Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 56 out of 100
- Agent Ease of Use 40 out of 100
- Security & Trust 20 out of 100
- GEO, AIO and AEO 78 out of 100
- SEO 92 out of 100
- Performance and Accessibility 64 out of 100
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 56 | Needs work | 10 | 14 | 1 | View details |
| Discoverability | 57 | Needs work | 4 | 5 | 0 | View details |
| Content Readiness | 60 | Needs work | 4 | 6 | 1 | View details |
| Bot Access Control | 50 | Needs work | 2 | 3 | 0 | View details |
| Agent Ease of Use | 40 | Priority fix | 15 | 29 | 3 | View details |
| API | 28 | Priority fix | 2 | 7 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 2 | 6 | 0 | View details |
| MCP | 47 | Priority fix | 3 | 7 | 3 | View details |
| Skill Discovery | 46 | Priority fix | 4 | 9 | 0 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 78 | Mostly ready | 5 | 0 | 14 | |
| GEO Readiness | 83 | Mostly ready | 2 | 0 | 3 | |
| AIO Readiness | 82 | Mostly ready | 2 | 0 | 5 | |
| AEO Readiness | 70 | Needs work | 1 | 0 | 6 | |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| Security & Trust | 32 | Priority fix | 4 | 6 | 0 | View details |
| Security & Trust | 20 | Priority fix | 1 | 4 | 0 | View details |
| AI Training Exposure | 50 | Needs work | 3 | 2 | 0 | View details |
| Performance and Accessibility | 64 | Needs work | 19 | 3 | 4 | View details |
| Performance | 49 | Priority fix | 12 | 2 | 4 | View details |
| Accessibility | 92 | Strong | 7 | 1 | 0 | View details |
Prioritized recommendations
Issues ranked by score impact
49 items need attention
Security & TrustAI Training ExposureEmerging recommendation
TDMRep declaration
TDMRep declaration is missing or incomplete.
100 Fail
Security & TrustAI Training ExposureEmerging recommendation
TDMRep declaration
TDMRep declaration is missing or incomplete.
Needs attention
TDMRep declaration
Issue
Response is not valid JSON.
Why it matters
TDMRep is a W3C Community Group protocol and IANA-registered well-known URI for declaring text and data mining reservation policy on applicable content.
Check name
TDMRep declaration
Score
0/100
Status
fail
Category
AI Training Exposure
Maturity
Emerging recommendation
Goal
Publish a machine-readable text and data mining reservation declaration when the site needs one.
Result
TDMRep declaration is missing or incomplete.
Validation steps
Validate TDMRep rules
Response is not valid JSON.
Evidence
{
"statusCode": 200,
"contentType": "text/html",
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components",
"steps": [
{
"id": "fetch",
"title": "Fetch /.well-known/tdmrep.json",
"status": "pass",
"evidence": {
"statusCode": 200,
"contentType": "text/html",
"length": 2991
}
},
{
"id": "validate",
"title": "Validate TDMRep rules",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish /.well-known/tdmrep.json as an array of TDMRep rule objects with location and tdm-reservation values of 0 or 1."
}
]
}AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
50 Fail
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
Needs attention
AI bot rules in robots.txt
Issue
No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.
Why it matters
Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.
Check name
AI bot rules in robots.txt
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Established
Goal
Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.
Result
AI bot rules in robots.txt is missing or incomplete.
Evidence
{
"expectedBots": [
"GPTBot",
"ChatGPT-User",
"ClaudeBot",
"Claude-Web",
"Anthropic-AI",
"Google-Extended",
"PerplexityBot",
"CCBot",
"Applebot-Extended",
"Meta-ExternalAgent",
"Bytespider",
"Amazonbot",
"Cohere-AI"
],
"configuredBots": []
}AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
Needs attention
FAQPage schema
Issue
FAQ content was detected but no FAQPage schema was found.
Why it matters
FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.
Check name
FAQPage schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose question-and-answer content in FAQPage structured data when FAQs are present.
Result
FAQPage schema is missing or incomplete.
Evidence
{
"found": false,
"visibleFaq": true,
"allTypes": [
"BreadcrumbList",
"Corporation",
"ImageObject",
"Organization",
"WebPage",
"WebSite"
]
}AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
Needs attention
High-value schema types
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
Why it matters
High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.
Check name
High-value schema types
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Use schema types that describe the page's primary content or offering.
Result
High-value schema types is missing or incomplete.
Evidence
{
"found": [],
"expected": [
"Article",
"BlogPosting",
"NewsArticle",
"Product",
"SoftwareApplication",
"FAQPage",
"LocalBusiness",
"VideoObject",
"HowTo",
"Event",
"Course",
"Review",
"Service"
],
"allTypes": [
"BreadcrumbList",
"Corporation",
"ImageObject",
"Organization",
"WebPage",
"WebSite"
]
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
Issue
No useful agent discovery Link headers were found.
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
33 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" 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" 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": 200,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
{
"path": "/openapi.yaml",
"statusCode": 200,
"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>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
{
"path": "/swagger.json",
"statusCode": 200,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
{
"path": "/swagger.yaml",
"statusCode": 200,
"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>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
{
"path": "/api/openapi.json",
"statusCode": 200,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
{
"path": "/api/swagger.json",
"statusCode": 200,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
{
"path": "/docs/openapi.json",
"statusCode": 200,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
}
]
},
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
}
]
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
25 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';"
}Security & TrustSecurity & TrustEstablished
HSTS header
HSTS header is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
HSTS header
HSTS header is missing or incomplete.
Needs attention
HSTS header
Issue
HSTS header is missing or incomplete.
Why it matters
HSTS tells browsers to keep using HTTPS after the first secure visit, reducing downgrade and mixed-transport risk for repeat users.
Check name
HSTS header
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Require HTTPS for repeat visits with Strict-Transport-Security.
Result
HSTS header is missing or incomplete.
Evidence
{
"header": "strict-transport-security",
"value": null
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
25 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
}AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
25 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); skipped heading levels; 16 links missing accessible names; 0/1 applicable form inputs have autocomplete attributes (1 missing).
