"a964818d-549a-75d5-fd23-8d1a7a3516bc\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%2289a6a39b-80ed-81ba-abb0-fac47a8daed0%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec8af%22%7D%5D\" href=\"/legal/privacy-policy\" class=\"text-style-footer-legal\">Privacy policy</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": "/about-us",
"text": "About Us",
"html": "<a nav2-link=\"About Us\" data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec6be:608a30cf-69b5-77fe-eadf-43852c55fa61\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"608a30cf-69b5-77fe-eadf-43852c55fa61\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22608b277d-abad-2aa8-1ba1-7c5d956dfb2b%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec6be%22%7D%5D\" href=\"/about-us\" class=\"nav2_dropdown_list-link w-inline-block\"><div class=\"nav2_dropdown_list-copy-wrap\"..."
},
{
"href": "/about-us",
"text": "About us",
"html": "<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec8af:2b1dd1c0-77ec-c651-2afc-3bf91b3d303c\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"2b1dd1c0-77ec-c651-2afc-3bf91b3d303c\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%2289a6a39b-80ed-81ba-abb0-fac47a8daed0%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec8af%22%7D%5D\" href=\"/about-us\" class=\"footer__link\">About us</a>"
},
{
"href": "https://www.linkedin.com/company/redpanda-data",
"text": "",
"html": "<a class=\"footer__social-link w-inline-block\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%2289a6a39b-80ed-81ba-abb0-fac47a8daed0%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec8af%22%7D%5D\" data-wf-element-id=\"aba71ec8-1b2b-8b42-687f-f7b19c4c9f1b\" href=\"https://www.linkedin.com/company/redpanda-data\" aria-label=\"Redpanda Linkedin\" target=\"_blank\" title=\"Redpanda Linkedin\" data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec8af:aba71ec8-1b2b-8b42-687f-f7b19c4c9f1b\"..."
}
],
"contactLinks": [
{
"href": "https://support.redpanda.com/hc/en-us",
"text": "SUPPORT",
"html": "<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec6be:dfe242a6-0e15-986c-d545-d4b911f98be9\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"dfe242a6-0e15-986c-d545-d4b911f98be9\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22608b277d-abad-2aa8-1ba1-7c5d956dfb2b%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec6be%22%7D%5D\" href=\"https://support.redpanda.com/hc/en-us\" class=\"subnav_link hide-tablet\" data-utm-event-tracking=\"true\" data-utm-handler-a..."
},
{
"href": "/contact",
"text": "Contact",
"html": "<a nav2-link=\"Contact\" data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec6be:bb86a842-41c7-4360-bf20-a916c68d276a\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"bb86a842-41c7-4360-bf20-a916c68d276a\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22608b277d-abad-2aa8-1ba1-7c5d956dfb2b%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec6be%22%7D%5D\" href=\"/contact\" class=\"nav2_dropdown_list-link w-inline-block\"><div class=\"nav2_dropdown_list-copy-wrap\"><..."
},
{
"href": "https://support.redpanda.com/hc/en-us",
"text": "SUPPORT",
"html": "<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec6be:80472a15-9c1e-b90d-a5b8-ff1ea389f68b\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"80472a15-9c1e-b90d-a5b8-ff1ea389f68b\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22608b277d-abad-2aa8-1ba1-7c5d956dfb2b%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec6be%22%7D%5D\" href=\"https://support.redpanda.com/hc/en-us\" class=\"subnav_link\" data-utm-event-tracking=\"true\" data-utm-handler-added=\"true\">..."
},
{
"href": "/contact",
"text": "Talk to us",
"html": "<a data-wf-native-id-path=\"9f59eab6-522e-36bf-9fa7-ba7969b7be59\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"9f59eab6-522e-36bf-9fa7-ba7969b7be59\" href=\"/contact\" class=\"button min-width-xxsmall w-button\">Talk to us</a>"
},
{
"href": "/contact",
"text": "Contact",
"html": "<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec8af:04ce7358-005e-1e2c-b13c-0d130d39030b\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"04ce7358-005e-1e2c-b13c-0d130d39030b\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%2289a6a39b-80ed-81ba-abb0-fac47a8daed0%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec8af%22%7D%5D\" href=\"/contact\" class=\"footer__link\">Contact</a>"
}
],
"privacyLinks": [
{
"href": "/legal/privacy-policy",
"text": "Privacy policy",
"html": "<a data-wf-native-id-path=\"c35c19a0-9ecd-963d-146a-f2481f8ec8af:a964818d-549a-75d5-fd23-8d1a7a3516bc\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"a964818d-549a-75d5-fd23-8d1a7a3516bc\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%2289a6a39b-80ed-81ba-abb0-fac47a8daed0%22%2C%22instanceId%22%3A%22c35c19a0-9ecd-963d-146a-f2481f8ec8af%22%7D%5D\" href=\"/legal/privacy-policy\" class=\"text-style-footer-legal\">Privacy policy</a>"
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 60/100 and needs improvement.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 60/100 and needs improvement.