Details
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": true,
"nav": true,
"footer": true,
"meaningfulH1": false,
"headingOrder": false,
"accessibleLinks": false,
"accessibleButtons": true,
"imageAltCoverage": true,
"formAutocompleteCoverage": false,
"details": {
"inaccessibleLinks": [
"<a href=\"/site\"> <img fetchpriority=\"high\" width=\"800\" height=\"158\" src=\"https://site.wandb.ai/wp-content/uploads/2023/05/wb-cw.svg\" class=\"attachment-full size-full wp-image-25278\" alt> </a>",
"<a class=\"elementor-icon\" href=\"https://www.coreweave.com/products/coreweave-sandboxes\"> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M13.5 2.75C13.5 2.33579 13.1642 2 12.75 2C12.3358 2 12 2.33579 12 2.75V4.75C12 5.16421 12.3358 5.5 12.75 5.5C13.1642 5.5 13.5 5.16421 13.5 4.75V2.75Z\" fill=\"#2B3038\"/><path d=\"M19.4403 4.55967C19.7332 4.85256 19.7332 5.32743 19.4403 5.62033L17.7303 7.33033C17.4374 7.62323 16.9625 7.62323 16.6697 7.33033C16",
"<a class=\"elementor-icon\" href=\"https://www.coreweave.com/products/coreweave-sandboxes\"> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"21\" height=\"24\" viewBox=\"0 0 21 24\" fill=\"none\"><path d=\"M17.0458 13C17.0458 13.0919 17.0262 13.1792 16.991 13.258L16.8878 13.4181C16.8791 13.428 16.87 13.4377 16.8606 13.4471L10.7584 19.5493C10.5114 19.7963 10.1111 19.7963 9.86416 19.5493C9.61723 19.3024 9.61723 18.9021 9.86416 18.6551L14.887 13.6323H3.99948C3.65028 13.6323 3.36719 13.3492 3.36719 13C3.36719 12",
"<a class=\"eael-wrapper-link-141a3bd --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/models\"></a>",
"<a class=\"eael-wrapper-link-94b8c75 --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/wb-training\"></a>",
"<a class=\"eael-wrapper-link-b79e198 --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/inference\"></a>",
"<a class=\"eael-wrapper-link-a69f721 --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/weave\"></a>",
"<a class=\"eael-wrapper-link-791459c --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/registry/\"></a>",
"<a class=\"eael-wrapper-link-f3e7aa2 --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/for-enterprise/deployment-options/\"></a>",
"<a class=\"eael-wrapper-link-2705c74 --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/models\"></a>",
"<a class=\"eael-wrapper-link-10cd772 --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/wb-training\"></a>",
"<a class=\"eael-wrapper-link-4a950f2 --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/inference\"></a>",
"<a class=\"eael-wrapper-link-dc75698 --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/weave\"></a>",
"<a class=\"eael-wrapper-link-0ad66f0 --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/registry/\"></a>",
"<a class=\"eael-wrapper-link-9fd8a7d --eael-wrapper-link-tag\" href=\"https://wandb.ai/site/for-enterprise/deployment-options/\"></a>",
"<a href=\"/site\"> <img width=\"800\" height=\"158\" src=\"https://site.wandb.ai/wp-content/uploads/2023/05/wb-cw.svg\" class=\"attachment-full size-full wp-image-25278\" alt> </a>"
],
"inaccessibleButtons": [],
"missingAutocompleteInputs": [
"<input id=\"vendor-search-handler\" type=\"text\" name=\"vendor-search-handler\" placeholder=\"Search…\" aria-label=\"Cookie list search\">"
],
"imagesMissingAlt": [],
"skippedHeadingLevels": [
"h3: Learn more",
"h1: AI is easy to productionize",
"h2: The world’s leading AI teams trust Weights & Biases",
"h2: Weights & Biases AI developer platform",
"h1: Now available:",
"h2: Weights & Biases mobile app",
"h2: Compliance-ready for the enterprise",
"h2: Get started with one line of code",
"h2: See the Weights & Biases AI developer platform in action",
"h5: The Platform",
"h5: Article",
"h5: Resources",
"h5: Company",
"h5: Use cases",
"h5: Industries",
"h2: Privacy Preference Center",
"h3: Manage Consent Preferences",
"h4: Strictly Necessary Cookies",
"h4: Functional Cookies",
"h4: Targeting Cookies",
"h4: Performance Cookies",
"h3: Cookie List"
]
},
"counts": {
"h1": 2,
"headings": 22,
"links": 434,
"inaccessibleLinks": 16,
"buttons": 36,
"inaccessibleButtons": 0,
"images": 39,
"imagesWithAlt": 39,
"autocompleteInputs": 1,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 1
}
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Validate resource body".
25 Fail
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Validate resource body".
Needs attention
Web Bot Auth request signing
Issue
Response is not valid JSON.
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
50/100
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 "Validate resource body".
Validation steps
Validate resource body
Response is not valid JSON.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/http-message-signatures-directory",
"statusCode": 200,
"contentType": "text/html; charset=utf-8"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Response is not valid JSON.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
25 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 UseAPIEstablished
API Catalog
API Catalog failed at "Validate RFC 9727 linkset".
22 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Validate RFC 9727 linkset".
Needs attention
API Catalog
Issue
Response is not valid JSON.
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
33/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Validate RFC 9727 linkset".
Validation steps
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": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "pass",
"evidence": {
"statusCode": 200,
"contentType": "text/html; charset=utf-8"
},
"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<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Response is not valid JSON.",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Validate resource body".
17 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Validate resource body".
Needs attention
Agent Skills index
Issue
Response is not valid JSON.
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
33/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent skills discovery index.
Result
Agent Skills index failed at "Validate resource body".
Validation steps
Validate resource body
Response is not valid JSON.
Fetch advertised SKILL.md files
One or more advertised skill URLs were missing, did not look like SKILL.md Markdown, or failed digest verification.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/agent-skills/index.json",
"statusCode": 200,
"contentType": "text/html"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
},
{
"id": "skill-documents",
"title": "Fetch advertised SKILL.md files",
"status": "fail",
"evidence": {
"checkedCount": 0,
"totalCount": 0,
"checked": []
},
"issue": "One or more advertised skill URLs were missing, did not look like SKILL.md Markdown, or failed digest verification.",
"howToFix": "Make every advertised skill URL return Markdown with a top-level heading and a matching sha256 digest, or remove broken entries from the index."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
17 Fail
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
Needs attention
Markdown negotiation
Issue
Content-Type "text/html; charset=UTF-8" does not indicate Markdown when requested with Accept: text/markdown.
Why it matters
Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.
Check name
Markdown negotiation
Score
33/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Return HTML responses as markdown when agents request it.
Result
Markdown negotiation failed at "Markdown content type".
Validation steps
Markdown content type
Content-Type "text/html; charset=UTF-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".
Evidence
{
"failedStep": "content-type",
"steps": [
{
"id": "content-type",
"title": "Markdown content type",
"status": "fail",
"evidence": {
"statusCode": 200,
"contentType": "text/html; charset=UTF-8"
},
"issue": "Content-Type \"text/html; charset=UTF-8\" does not indicate Markdown when requested with Accept: text/markdown.",
"howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
},
{
"id": "vary-accept",
"title": "Vary: Accept header",
"status": "fail",
"evidence": {
"vary": "Accept-Encoding"
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding\".",
"howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
},
{
"id": "markdown-content",
"title": "Structured Markdown body",
"status": "pass",
"evidence": {
"valid": true,
"hasHeading": true,
"wordCount": 105611,
"excerpt": "<!doctype html>\n<html lang=\"en-US\">\n<head>\n\t<meta charset=\"UTF-8\">\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t<link rel=\"profile\" href=\"https://gmpg.org/xfn/11\">\n\t<meta name='robots' content='index, follow, max-i"
},
"howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
}
]
}Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint failed at "Validate resource body".
17 Fail
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint failed at "Validate resource body".
Needs attention
AI context endpoint
Issue
Content-Type "text/html; charset=utf-8" is not JSON, Markdown, or text/plain.
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
50/100
Status
fail
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 failed at "Validate resource body".
Validation steps
Validate resource body
Content-Type "text/html; charset=utf-8" is not JSON, Markdown, or text/plain.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/api/ai/context",
"statusCode": 200,
"contentType": "text/html; charset=utf-8"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Content-Type \"text/html; charset=utf-8\" is not JSON, Markdown, or text/plain.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Content-Type \"text/html; charset=utf-8\" is not JSON, Markdown, or text/plain.",
"howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
}
]
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Validate resource body".
16 Fail
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Validate resource body".
Needs attention
MCP Server Card
Issue
Response is not valid JSON.
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
38/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Publish an MCP Server Card for agent discovery.
Result
MCP Server Card failed at "Validate resource body".
Validation steps
Validate resource body
Response is not valid JSON.
Verify advertised MCP transport endpoints
At least one same-origin transport failed MCP initialize or advertised capability list probes. See probes[].capabilityProbes for the exact method, status, JSON-RPC error, and response excerpt.
Verify advertised MCP tool execution
MCP discovery passed, but no advertised tool could be safely executed by this scanner.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/mcp/server-card.json",
"statusCode": 200,
"contentType": "text/html"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
},
{
"id": "endpoint-verification",
"title": "Verify advertised MCP transport endpoints",
"status": "fail",
"evidence": {
"probes": []
},
"issue": "At least one same-origin transport failed MCP initialize or advertised capability list probes. See probes[].capabilityProbes for the exact method, status, JSON-RPC error, and response excerpt.",
"howToFix": "Expose a real MCP endpoint for advertised transports, or remove transports that point to ordinary HTTP APIs."
},
{
"id": "tool-execution",
"title": "Verify advertised MCP tool execution",
"status": "warning",
"evidence": {
"probes": []
},
"issue": "MCP discovery passed, but no advertised tool could be safely executed by this scanner.",
"howToFix": "Implement tools/call for advertised tools, or report the MCP card as discovery-only until tools are executable."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Validate resource body".
13 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Validate resource body".
Needs attention
A2A Agent Card
Issue
Response is not valid JSON.
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
50/100
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 "Validate resource body".
Validation steps
Validate resource body
Response is not valid JSON.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/agent-card.json",
"statusCode": 200,
"contentType": "text/html"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Response is not valid JSON.",
"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.json
agent.json failed at "Validate resource body".
13 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Validate resource body".
Needs attention
agent.json
Issue
Response is not valid JSON.
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
50/100
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 "Validate resource body".
Validation steps
Validate resource body
Response is not valid JSON.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/agent.json",
"statusCode": 200,
"contentType": "text/html"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Response is not valid JSON.",
"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 "Validate resource body".
13 Fail
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Validate resource body".
Needs attention
agents.json
Issue
Response is not valid JSON.
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
50/100
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 "Validate resource body".
Validation steps
Validate resource body
Response is not valid JSON.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/agents.json",
"statusCode": 200,
"contentType": "text/html"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Response is not valid JSON.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Validate resource body".
13 Fail
AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Validate resource body".
Needs attention
llms.txt
Issue
llms.txt response did not match the expected shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing h1 title (e.g. # Site Name).
Why it matters
llms.txt gives language-model clients a concise, curated summary of important site context and links before they crawl broadly.
Check name
llms.txt
Score
50/100
Status
fail
Category
Content Readiness
Maturity
Emerging recommendation
Goal
Publish llms.txt to summarize agent-readable site guidance.
Result
llms.txt failed at "Validate resource body".
Validation steps
Validate resource body
llms.txt response did not match the expected shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing h1 title (e.g. # Site Name).
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/llms.txt",
"statusCode": 200,
"contentType": "text/html; charset=utf-8"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"issue": "llms.txt response did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing h1 title (e.g. # Site Name).",
"compatibleContentType": false,
"hasTitle": false,
"contentLength": 3644,
"linkCount": 36,
"links": [
"https://github.com/facebook/react/issues/11538",
"/*",
"/style",
"//",
"//",
"/components",
"/script",
"/logo.png",
"/llms.txt",
"/logo.png"
],
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "llms.txt response did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing h1 title (e.g. # Site Name).",
"howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
}
]
}Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Validate resource body".
13 Fail
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Validate resource body".
Needs attention
mcp.json
Issue
Response is not valid JSON.
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
50/100
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 "Validate resource body".
Validation steps
Validate resource body
Response is not valid JSON.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/mcp.json",
"statusCode": 200,
"contentType": "text/html"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
}
]
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Validate resource body".
13 Fail
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Validate resource body".
Needs attention
WebMCP manifest
Issue
Response is not valid JSON.
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
50/100
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 "Validate resource body".
Validation steps
Validate resource body
Response is not valid JSON.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/webmcp.json",
"statusCode": 200,
"contentType": "text/html"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Response is not valid JSON.",
"howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
}
]
}Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
13 Warning
Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
Needs attention
WebMCP
Issue
WebMCP declarative annotations need fixes.
Details
Why it matters
WebMCP can expose page context and actions directly through the browser, giving agents safer structured hooks than screen scraping alone.
Check name
WebMCP
Score
50/100
Status
warning
Category
MCP
Maturity
Informational
Goal
Support WebMCP to expose site tools to AI agents via the browser.
Result
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
Validation steps
Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<input name="ot-group-id-C0003"> is missing tool-param-description.<input name="ot-group-id-C0004"> is missing tool-param-description.<input name="ot-group-id-C0002"> is missing tool-param-description.<input name="vendor-search-handler"> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.
Evidence
{
"failedStep": "declarative-annotation-quality",
"steps": [
{
"id": "data-mcp-tool-attributes",
"title": "Detect data-mcp-tool annotations",
"status": "informational",
"evidence": {
"dataMcpToolCount": 0,
"dataMcpTools": []
},
"issue": "No data-mcp-tool attributes were found on interactive elements.",
"howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
},
{
"id": "declarative-tags",
"title": "Detect WebMCP declarative tags",
"status": "informational",
"evidence": {
"totalForms": 0,
"formsWithTags": 0,
"totalInteractive": 478,
"interactiveWithTags": 0,
"totalCount": 478,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"vendor-search-handler\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description."
]
},
"issue": "No elements found with tool-name or tool-description attributes.",
"howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
},
{
"id": "declarative-annotation-quality",
"title": "Validate WebMCP declarative annotation quality",
"status": "warning",
"evidence": {
"issueCount": 12,
"issues": [
"<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"vendor-search-handler\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description."
]
},
"issue": "WebMCP declarative annotations need fixes.",
"issueDetails": [
{
"title": "WebMCP declarative annotation issues",
"items": [
{
"type": "code",
"value": "<input name=\"ot-group-id-C0003\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"ot-group-id-C0004\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"ot-group-id-C0002\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"vendor-search-handler\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
}
]
}
],
"howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
},
{
"id": "imperative-api",
"title": "Detect WebMCP imperative API usage",
"status": "informational",
"evidence": {
"staticSignals": {
"detected": false,
"matched": []
},
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
"howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
},
{
"id": "browser-navigator-injection",
"title": "Detect WebMCP browser navigator injection",
"status": "informational",
"evidence": {
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext was not detected in the rendered browser page.",
"howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
},
{
"id": "surface-coverage",
"title": "Interactive surface coverage",
"status": "informational",
"evidence": {
"totalForms": 0,
"formsWithTags": 0,
"totalInteractive": 478,
"interactiveWithTags": 0,
"totalCount": 478,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"vendor-search-handler\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description."
]
},
"issue": "Only 0% of interactive surfaces are annotated.",
"howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
}
],
"staticSignals": {
"detected": false,
"matched": []
},
"coverage": {
"totalForms": 0,
"formsWithTags": 0,
"totalInteractive": 478,
"interactiveWithTags": 0,
"totalCount": 478,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"vendor-search-handler\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description."
]
},
"browserWebMcp": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 70/100 and needs improvement.
6 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 70/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: weights, biases, developer, platform, easy, productionize.
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
70/100
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 70/100 and needs improvement.
Evidence
{
"title": "Weights & Biases: The AI developer platform",
"h1": "AI is easy to productionize",
"description": "Learn why thousands of companies rely on W&B as their system of record for training AI models and developing AI applications with confidence.",
"topicOverlap": 0,
"topicTerms": [
"weights",
"biases",
"developer",
"platform",
"easy",
"productionize"
],
"descriptionTerms": [
"learn",
"thousands",
"companies",
"rely",
"their",
"system",
"record",
"training",
"models",
"developing",
"applications",
"confidence"
],
"missingFromDescription": [
"weights",
"biases",
"developer",
"platform",
"easy",
"productionize"
],
"score": 70,
"weight": 28
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
6 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 Last-Modified HTTP header.
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
75/100
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": null,
"schemaDates": [
"2026-05-14T14:57:20+00:00",
"2024-04-12T04:37:42+00:00",
"2026-05-14T14:57:20Z",
"2024-04-12T04:37:42Z"
],
"metaDateCount": 1,
"timeDateCount": 0
}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
8 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": 10,
"passing": 2,
"failing": [
{
"heading": "Learn more",
"headingHtml": "<h3><span style=\"color: #000000\">Learn more</span></h3>",
"firstParagraph": "For more information or if you need help retrieving your data, please contact Weights & Biases Customer Support at [email protected]",
"paragraphHtml": "<p>For more information or if you need help <a class=\"c-link\" href=\"https://docs.wandb.ai/guides/track/public-api-guide/\" target=\"_blank\" rel=\"noopener noreferrer\" data-stringify-link=\"https://docs.wandb.ai/\" data-sk=\"tooltip_parent\">retrieving your data</a>, please contact Weights & Biases Customer Support at <a class=\"c-link\" href=\"mailto:[email protected]\" target=\"_blank\" rel=\"noopener noreferrer\" data-stringify-link=\"mailto:[email protected]\" data-sk=\"tooltip_parent\">support...",
"words": 21,
"direct": false,
"issue": "First paragraph is 21 words and does not look like a concise direct answer."