Needs attention
AIO: Visible structured data match
Issue
2 structured-data value(s) were not found in visible page text.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Visible structured data match
Score
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Visible structured data match scored 60/100 and needs improvement.
Evidence
{
"schemaCount": 2,
"checkedFields": [
{
"path": "$[0].name",
"value": "Redpanda"
},
{
"path": "$[0].description",
"value": "Redpanda powers an Agentic Data Plane and Data Streaming platform for real-time performance, AI innovation, and simplified operations."
},
{
"path": "$[1].name",
"value": "Redpanda"
},
{
"path": "$[1].alternateName",
"value": "Redpanda | The streaming data platform for developers"
},
{
"path": "$[1].description",
"value": "Redpanda is a powerful, simple, and cost-efficient streaming data platform compatible with Kafka® APIs, eliminating Kafka complexity."
}
],
"mismatches": [
{
"path": "$[0].description",
"value": "Redpanda powers an Agentic Data Plane and Data Streaming platform for real-time performance, AI innovation, and simplified operations."
},
{
"path": "$[1].description",
"value": "Redpanda is a powerful, simple, and cost-efficient streaming data platform compatible with Kafka® APIs, eliminating Kafka complexity."
}
],
"score": 60,
"weight": 18
}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
17 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": 20,
"passing": 3,
"failing": [
{
"heading": "Governance infrastructure made for agents",
"headingHtml": "<h2 class=\"heading-style-h2 text-align-center align-center\">Governance infrastructure made for agents</h2>",
"firstParagraph": "Until you can connect them to everything they need, trust them with data, and make them explainable, agents stay in demo mode.",
"paragraphHtml": "<p class=\"text-size-medium text-align-center max-width-29rem\">Until you can connect them to everything they need, trust them with data, and make them explainable, agents stay in demo mode.</p>",
"words": 22,
"direct": false,
"issue": "First paragraph is 22 words and does not look like a concise direct answer."
},
{
"heading": "Redpanda closes the gap between agents and data",
"headingHtml": "<h2 class=\"heading-style-h3 text-align-center\">Redpanda closes the gap between agents and data</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Trust",
"headingHtml": "<h3 class=\"heading-style-h3 display-style-xxsmall font-style-spacegrotesk text-weight-normal\">Trust</h3>",
"firstParagraph": "Every agent has an identity. Every access is mediated.",
"paragraphHtml": "<p>Every agent has an identity. Every access is mediated.</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "Explainability",
"headingHtml": "<h3 class=\"heading-style-h3 display-style-xxsmall font-style-spacegrotesk text-weight-normal\">Explainability</h3>",
"firstParagraph": "Every action recorded, replayable, auditable.",
"paragraphHtml": "<p>Every action recorded, replayable, auditable.</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Context",
"headingHtml": "<h3 class=\"heading-style-h3 display-style-xxsmall font-style-spacegrotesk text-weight-normal\">Context</h3>",
"firstParagraph": "Connected to what agents need. Nothing more.",
"paragraphHtml": "<p>Connected to what agents need. Nothing more.</p>",
"words": 7,
"direct": false,
"issue": "First paragraph is 7 words and does not look like a concise direct answer."
},
{
"heading": "Control",
"headingHtml": "<h3 class=\"heading-style-h3 display-style-xxsmall font-style-spacegrotesk text-weight-normal\">Control</h3>",
"firstParagraph": "Kill switch, guardrails, token enforcement.",
"paragraphHtml": "<p>Kill switch, guardrails, token enforcement.</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Proven with mission-critical workloads. Ready for AI.",
"headingHtml": "<h2 class=\"heading-style-h2 display-style-large text-weight-light text-align-center text-color-white\">Proven with mission-critical 
workloads. Ready for AI.<br></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Redpanda Agentic Data Plane",
"headingHtml": "<h3 class=\"heading-style-h3\">Redpanda <br>Agentic Data Plane</h3>",
"firstParagraph": "Give agents the access, information, and oversight they need to do real work across your organization.",
"paragraphHtml": "<p class=\"text-size-medium\">Give agents the access, information, and oversight they need to do real work across your organization.</p>",
"words": 16,
"direct": false,
"issue": "First paragraph is 16 words and does not look like a concise direct answer."