},
{
"heading": "The world’s leading AI teams trust Weights & Biases",
"headingHtml": "<h2 class=\"elementor-heading-title elementor-size-default\">The world’s leading AI teams trust Weights & Biases </h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Weights & Biases AI developer platform",
"headingHtml": "<h2 class=\"elementor-heading-title elementor-size-default\">Weights & Biases AI developer platform</h2>",
"firstParagraph": "Models",
"paragraphHtml": "<p>Models</p>",
"words": 1,
"direct": false,
"issue": "First paragraph is 1 words and does not look like a concise direct answer."
},
{
"heading": "Weights & Biases mobile app",
"headingHtml": "<h2 class=\"elementor-heading-title elementor-size-default\">Weights & Biases mobile app</h2>",
"firstParagraph": "The first iOS app to monitor AI experiments and track training runs anytime, anywhere.",
"paragraphHtml": "<p>The first iOS app to monitor AI experiments and track training runs anytime, anywhere.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Get started with one line of code",
"headingHtml": "<h2 class=\"title eael-dch-title\"><span class=\"eael-dch-title-text eael-dch-title-lead lead solid-color\">Get started with one line of code</span> <span class=\"eael-dch-title-text\"></span></h2>",
"firstParagraph": "“I love Weave for a number of reasons. The fact that I could just add a library to our code and all of a sudden I’ve got a whole bunch of information about the GenAI portion of our product, in Weights & Biases, which I was already using and very familiar with. All those things that I’m watching for the performance o...",
"paragraphHtml": "<p>“I love Weave for a number of reasons. The fact that I could just add a library to our code and all of a sudden I’ve got a whole bunch of information about the GenAI portion of our product, in Weights & Biases, which I was already using and very familiar with. All those things that I’m watching for the performance of our AI, I can now report on quickly and easily with Weave.”</p>",
"words": 75,
"direct": false,
"issue": "First paragraph is 75 words and does not look like a concise direct answer."
},
{
"heading": "See the Weights & Biases AI developer platform in action",
"headingHtml": "<h2 class=\"title eael-dch-title\"><span class=\"eael-dch-title-text eael-dch-title-lead lead solid-color\">See the Weights & Biases AI developer platform in action</span> <span class=\"eael-dch-title-text\"></span></h2>",
"firstParagraph": "Copyright © Weights & Biases. All rights reserved.",
"paragraphHtml": "<p style=\"margin: 0;\">Copyright © Weights & Biases. All rights reserved.</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Privacy Preference Center",
"headingHtml": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Cookie List",
"headingHtml": "<h3>Cookie List</h3>",
"firstParagraph": "",
"paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 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.
3 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
6 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": 6,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 33,
"heading": "H2: Compliance-ready for the enterprise",
"text": "Weights & Biases AI development platform is certified under ISO/IEC 27001:2022, ISO/IEC 27017:2015, and ISO/IEC 27018:2019, and is compliant with SOC 2 and HIPAA standards. Our platform also helps customers comply with NIST 800-53 and we are in alignment with GDPR requirements for processing personal information.",
"words": 51,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (51 words; target 80-220)."
],
"html": "<p>Weights & Biases AI development platform is certified under ISO/IEC 27001:2022, ISO/IEC 27017:2015, and ISO/IEC 27018:2019, and is compliant with SOC 2 and HIPAA standards. Our platform also helps customers comply with NIST 800-53 and we are in alignment with GDPR requirements for processing personal information.</p>"
},
{
"index": 45,
"heading": "H2: Get started with one line of code",
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}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
Needs attention
AEO: Question-led structure
Issue
No question-led h2 sections or FAQ pattern was detected.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Question-led structure
Score
50/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Question-led structure scored 50/100 and needs improvement.
Evidence
{
"h2Count": 7,
"questionH2s": [],
"hasFaq": false,
"score": 50,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 50/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 50/100 and needs improvement.
Needs attention
AIO: Page experience for AIO
Issue
HTML size is large (2078493 bytes). 35 image(s) are missing width/height attributes. 10 possible modal/interstitial element(s) detected.
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
50/100
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 50/100 and needs improvement.
Evidence
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"<span class=\"wb-modal-close\" onclick=\"WBBanner.closeModal()\" aria-label=\"Close modal\"> <svg viewBox=\"0 0 24 24\" fill=\"currentColor\"> <path d=\"M18.3 5.71c-.39-.39-1.02-.39-1.41 0L12 10.59 7.11 5.7c-.39-.39-1.02-.39-1.41 0-.39.39-.39 1.02 0 1.41L10.59 12 5.7 16.89c-.39.39-.39 1.02 0 1.41.39.39 1.02.39 1.41 0L12 13.41l4.89 4.88c.39.39 1.02.39 1.41 0 .39-.39.39-1.02 0-1.41L13.41 12l4.89-4.89c.38-.38.38-1.02 0-1.4z\"/> </svg> </span>",
"<div class=\"wb-modal-body\" style=\"color: #374151;\"> <h3><span style=\"color: #000000\">Learn more</span></h3> <p>For more information or if you need help <a class=\"c-link\" href=\"https://docs.wandb.ai/guides/track/public-api-guide/\" target=\"_blank\" rel=\"noopener noreferrer\" data-stringify-link=\"https://docs.wandb.ai/\" data-sk=\"tooltip_parent\">retrieving your data</a>, please contact Weights & Biases Customer Support at <a class=\"c-link\" href=\"mailto:[email protected]\" target=\"_blan...",
"<div data-elementor-type=\"popup\" data-elementor-id=\"1457\" class=\"elementor elementor-1457 elementor-location-popup\" data-elementor-settings=\"{"open_selector":"#mobile-menu","a11y_navigation":"yes","triggers":[],"timing":[]}\" data-elementor-post-type=\"elementor_library\"> <div class=\"elementor-element elementor-element-8567b63 e-con-full e-flex e-con e-parent\" data-id=\"8567b63\" data-element_type=\"container\" data-e-type=\"container\" data...",
"<div role=\"alertdialog\" aria-describedby=\"onetrust-policy-text\" aria-label=\"Privacy\"><div class=\"ot-sdk-container\"><div class=\"ot-sdk-row\"><div id=\"onetrust-group-container\" class=\"ot-sdk-eight ot-sdk-columns\"><div class=\"banner_logo\"></div><img class=\"ot-bnr-logo\" src=\"https://cdn.cookielaw.org/logos/7ae3d8ca-f23a-4e50-a21c-edc54404815f/247bb628-f945-430d-a691-71470ed4595c/ae6a4e8d-c844-4314-a3a0-14a2c82ae898/Gold_Dots_Black_Bkg.png\" title=\"Weights & Biases Logo\" alt=\"Weights & Biase...",
"<div role=\"alertdialog\" aria-modal=\"true\" aria-describedby=\"ot-pc-desc\" style=\"height: 100%;\" aria-label=\"Privacy Preference Center\"><!-- Close Button --><div class=\"ot-pc-header\"><!-- Logo Tag --><div class=\"ot-pc-logo\" role=\"img\" aria-label=\"Company Logo\"><img alt=\"Company Logo\" src=\"https://cdn.cookielaw.org/logos/7ae3d8ca-f23a-4e50-a21c-edc54404815f/247bb628-f945-430d-a691-71470ed4595c/23d4561e-633b-46ba-844d-0eb603a26414/Weights_&_Biases_White_Text_(1).png\"></div><button id=\"close-pc...",
"<section id=\"ot-fltr-modal\"><div id=\"ot-fltr-cnt\"><button id=\"clear-filters-handler\">Clear</button><div class=\"ot-fltr-scrlcnt ot-pc-scrollbar\"><div class=\"ot-fltr-opts\"><div class=\"ot-fltr-opt\"><div class=\"ot-chkbox\"><input id=\"chkbox-id\" type=\"checkbox\" aria-checked=\"false\" class=\"category-filter-handler\"> <label for=\"chkbox-id\"><span class=\"ot-label-txt\">checkbox label</span></label> <span class=\"ot-label-status\">label</span></div></div></div><div class=\"ot-fltr-btns\"><button id=\"filter-ap..."
],
"score": 50,
"weight": 10
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 80/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 80/100 and needs improvement.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author.
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
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: Source and trust signals scored 80/100 and needs improvement.
Evidence
{
"signals": {
"author": false,
"publisher": true,
"freshnessDate": true,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [
"Weights & Biases"
],
"schemaDates": [
"2024-04-12T04:37:42+00:00",
"2026-05-14T14:57:20+00:00",
"2024-04-12T04:37:42Z",
"2026-05-14T14:57:20Z"
],
"visibleDates": [],
"aboutLinks": [
{
"href": "https://www.linkedin.com/company/wandb/",
"text": "Linkedin-in",
"html": "<a class=\"elementor-icon elementor-social-icon elementor-social-icon-linkedin-in elementor-repeater-item-5485ad6\" href=\"https://www.linkedin.com/company/wandb/\" target=\"_blank\"> <span class=\"elementor-screen-only\">Linkedin-in</span> <svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-linkedin-in\" viewBox=\"0 0 448 512\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M100.28 448H7.4V148.9h92.88zM53.79 108.1C24.09 108.1 0 83.5 0 53.8a53.79 53.79 0 0 1 107.58 0c0 29.7-24.1 54.3-53.79 54.3zM447.9 448..."
},
{
"href": "/site/company/about-us/",
"text": "About us",
"html": "<a href=\"/site/company/about-us/\" class=\"elementor-item\">About us</a>"
},
{
"href": "/site/company/about-us/",
"text": "About us",
"html": "<a href=\"/site/company/about-us/\" class=\"elementor-item\" tabindex=\"-1\">About us</a>"
}
],
"contactLinks": [
{
"href": "mailto:[email protected]",
"text": "[email protected]",
"html": "<a class=\"c-link\" href=\"mailto:[email protected]\" target=\"_blank\" rel=\"noopener noreferrer\" data-stringify-link=\"mailto:[email protected]\" data-sk=\"tooltip_parent\">[email protected]</a>"
},
{
"href": "/site/solutions/contact-center",
"text": "Contact centers",
"html": "<a href=\"/site/solutions/contact-center\" class=\"elementor-item\">Contact centers</a>"
},
{
"href": "/site/solutions/contact-center",
"text": "Contact centers",
"html": "<a href=\"/site/solutions/contact-center\" class=\"elementor-item\" tabindex=\"-1\">Contact centers</a>"
},
{
"href": "/site/support",
"text": "Support",
"html": "<a href=\"/site/support\" class=\"elementor-item\">Support</a>"
},
{
"href": "/site/support",
"text": "Support",
"html": "<a href=\"/site/support\" class=\"elementor-item\" tabindex=\"-1\">Support</a>"
},
{
"href": "/site/contact/",
"text": "Contact",
"html": "<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"/site/contact/\"> <span class=\"elementor-button-content-wrapper\"> <span class=\"elementor-button-text\">Contact</span> </span> </a>"
},
{
"href": "/site/solutions/contact-center",
"text": "Contact centers",
"html": "<a href=\"/site/solutions/contact-center\" class=\"elementor-item\">Contact centers</a>"
},
{
"href": "/site/solutions/contact-center",
"text": "Contact centers",
"html": "<a href=\"/site/solutions/contact-center\" class=\"elementor-item\" tabindex=\"-1\">Contact centers</a>"
},
{
"href": "/site/support",
"text": "Support",
"html": "<a href=\"/site/support\" class=\"elementor-item\">Support</a>"
},
{
"href": "/site/support",
"text": "Support",
"html": "<a href=\"/site/support\" class=\"elementor-item\" tabindex=\"-1\">Support</a>"
},
{
"href": "/site/contact/",
"text": "Contact",
"html": "<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"/site/contact/\"> <span class=\"elementor-button-content-wrapper\"> <span class=\"elementor-button-text\">Contact</span> </span> </a>"
},
{
"href": "/site/contact",
"text": "REQUEST DEMO",
"html": "<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"/site/contact\" target=\"_blank\"> <span class=\"elementor-button-content-wrapper\"> <span class=\"elementor-button-text\">REQUEST DEMO</span> </span> </a>"
},
{
"href": "/site/contact/",
"text": "REQUEST DEMO",
"html": "<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"/site/contact/\"> <span class=\"elementor-button-content-wrapper\"> <span class=\"elementor-button-text\">REQUEST DEMO</span> </span> </a>"
},
{
"href": "/site/support/",
"text": "Support",
"html": "<a href=\"/site/support/\" class=\"elementor-item\">Support</a>"
},
{
"href": "/site/support/",
"text": "Support",
"html": "<a href=\"/site/support/\" class=\"elementor-item\" tabindex=\"-1\">Support</a>"
},
{
"href": "/site/contact/",
"text": "Contact",
"html": "<a href=\"/site/contact/\" class=\"elementor-item\">Contact</a>"
},
{
"href": "/site/contact/",
"text": "Contact",
"html": "<a href=\"/site/contact/\" class=\"elementor-item\" tabindex=\"-1\">Contact</a>"
}
],
"privacyLinks": [
{
"href": "/site/website-terms-of-use",
"text": "Website terms of use",
"html": "<a href=\"/site/website-terms-of-use\" class=\"elementor-item\">Website terms of use</a>"
},
{
"href": "https://docs.coreweave.com/policies/terms-of-service/privacy-policy",
"text": "Privacy policy",
"html": "<a href=\"https://docs.coreweave.com/policies/terms-of-service/privacy-policy\" class=\"elementor-item\">Privacy policy</a>"
},
{
"href": "/site/website-terms-of-use",
"text": "Website terms of use",
"html": "<a href=\"/site/website-terms-of-use\" class=\"elementor-item\" tabindex=\"-1\">Website terms of use</a>"
},
{
"href": "https://docs.coreweave.com/policies/terms-of-service/privacy-policy",
"text": "Privacy policy",
"html": "<a href=\"https://docs.coreweave.com/policies/terms-of-service/privacy-policy\" class=\"elementor-item\" tabindex=\"-1\">Privacy policy</a>"
}
],
"score": 80,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 80/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 80/100 and needs improvement.
Needs attention
AIO: Visible structured data match
Issue
5 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
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: Visible structured data match scored 80/100 and needs improvement.
Evidence
{
"schemaCount": 8,
"checkedFields": [
{
"path": "$[0].@graph[0].name",
"value": "Weights & Biases: The AI developer platform"
},
{
"path": "$[0].@graph[0].description",
"value": "Learn why thousands of companies rely on W&B as their system of record for training AI models and developing AI applications with confidence."
},
{
"path": "$[0].@graph[2].itemListElement[0].name",
"value": "Home"
},
{
"path": "$[0].@graph[3].name",
"value": "Weights & Biases: The AI developer platform"
},
{
"path": "$[0].@graph[3].description",
"value": "The AI developer platform"
},
{
"path": "$[0].@graph[4].name",
"value": "Weights & Biases"
},
{
"path": "$[0].@graph[4].alternateName",
"value": "W&B"
},
{
"path": "$[0].@graph[4].description",
"value": "Weights & Biases is the AI developer platform powering the GenAI industry. Train your own foundation models, fine-tune someone else’s foundation model, manage models from experimentation to production, or develop AI applications powered by frontier LLMs."
},
{
"path": "$[1].name",
"value": "Weights & Biases: The AI developer platform"
},
{
"path": "$[1].description",
"value": "Learn why thousands of companies rely on W&B as their system of record for training AI models and developing AI applications with confidence."