},
{
"heading": "Redpanda Data Platform",
"headingHtml": "<h3 class=\"heading-style-h3\">Redpanda <br>Data Platform</h3>",
"firstParagraph": "Build mission-critical, real-time data infrastructure ready for agentic AI.",
"paragraphHtml": "<p class=\"text-size-medium\">Build mission-critical, real-time data infrastructure ready for agentic AI.</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "No cloud lock-in",
"headingHtml": "<h3 class=\"heading-style-h3 display-style-xxsmall font-style-spacegrotesk text-weight-normal\">No cloud lock-in</h3>",
"firstParagraph": "Deploy on any cloud, any model, any stack. Open protocols. Your infrastructure, your terms.",
"paragraphHtml": "<p>Deploy on any cloud, any model, any stack. Open protocols. Your infrastructure, your terms.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "No model lock-in",
"headingHtml": "<h3 class=\"heading-style-h3 display-style-xxsmall font-style-spacegrotesk text-weight-normal\">No model lock-in</h3>",
"firstParagraph": "Works with any AI model. Switch models without rebuilding your governance layer.",
"paragraphHtml": "<p>Works with any AI model. Switch models without rebuilding your governance layer.</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "No vendor lock-in",
"headingHtml": "<h3 class=\"heading-style-h3 display-style-xxsmall font-style-spacegrotesk text-weight-normal\">No vendor lock-in</h3>",
"firstParagraph": "Built on Kafka, A2A, MCP, Postgres. Standards you already know.",
"paragraphHtml": "<p>Built on Kafka, A2A, MCP, Postgres. Standards you already know.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "Redpanda solves the operational problems holding agentic AI back",
"headingHtml": "<h2 class=\"heading-style-h2 text-align-center\">Redpanda solves the operational problems holding agentic AI back</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Governance",
"headingHtml": "<h3 class=\"text-size-large text-weight-normal\">Governance</h3>",
"firstParagraph": "Enforce policies and manage spend at the infrastructure level.",
"paragraphHtml": "<p>Enforce policies and manage spend at the infrastructure level.</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "Security",
"headingHtml": "<h3 class=\"text-size-large text-weight-normal\">Security</h3>",
"firstParagraph": "Every agent gets its own identity, task-specific permissions, and guardrails.",
"paragraphHtml": "<p>Every agent gets its own identity, task-specific permissions, and guardrails.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "Explainability",
"headingHtml": "<h3 class=\"text-size-large text-weight-normal\">Explainability</h3>",
"firstParagraph": "A complete, immutable, real-time transcript of every input, output, and tool call.",
"paragraphHtml": "<p>A complete, immutable, real-time transcript of every input, output, and tool call.</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Kill Switch",
"headingHtml": "<h3 class=\"text-size-large text-weight-normal\">Kill Switch</h3>",
"firstParagraph": "Freeze agents when they go over budget or break rules—or anytime for any reason.",
"paragraphHtml": "<p>Freeze agents when they go over budget or break rules—or anytime for any reason.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
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
1 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": 1,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 14,
"heading": "H2: Governance done right looks like freedom.",
"text": "Hyperscalers and agent platforms have an incentive to make governance the thing that keeps you inside their walls. We think that's wrong. Governance should give you confidence to build anywhere, with anything, on your own terms. Not because it's easier. Because it's right.",
"words": 43,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (43 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"text-size-medium text-align-center max-width-medium-large\">Hyperscalers and agent platforms have an incentive to make governance the thing that keeps you inside their walls. We think that's wrong. Governance should give you confidence to build anywhere, with anything, on your own terms. Not because it's easier. Because it's right.</p>"
}
],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 84/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 84/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: high, perf, run, agents, all, safely.
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
84/100
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 84/100 and needs improvement.