},
{
"path": "$[3].itemListElement[0].name",
"value": "Home"
},
{
"path": "$[4].name",
"value": "Weights & Biases: The AI developer platform"
},
{
"path": "$[4].description",
"value": "The AI developer platform"
},
{
"path": "$[5].name",
"value": "Weights & Biases"
},
{
"path": "$[5].alternateName",
"value": "W&B"
},
{
"path": "$[5].description",
"value": "Weights & Biases is the AI developer platform powering the GenAI industry. Train your own foundation models, fine-tune someone else’s foundation model, manage models from experimentation to production, or develop AI applications powered by frontier LLMs."
},
{
"path": "$[6].name",
"value": "Weights and Biases, Inc"
},
{
"path": "$[6].description",
"value": "Weights & Biases is the AI developer platform powering the GenAI industry. Train your own foundation models, fine-tune someone else's foundation model, manage models from experimentation to production, or develop AI applications powered by frontier LLMs."
},
{
"path": "$[6].founder[0].name",
"value": "Lukas Biewald"
},
{
"path": "$[6].founder[1].name",
"value": "Chris Van Pelt"
},
{
"path": "$[6].founder[2].name",
"value": "Shawn Lewis"
},
{
"path": "$[6].parentOrganization.name",
"value": "CoreWeave"
},
{
"path": "$[7].headline",
"value": "Weights & Biases"
},
{
"path": "$[7].author[0].name",
"value": "wandb"
},
{
"path": "$[7].publisher.name",
"value": "Weights & Biases"
}
],
"mismatches": [
{
"path": "$[0].@graph[2].itemListElement[0].name",
"value": "Home"
},
{
"path": "$[3].itemListElement[0].name",
"value": "Home"
},
{
"path": "$[6].founder[0].name",
"value": "Lukas Biewald"
},
{
"path": "$[6].founder[1].name",
"value": "Chris Van Pelt"
},
{
"path": "$[6].founder[2].name",
"value": "Shawn Lewis"
}
],
"score": 80,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 75/100 and needs improvement.
Needs attention
AEO: Entity and definition clarity
Issue
Entity or definition gaps: weights, biases, developer, platform, easy, productionize.
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
75/100
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 75/100 and needs improvement.
Evidence
{
"title": "Weights & Biases: The AI developer platform",
"h1": "AI is easy to productionize",
"description": "Learn why thousands of companies rely on W&B as their system of record for training AI models and developing AI applications with confidence.",
"topicOverlap": 0,
"definitionCount": 90,
"topicTerms": [
"weights",
"biases",
"developer",
"platform",
"easy",
"productionize"
],
"descriptionTerms": [
"learn",
"thousands",
"companies",
"rely",
"their",
"system",
"record",
"training",
"models",
"developing",
"applications",
"confidence"
],
"missingFromDescription": [
"weights",
"biases",
"developer",
"platform",
"easy",
"productionize"
],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 80/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 80/100 and needs improvement.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author.
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
80/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 80/100 and needs improvement.
Evidence
{
"signals": {
"author": false,
"publisher": true,
"freshnessDate": true,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [
"Weights & Biases"
],
"schemaDates": [
"2024-04-12T04:37:42+00:00",
"2026-05-14T14:57:20+00:00",
"2024-04-12T04:37:42Z",
"2026-05-14T14:57:20Z"
],
"visibleDates": [],
"aboutLinks": [
{
"href": "https://www.linkedin.com/company/wandb/",
"text": "Linkedin-in",
"html": "<a class=\"elementor-icon elementor-social-icon elementor-social-icon-linkedin-in elementor-repeater-item-5485ad6\" href=\"https://www.linkedin.com/company/wandb/\" target=\"_blank\"> <span class=\"elementor-screen-only\">Linkedin-in</span> <svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-linkedin-in\" viewBox=\"0 0 448 512\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M100.28 448H7.4V148.9h92.88zM53.79 108.1C24.09 108.1 0 83.5 0 53.8a53.79 53.79 0 0 1 107.58 0c0 29.7-24.1 54.3-53.79 54.3zM447.9 448..."
},
{
"href": "/site/company/about-us/",
"text": "About us",
"html": "<a href=\"/site/company/about-us/\" class=\"elementor-item\">About us</a>"
},
{
"href": "/site/company/about-us/",
"text": "About us",
"html": "<a href=\"/site/company/about-us/\" class=\"elementor-item\" tabindex=\"-1\">About us</a>"
}
],
"contactLinks": [
{
"href": "mailto:[email protected]",
"text": "[email protected]",
"html": "<a class=\"c-link\" href=\"mailto:[email protected]\" target=\"_blank\" rel=\"noopener noreferrer\" data-stringify-link=\"mailto:[email protected]\" data-sk=\"tooltip_parent\">[email protected]</a>"
},
{
"href": "/site/solutions/contact-center",
"text": "Contact centers",
"html": "<a href=\"/site/solutions/contact-center\" class=\"elementor-item\">Contact centers</a>"
},
{
"href": "/site/solutions/contact-center",
"text": "Contact centers",
"html": "<a href=\"/site/solutions/contact-center\" class=\"elementor-item\" tabindex=\"-1\">Contact centers</a>"
},
{
"href": "/site/support",
"text": "Support",
"html": "<a href=\"/site/support\" class=\"elementor-item\">Support</a>"
},
{
"href": "/site/support",
"text": "Support",
"html": "<a href=\"/site/support\" class=\"elementor-item\" tabindex=\"-1\">Support</a>"
},
{
"href": "/site/contact/",
"text": "Contact",
"html": "<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"/site/contact/\"> <span class=\"elementor-button-content-wrapper\"> <span class=\"elementor-button-text\">Contact</span> </span> </a>"
},
{
"href": "/site/solutions/contact-center",
"text": "Contact centers",
"html": "<a href=\"/site/solutions/contact-center\" class=\"elementor-item\">Contact centers</a>"
},
{
"href": "/site/solutions/contact-center",
"text": "Contact centers",
"html": "<a href=\"/site/solutions/contact-center\" class=\"elementor-item\" tabindex=\"-1\">Contact centers</a>"
},
{
"href": "/site/support",
"text": "Support",
"html": "<a href=\"/site/support\" class=\"elementor-item\">Support</a>"
},
{
"href": "/site/support",
"text": "Support",
"html": "<a href=\"/site/support\" class=\"elementor-item\" tabindex=\"-1\">Support</a>"
},
{
"href": "/site/contact/",
"text": "Contact",
"html": "<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"/site/contact/\"> <span class=\"elementor-button-content-wrapper\"> <span class=\"elementor-button-text\">Contact</span> </span> </a>"
},
{
"href": "/site/contact",
"text": "REQUEST DEMO",
"html": "<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"/site/contact\" target=\"_blank\"> <span class=\"elementor-button-content-wrapper\"> <span class=\"elementor-button-text\">REQUEST DEMO</span> </span> </a>"
},
{
"href": "/site/contact/",
"text": "REQUEST DEMO",
"html": "<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"/site/contact/\"> <span class=\"elementor-button-content-wrapper\"> <span class=\"elementor-button-text\">REQUEST DEMO</span> </span> </a>"
},
{
"href": "/site/support/",
"text": "Support",
"html": "<a href=\"/site/support/\" class=\"elementor-item\">Support</a>"
},
{
"href": "/site/support/",
"text": "Support",
"html": "<a href=\"/site/support/\" class=\"elementor-item\" tabindex=\"-1\">Support</a>"
},
{
"href": "/site/contact/",
"text": "Contact",
"html": "<a href=\"/site/contact/\" class=\"elementor-item\">Contact</a>"
},
{
"href": "/site/contact/",
"text": "Contact",
"html": "<a href=\"/site/contact/\" class=\"elementor-item\" tabindex=\"-1\">Contact</a>"
}
],
"privacyLinks": [
{
"href": "/site/website-terms-of-use",
"text": "Website terms of use",
"html": "<a href=\"/site/website-terms-of-use\" class=\"elementor-item\">Website terms of use</a>"
},
{
"href": "https://docs.coreweave.com/policies/terms-of-service/privacy-policy",
"text": "Privacy policy",
"html": "<a href=\"https://docs.coreweave.com/policies/terms-of-service/privacy-policy\" class=\"elementor-item\">Privacy policy</a>"
},
{
"href": "/site/website-terms-of-use",
"text": "Website terms of use",
"html": "<a href=\"/site/website-terms-of-use\" class=\"elementor-item\" tabindex=\"-1\">Website terms of use</a>"
},
{
"href": "https://docs.coreweave.com/policies/terms-of-service/privacy-policy",
"text": "Privacy policy",
"html": "<a href=\"https://docs.coreweave.com/policies/terms-of-service/privacy-policy\" class=\"elementor-item\" tabindex=\"-1\">Privacy policy</a>"
}
],
"score": 80,
"weight": 22
}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
8 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": 10,
"passing": 2,
"failing": [
{
"heading": "Learn more",
"headingHtml": "<h3><span style=\"color: #000000\">Learn more</span></h3>",
"firstParagraph": "For more information or if you need help retrieving your data, please contact Weights & Biases Customer Support at [email protected]",
"paragraphHtml": "<p>For more information or if you need help <a class=\"c-link\" href=\"https://docs.wandb.ai/guides/track/public-api-guide/\" target=\"_blank\" rel=\"noopener noreferrer\" data-stringify-link=\"https://docs.wandb.ai/\" data-sk=\"tooltip_parent\">retrieving your data</a>, please contact Weights & Biases Customer Support at <a class=\"c-link\" href=\"mailto:[email protected]\" target=\"_blank\" rel=\"noopener noreferrer\" data-stringify-link=\"mailto:[email protected]\" data-sk=\"tooltip_parent\">support...",
"words": 21,
"direct": false,
"issue": "First paragraph is 21 words and does not look like a concise direct answer."
},
{
"heading": "The world’s leading AI teams trust Weights & Biases",
"headingHtml": "<h2 class=\"elementor-heading-title elementor-size-default\">The world’s leading AI teams trust Weights & Biases </h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Weights & Biases AI developer platform",
"headingHtml": "<h2 class=\"elementor-heading-title elementor-size-default\">Weights & Biases AI developer platform</h2>",
"firstParagraph": "Models",
"paragraphHtml": "<p>Models</p>",
"words": 1,
"direct": false,
"issue": "First paragraph is 1 words and does not look like a concise direct answer."
},
{
"heading": "Weights & Biases mobile app",
"headingHtml": "<h2 class=\"elementor-heading-title elementor-size-default\">Weights & Biases mobile app</h2>",
"firstParagraph": "The first iOS app to monitor AI experiments and track training runs anytime, anywhere.",
"paragraphHtml": "<p>The first iOS app to monitor AI experiments and track training runs anytime, anywhere.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Get started with one line of code",
"headingHtml": "<h2 class=\"title eael-dch-title\"><span class=\"eael-dch-title-text eael-dch-title-lead lead solid-color\">Get started with one line of code</span> <span class=\"eael-dch-title-text\"></span></h2>",
"firstParagraph": "“I love Weave for a number of reasons. The fact that I could just add a library to our code and all of a sudden I’ve got a whole bunch of information about the GenAI portion of our product, in Weights & Biases, which I was already using and very familiar with. All those things that I’m watching for the performance o...",
"paragraphHtml": "<p>“I love Weave for a number of reasons. The fact that I could just add a library to our code and all of a sudden I’ve got a whole bunch of information about the GenAI portion of our product, in Weights & Biases, which I was already using and very familiar with. All those things that I’m watching for the performance of our AI, I can now report on quickly and easily with Weave.”</p>",
"words": 75,
"direct": false,
"issue": "First paragraph is 75 words and does not look like a concise direct answer."
},
{
"heading": "See the Weights & Biases AI developer platform in action",
"headingHtml": "<h2 class=\"title eael-dch-title\"><span class=\"eael-dch-title-text eael-dch-title-lead lead solid-color\">See the Weights & Biases AI developer platform in action</span> <span class=\"eael-dch-title-text\"></span></h2>",
"firstParagraph": "Copyright © Weights & Biases. All rights reserved.",
"paragraphHtml": "<p style=\"margin: 0;\">Copyright © Weights & Biases. All rights reserved.</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Privacy Preference Center",
"headingHtml": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Cookie List",
"headingHtml": "<h3>Cookie List</h3>",
"firstParagraph": "",
"paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
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, cost, compare.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"headings": [
{
"text": "The world’s leading AI teams trust Weights & Biases",
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">The world’s leading AI teams trust Weights & Biases </h2>"
},
{
"text": "Weights & Biases AI developer platform",
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">Weights & Biases AI developer platform</h2>"
},
{
"text": "Weights & Biases mobile app",
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">Weights & Biases mobile app</h2>"
},
{
"text": "Compliance-ready for the enterprise",
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">Compliance-ready for the enterprise</h2>"
},
{
"text": "Get started with one line of code",
"html": "<h2 class=\"title eael-dch-title\"><span class=\"eael-dch-title-text eael-dch-title-lead lead solid-color\">Get started with one line of code</span> <span class=\"eael-dch-title-text\"></span></h2>"
},
{
"text": "See the Weights & Biases AI developer platform in action",
"html": "<h2 class=\"title eael-dch-title\"><span class=\"eael-dch-title-text eael-dch-title-lead lead solid-color\">See the Weights & Biases AI developer platform in action</span> <span class=\"eael-dch-title-text\"></span></h2>"
},
{
"text": "Privacy Preference Center",
"html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Weights & Biases: The AI developer platform?",
"pattern": {}
},
{
"id": "how",
"label": "How does Weights & Biases: The AI developer platform work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Weights & Biases: The AI developer platform?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Weights & Biases: The AI developer platform free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Weights & Biases: The AI developer platform compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Weights & Biases: The AI developer platform?",
"pattern": {}
},
{
"id": "how",
"label": "How does Weights & Biases: The AI developer platform work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Weights & Biases: The AI developer platform?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Weights & Biases: The AI developer platform free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Weights & Biases: The AI developer platform compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}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, cost, compare.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Query intent coverage
Score
70/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Query intent coverage is informational for this page.
Evidence
{
"headings": [
{
"text": "The world’s leading AI teams trust Weights & Biases",
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">The world’s leading AI teams trust Weights & Biases </h2>"
},
{
"text": "Weights & Biases AI developer platform",
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">Weights & Biases AI developer platform</h2>"
},
{
"text": "Weights & Biases mobile app",
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">Weights & Biases mobile app</h2>"
},
{
"text": "Compliance-ready for the enterprise",
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">Compliance-ready for the enterprise</h2>"
},
{
"text": "Get started with one line of code",
"html": "<h2 class=\"title eael-dch-title\"><span class=\"eael-dch-title-text eael-dch-title-lead lead solid-color\">Get started with one line of code</span> <span class=\"eael-dch-title-text\"></span></h2>"
},
{
"text": "See the Weights & Biases AI developer platform in action",
"html": "<h2 class=\"title eael-dch-title\"><span class=\"eael-dch-title-text eael-dch-title-lead lead solid-color\">See the Weights & Biases AI developer platform in action</span> <span class=\"eael-dch-title-text\"></span></h2>"
},
{
"text": "Privacy Preference Center",
"html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Weights & Biases: The AI developer platform?",
"pattern": {}
},
{
"id": "how",
"label": "How does Weights & Biases: The AI developer platform work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Weights & Biases: The AI developer platform?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Weights & Biases: The AI developer platform free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Weights & Biases: The AI developer platform compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Weights & Biases: The AI developer platform?",
"pattern": {}
},
{
"id": "how",
"label": "How does Weights & Biases: The AI developer platform work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Weights & Biases: The AI developer platform?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Weights & Biases: The AI developer platform free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Weights & Biases: The AI developer platform compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Q&A and FAQ opportunities
GEO: Q&A and FAQ opportunities is informational for this page.