Evidence
{
"title": "High-perf Agentic Data Plane & Streaming | Redpanda",
"h1": "Run agents on all your data, safely",
"description": "Redpanda powers an Agentic Data Plane and Data Streaming platform for real-time performance, AI innovation, and simplified operations.",
"topicOverlap": 0.45454545454545453,
"topicTerms": [
"high",
"perf",
"agentic",
"data",
"plane",
"streaming",
"redpanda",
"run",
"agents",
"all",
"safely"
],
"descriptionTerms": [
"redpanda",
"powers",
"agentic",
"data",
"plane",
"streaming",
"platform",
"real",
"time",
"performance",
"innovation",
"simplified",
"operations"
],
"missingFromDescription": [
"high",
"perf",
"run",
"agents",
"all",
"safely"
],
"score": 84,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 70/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 70/100 and needs improvement.
Needs attention
AEO: Question-led structure
Issue
17 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Question-led structure
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Question-led structure scored 70/100 and needs improvement.
Evidence
{
"h2Count": 7,
"questionH2s": [
{
"index": 7,
"text": "Your agents are ready.Is your infrastructure?",
"isQuestion": true,
"html": "<h2 class=\"heading-style-h2 text-align-center\">Your agents are ready.<br>Is your infrastructure?</h2>"
}
],
"hasFaq": false,
"score": 70,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
2 Warning
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": 4,
"schemaBlocks": 2,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process",
"optional visible FAQ or FAQPage schema"
],
"score": 85,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
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
17 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": 20,
"passing": 3,
"failing": [
{
"heading": "Governance infrastructure made for agents",
"headingHtml": "<h2 class=\"heading-style-h2 text-align-center align-center\">Governance infrastructure made for agents</h2>",
"firstParagraph": "Until you can connect them to everything they need, trust them with data, and make them explainable, agents stay in demo mode.",
"paragraphHtml": "<p class=\"text-size-medium text-align-center max-width-29rem\">Until you can connect them to everything they need, trust them with data, and make them explainable, agents stay in demo mode.</p>",
"words": 22,
"direct": false,
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}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
1 Warning
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
68 image(s) are missing width/height attributes.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Page experience for AIO
Score
80/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Page experience for AIO scored 80/100 and needs improvement.
Evidence
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"possibleDialogs": [],
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}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 86/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 86/100 and needs improvement.
Needs attention
AEO: Entity and definition clarity
Issue
Entity or definition gaps: high, perf, run, agents, all, safely.
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
86/100
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 86/100 and needs improvement.
Evidence
{
"title": "High-perf Agentic Data Plane & Streaming | Redpanda",
"h1": "Run agents on all your data, safely",
"description": "Redpanda powers an Agentic Data Plane and Data Streaming platform for real-time performance, AI innovation, and simplified operations.",
"topicOverlap": 0.45454545454545453,
"definitionCount": 4,
"topicTerms": [
"high",
"perf",
"agentic",
"data",
"plane",
"streaming",
"redpanda",
"run",
"agents",
"all",
"safely"
],
"descriptionTerms": [
"redpanda",
"powers",
"agentic",
"data",
"plane",
"streaming",
"platform",
"real",
"time",
"performance",
"innovation",
"simplified",
"operations"
],
"missingFromDescription": [
"high",
"perf",
"run",
"agents",
"all",
"safely"
],
"score": 86,
"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, benefits, 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": "Governance infrastructure made for agents",
"html": "<h2 class=\"heading-style-h2 text-align-center align-center\">Governance infrastructure made for agents</h2>"
},
{
"text": "Redpanda closes the gap between agents and data",
"html": "<h2 class=\"heading-style-h3 text-align-center\">Redpanda closes the gap between agents and data</h2>"
},
{
"text": "Proven with mission-critical workloads. Ready for AI.",
"html": "<h2 class=\"heading-style-h2 display-style-large text-weight-light text-align-center text-color-white\">Proven with mission-critical 
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},
{
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"html": "<h2 class=\"heading-style-h2 text-align-center\">Governance done right
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},
{
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"html": "<h2 class=\"heading-style-h2 text-align-center\">Redpanda solves the operational problems holding agentic AI back</h2>"
},
{
"text": "Agents are moving faster than governance can keep up",
"html": "<h2 class=\"heading-style-h2 display-style-small\">Agents are moving faster than governance can keep up<br></h2>"
},
{
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"html": "<h2 class=\"heading-style-h2 text-align-center\">Your agents are ready.<br>Is your infrastructure?</h2>"
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"label": "What is High-perf Agentic Data Plane & Streaming?",
"pattern": {}
},
{
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"pattern": {}
},
{
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"label": "Why use High-perf Agentic Data Plane & Streaming?",
"pattern": {}
},
{
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"label": "Is High-perf Agentic Data Plane & Streaming free or paid?",
"pattern": {}
},
{
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"label": "How does High-perf Agentic Data Plane & Streaming compare with alternatives?",
"pattern": {}
}
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"missing": [
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"pattern": {}
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"pattern": {}
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"pattern": {}
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"label": "How does High-perf Agentic Data Plane & Streaming 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": 57465
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 57465
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 57465
}
]
},
"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, benefits, 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": "Governance infrastructure made for agents",
"html": "<h2 class=\"heading-style-h2 text-align-center align-center\">Governance infrastructure made for agents</h2>"
},
{
"text": "Redpanda closes the gap between agents and data",
"html": "<h2 class=\"heading-style-h3 text-align-center\">Redpanda closes the gap between agents and data</h2>"
},
{
"text": "Proven with mission-critical workloads. Ready for AI.",
"html": "<h2 class=\"heading-style-h2 display-style-large text-weight-light text-align-center text-color-white\">Proven with mission-critical 
workloads. Ready for AI.<br></h2>"
},
{
"text": "Governance done right looks like freedom.",
"html": "<h2 class=\"heading-style-h2 text-align-center\">Governance done right
looks like <span class=\"text-color-brick\">freedom</span>.</h2>"
},
{
"text": "Redpanda solves the operational problems holding agentic AI back",
"html": "<h2 class=\"heading-style-h2 text-align-center\">Redpanda solves the operational problems holding agentic AI back</h2>"
},
{
"text": "Agents are moving faster than governance can keep up",
"html": "<h2 class=\"heading-style-h2 display-style-small\">Agents are moving faster than governance can keep up<br></h2>"
},
{
"text": "Your agents are ready.Is your infrastructure?",
"html": "<h2 class=\"heading-style-h2 text-align-center\">Your agents are ready.<br>Is your infrastructure?</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is High-perf Agentic Data Plane & Streaming?",
"pattern": {}
},
{
"id": "how",
"label": "How does High-perf Agentic Data Plane & Streaming work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use High-perf Agentic Data Plane & Streaming?",
"pattern": {}
},
{
"id": "cost",
"label": "Is High-perf Agentic Data Plane & Streaming free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does High-perf Agentic Data Plane & Streaming compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is High-perf Agentic Data Plane & Streaming?",
"pattern": {}
},
{
"id": "how",
"label": "How does High-perf Agentic Data Plane & Streaming work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use High-perf Agentic Data Plane & Streaming?",
"pattern": {}
},
{
"id": "compare",
"label": "How does High-perf Agentic Data Plane & Streaming 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 registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Why it matters
Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.
Check name
Auth.md Agent Registration
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.
Result
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Validation steps
Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.
Evidence
{
"failedStep": "auth-md",
"steps": [
{
"id": "auth-md",
"title": "Fetch and validate /auth.md",
"status": "fail",
"evidence": {
"path": "/auth.md",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 57465,
"validation": {
"valid": false,
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"compatibleContentType": false,
"contentLength": 56774,
"hasRegisterInstructions": false,
"hasProtectedResourceLink": false,
"hasAuthorizationServerLink": false,
"mentionsIdentity": false,
"mentionsCredential": false,
"links": [
"https://cdn.prod.website-files.com\"",
"/title",
"https://cdn.prod.website-files.com/68ed36e99e31581dedf5dc7c/css/redpanda-data.shared.43b9f4b70.min.css\"",
"/css",
"/mJYVz5vep/zLt0vy+Fli1PU2HTrivvk",
"/javascript",
"/script",
"https://cdn.prod.website-files.com/68ed36e99e31581dedf5dc7c/68fbe9137350b25d555e0941_favicon.png\"",
"/x-icon",
"https://cdn.prod.website-files.com/68ed36e99e31581dedf5dc7c/68fbe910c263282ff5f65171_webclip.png\""
],
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Sat Jun 06 2026 10:03:21 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.redpanda.com\" data-wf-page=\"68ed36e99e31581dedf5de92\" data-wf-site=\"68ed36e99e31581dedf5dc7c\" data-wf-intellimize-customer-id=\"117508935\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found (404 Error)</title><meta content=\"Page Not Found (404 Error)\" property=\"og:title\"/><meta content=\"Page Not Found (404 Error)\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/68ed36e99e31581dedf5dc7c/css/redpanda-data.shared.43b9f4b70.min.css\" rel=\"styles"
}
},
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
},
{
"id": "oauth-protected-resource",
"title": "Publish protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88,
"text": "<!DOCTYPE html>\n<html>\n <body>\n <p>Invalid .well-known request</p>\n </body>\n</html>"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
},
{
"id": "agent-auth-block",
"title": "Validate agent_auth authorization metadata",
"status": "fail",
"evidence": {
"valid": false,
"issue": "OAuth authorization server metadata could not be fetched.",
"fetch": {
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88,
"text": "<!DOCTYPE html>\n<html>\n <body>\n <p>Invalid .well-known request</p>\n </body>\n</html>"
}
},
"issue": "OAuth authorization server metadata could not be fetched.",
"howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 6,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "login"
}
]
},
"resourceFetchSucceeded": false
}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": 88
},
{
"path": "/.well-known/oauth-authorization-server",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"issue": "OAuth / OIDC discovery was not found at the expected path.",
"howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 6,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "login"
}
]
},
"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>\n<html>\n <body>\n <p>Invalid .well-known request</p>\n </body>\n</html>"
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish resource and authorization_servers as absolute URLs."