Informational
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Q&A and FAQ opportunities
GEO: Q&A and FAQ opportunities is informational for this page.
Needs attention
GEO: Q&A and FAQ opportunities
Issue
7 h2 heading(s) are not phrased as questions; this is optional and only useful where Q&A wording is natural. No visible FAQ or FAQPage schema was detected; this is optional unless the page answers common questions.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Q&A and FAQ opportunities
Score
75/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Q&A and FAQ opportunities is informational for this page.
Evidence
{
"h2Count": 7,
"questionH2s": 0,
"hasFaq": false,
"nonQuestionH2s": [
{
"index": 1,
"text": "The world’s leading AI teams trust Weights & Biases",
"isQuestion": false,
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">The world’s leading AI teams trust Weights & Biases </h2>"
},
{
"index": 2,
"text": "Weights & Biases AI developer platform",
"isQuestion": false,
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">Weights & Biases AI developer platform</h2>"
},
{
"index": 3,
"text": "Weights & Biases mobile app",
"isQuestion": false,
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">Weights & Biases mobile app</h2>"
},
{
"index": 4,
"text": "Compliance-ready for the enterprise",
"isQuestion": false,
"html": "<h2 class=\"elementor-heading-title elementor-size-default\">Compliance-ready for the enterprise</h2>"
},
{
"index": 5,
"text": "Get started with one line of code",
"isQuestion": false,
"html": "<h2 class=\"title eael-dch-title\"><span class=\"eael-dch-title-text eael-dch-title-lead lead solid-color\">Get started with one line of code</span> <span class=\"eael-dch-title-text\"></span></h2>"
},
{
"index": 6,
"text": "See the Weights & Biases AI developer platform in action",
"isQuestion": false,
"html": "<h2 class=\"title eael-dch-title\"><span class=\"eael-dch-title-text eael-dch-title-lead lead solid-color\">See the Weights & Biases AI developer platform in action</span> <span class=\"eael-dch-title-text\"></span></h2>"
},
{
"index": 7,
"text": "Privacy Preference Center",
"isQuestion": false,
"html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
}
],
"score": 75,
"weight": 4
}AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Needs attention
IndexNow key
Issue
IndexNow key is informational for this page.
Why it matters
IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.
Check name
IndexNow key
Score
100/100
Status
informational
Category
Discoverability
Maturity
Established
Goal
Verify that IndexNow ownership key placement is detectable when the site advertises it.
Result
IndexNow key is informational for this page.
Validation steps
Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.
Evidence
{
"steps": [
{
"id": "advertised-location",
"title": "Find advertised IndexNow key location",
"status": "informational",
"evidence": {
"advertised": []
},
"issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
"howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
},
{
"id": "fetch-key",
"title": "Fetch and validate IndexNow key file",
"status": "informational",
"evidence": {
"advertised": [],
"checked": []
},
"issue": "No discoverable IndexNow key file was found.",
"howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
}
]
}Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Needs attention
OAuth / OIDC discovery
Issue
Response is not valid JSON.
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
Validate resource body
Response is not valid JSON.
Probe authorization endpoint with an authorization-code request
authorization_endpoint is missing from discovery metadata.
Reject unregistered authorization redirects
authorization_endpoint is missing from discovery metadata.
Probe token endpoint with advertised grant type
token_endpoint is missing from discovery metadata.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/openid-configuration",
"statusCode": 200,
"contentType": "text/html; charset=utf-8"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"issue": "Response is not valid JSON.",
"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."
},
{
"id": "authorization-endpoint",
"title": "Probe authorization endpoint with an authorization-code request",
"status": "fail",
"evidence": {
"url": ""
},
"issue": "authorization_endpoint is missing from discovery metadata.",
"howToFix": "Advertise only implemented OAuth/OIDC endpoints."
},
{
"id": "authorization-redirect-safety",
"title": "Reject unregistered authorization redirects",
"status": "fail",
"evidence": {
"url": ""
},
"issue": "authorization_endpoint is missing from discovery metadata.",
"howToFix": "Validate clients and redirect_uri values before redirecting."
},
{
"id": "token-endpoint",
"title": "Probe token endpoint with advertised grant type",
"status": "fail",
"evidence": {
"url": ""
},
"issue": "token_endpoint is missing from discovery metadata.",
"howToFix": "Advertise only implemented OAuth/OIDC endpoints."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "log in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": true
}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
Response is not valid JSON.
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
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": "metadata",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "pass",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 200,
"contentType": "text/html; charset=utf-8"
},
"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<!--\n We disable Google Translate because it does not play well with React 16\n See https://github.com/facebook/react/issues/11538\n-->\n<html lang=\"en\" class=\"notranslate\">\n <head>\n <style>\n html {\n background-color: #f9f9f9;\n }\n html[data-mode='dark'] {\n background-color: #232323;\n }\n /* anti-flicker snippet for Google Optimize */\n .async-hide {\n opacity: 0 !important;\n }\n </style>\n <script>\n const theme = localStorage.getItem('__wb_theme') || 'light';\n if (theme === 'dark') {\n document.documentElement.classList.add('night-mode');\n // Used for tailwind dark mode\n document.documentElement.setAttribute('data-mode', 'dark');\n\n // The data attribute used by @wandb/components"
},
"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://wandb.ai"
},
"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": 200,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://wandb.ai/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 200,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://wandb.ai/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 200,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://wandb.ai/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
}
]
},
"issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
"howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "log in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": true
}Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
100 Fail
Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
Check name
Background and foreground colors do not have a sufficient contrast ratio.
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast)."
}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
2 links 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": "2 links 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 AccessibilityPerformanceBrowser audit
Render-blocking requests
17 Fail
Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
Check name
Render-blocking requests
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 590Â ms
Fix guidance
Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path.
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 590Â ms",
"description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
11 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
35/100
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": "interactive",
"title": "Time to Interactive",
"score": 23,
"displayValue": "6.3Â s",
"numericValue": 6314.494529435233
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 46,
"displayValue": "1.7Â s",
"numericValue": 1668.638143175555
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 34,
"displayValue": "2.8Â s",
"numericValue": 2750.6538179757886
},
{
"id": "server-response-time",
"title": "Reduce initial server response time",
"score": 0,
"displayValue": "Root document took 620Â ms",
"numericValue": 624
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 3,
"displayValue": "1,210Â ms",
"numericValue": 1206.4999999999995
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 14,
"displayValue": "430Â ms",
"numericValue": 427
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "60Â ms",
"numericValue": 55.28717999999999
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 62,
"displayValue": "2.0Â s",
"numericValue": 2016.0990861282212
}
]
}Performance and AccessibilityPerformanceBrowser audit
Avoid enormous network payloads
8 Warning
Performance and AccessibilityPerformanceBrowser audit
Avoid enormous network payloads
Check name
Avoid enormous network payloads
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Total size was 3,174Â KiB
Fix guidance
Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Total size was 3,174Â KiB",
"description": "Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).",
"numericValue": 3250083
}Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
8 Warning
Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
Check name
Improve image delivery
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 278Â KiB
Fix guidance
Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 278Â KiB",
"description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}Performance and AccessibilityPerformanceBrowser audit
Minify CSS
8 Warning
Performance and AccessibilityPerformanceBrowser audit
Minify CSS
Check name
Minify CSS
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 11Â KiB
Fix guidance
Minifying CSS files can reduce network payload sizes. [Learn how to minify CSS](https://developer.chrome.com/docs/lighthouse/performance/unminified-css/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 11Â KiB",
"description": "Minifying CSS files can reduce network payload sizes. [Learn how to minify CSS](https://developer.chrome.com/docs/lighthouse/performance/unminified-css/).",
"numericValue": 0
}Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
8 Warning
Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
Check name
Reduce unused JavaScript
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 583Â KiB
Fix guidance
Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 583Â KiB",
"description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
"numericValue": 0
}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 |