},
{
"id": "resource-identity",
"title": "Validate protected resource identity",
"status": "fail",
"evidence": {
"expectedResource": "https://www.redpanda.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.redpanda.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.redpanda.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.redpanda.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": 6,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "login"
}
]
},
"resourceFetchSucceeded": false
}SEOSEOBrowser audit
Links do not have descriptive text
100 Fail
SEOSEOBrowser audit
Links do not have descriptive text
Check name
Links do not have descriptive text
Score
0/100
Status
fail
Device
desktop
Category
SEO
Estimated savings
1 link found
Fix guidance
Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).
Evidence
{
"displayValue": "1 link found",
"description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}Performance and AccessibilityAccessibilityBrowser audit
Elements use prohibited ARIA attributes
50 Fail
Performance and AccessibilityAccessibilityBrowser audit
Elements use prohibited ARIA attributes
Check name
Elements use prohibited ARIA attributes
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
Using ARIA attributes in roles where they are prohibited can mean that important information is not communicated to users of assistive technologies. [Learn more about prohibited ARIA roles](https://dequeuniversity.com/rules/axe/4.11/aria-prohibited-attr).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "Using ARIA attributes in roles where they are prohibited can mean that important information is not communicated to users of assistive technologies. [Learn more about prohibited ARIA roles](https://dequeuniversity.com/rules/axe/4.11/aria-prohibited-attr)."
}Performance and AccessibilityAccessibilityBrowser audit
Elements with visible text labels do not have matching accessible names.
50 Fail
Performance and AccessibilityAccessibilityBrowser audit
Elements with visible text labels do not have matching accessible names.
Check name
Elements with visible text labels do not have matching accessible names.
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
Visible text labels that do not match the accessible name can result in a confusing experience for screen reader users. [Learn more about accessible names](https://dequeuniversity.com/rules/axe/4.11/label-content-name-mismatch).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "Visible text labels that do not match the accessible name can result in a confusing experience for screen reader users. [Learn more about accessible names](https://dequeuniversity.com/rules/axe/4.11/label-content-name-mismatch)."
}Performance and AccessibilityPerformanceBrowser audit
Forced reflow
33 Fail
Performance and AccessibilityPerformanceBrowser audit
Forced reflow
Check name
Forced reflow
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations.
References
https://web.dev/learn/performance/Evidence
{
"description": "A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations."
}Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
17 Warning
Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
Check name
Use efficient cache lifetimes
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 81Â KiB
Fix guidance
A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 81Â KiB",
"description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
13 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
62/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Review the grouped loading performance checks and improve the failing sub-checks listed in evidence.
References
https://web.dev/learn/performance/Evidence
{
"checks": [
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 83,
"displayValue": "1.1Â s",
"numericValue": 1066.6716388598977
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 54,
"displayValue": "2.2Â s",
"numericValue": 2194.4635280224184
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 10Â ms",
"numericValue": 5
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 85,
"displayValue": "2.8Â s",
"numericValue": 2758.2612602644135
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "20Â ms",
"numericValue": 23.329124999999994
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 11,
"displayValue": "790Â ms",
"numericValue": 785.4989998526439
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 0,
"displayValue": "960Â ms",
"numericValue": 963
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 62,
"displayValue": "2.0Â s",
"numericValue": 2017.2073270756155
}
]
}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 |
|---|---|---|---|
| 57/100 | Level 3, Bot-Aware | Current report |