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Jun 11, 2026, 3:39 AM
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SCANNED
Jun 11, 2026, 3:39:16 AMJun 11, 2026, 3:39 AM
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57/100
OVERALL SCORE
Level 3, Bot-Aware
Moderate readiness for AI agents
- AI Discoverability 19 out of 100
- Agent Ease of Use 6 out of 100
- Security & Trust 100 out of 100
- GEO, AIO and AEO 66 out of 100
- SEO 100 out of 100
- Performance and Accessibility 88 out of 100
What AI sees of your website
Mozilla - Internet for people, not profit (US)
We’re working to put control of the internet back in the hands of the people using it.
Next step
Turn this report into a fix workflow
27 failed checks are ready to move into MCP or CLI remediation. Generate a repair prompt, connect the scanner to your coding agent, or open the integration docs before your next rescan.
| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 19 | Priority fix | 3 | 19 | 1 | View details |
| Discoverability | 14 | Priority fix | 1 | 8 | 0 | View details |
| Content Readiness | 38 | Priority fix | 2 | 7 | 1 | View details |
| Bot Access Control | 0 | Priority fix | 0 | 4 | 0 | View details |
| Agent Ease of Use | 6 | Priority fix | 4 | 29 | 3 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 7 | 0 | View details |
| MCP | 13 | Priority fix | 0 | 6 | 2 | View details |
| Skill Discovery | 5 | Priority fix | 0 | 10 | 1 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 66 | Needs work | 4 | 3 | 12 | View details |
| GEO Readiness | 77 | Mostly ready | 1 | 0 | 4 | |
| AIO Readiness | 58 | Needs work | 2 | 2 | 3 | View details |
| AEO Readiness | 63 | Needs work | 1 | 1 | 5 | View details |
| SEO | 100 | Strong | 11 | 0 | 0 | |
| SEO | 100 | Strong | 11 | 0 | 0 | |
| Security & Trust | 100 | Strong | 9 | 0 | 0 | |
| Security & Trust | 100 | Strong | 5 | 0 | 0 | |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 88 | Mostly ready | 20 | 4 | 1 | View details |
| Performance | 82 | Mostly ready | 12 | 4 | 1 | View details |
| Accessibility | 100 | Strong | 8 | 0 | 0 |
Prioritized recommendations
Issues ranked by score impact
49 items need attention
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Needs attention
API Catalog
01
Issue
The API catalog endpoint did not return HTTP 2xx.
02
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Fetch API catalog".
Validation steps
Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "fail",
"evidence": {
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The API catalog endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/api-catalog."
},
{
"id": "validate",
"title": "Validate RFC 9727 linkset",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ "
},
"issue": "Response is not valid JSON.",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Needs attention
OpenAPI discovery
01
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.
02
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery failed at "Find valid OpenAPI document".
Validation steps
Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ "
},
{
"path": "/openapi.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ "
},
{
"path": "/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ "
},
{
"path": "/swagger.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ "
},
{
"path": "/api/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ "
},
{
"path": "/api/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ "
},
{
"path": "/docs/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ "
}
]
},
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
}
]
}AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
33 Fail
Needs attention
AI bot rules in robots.txt
01
Issue
No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.
02
Why it matters
Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.
Check name
AI bot rules in robots.txt
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Established
Goal
Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.
Result
AI bot rules in robots.txt is missing or incomplete.
Evidence
{
"expectedBots": [
"GPTBot",
"ChatGPT-User",
"ClaudeBot",
"Claude-Web",
"Anthropic-AI",
"Google-Extended",
"PerplexityBot",
"CCBot",
"Applebot-Extended",
"Meta-ExternalAgent",
"Bytespider",
"Amazonbot",
"Cohere-AI"
],
"configuredBots": []
}AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
33 Fail
Needs attention
Content Signal
01
Issue
No Content Signal found in robots.txt
02
Why it matters
Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.
Check name
Content Signal
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Declare AI content usage preferences with Content Signal in robots.txt.
Result
Content Signal is missing or incomplete.
Evidence
{
"signals": [],
"ai-train": false,
"search": false,
"ai-input": false
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
33 Fail
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
33 Fail
Needs attention
Web Bot Auth request signing
01
Issue
Web Bot Auth request signing was not found at the expected path.
02
Why it matters
Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.
Check name
Web Bot Auth request signing
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.
Result
Web Bot Auth request signing failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Web Bot Auth request signing was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/http-message-signatures-directory",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9199
}
]
},
"issue": "Web Bot Auth request signing was not found at the expected path.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
25 Fail
AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
25 Fail
Needs attention
llms.txt
01
Issue
llms.txt was not found at the expected path.
02
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
0/100
Status
fail
Category
Content Readiness
Maturity
Emerging recommendation
Goal
Publish llms.txt to summarize agent-readable site guidance.
Result
llms.txt failed at "Fetch to find resource".
Validation steps
Fetch to find resource
llms.txt was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/llms.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9162
},
{
"path": "/llms-full.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9167
}
]
},
"issue": "llms.txt was not found at the expected path.",
"howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
25 Fail
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
25 Fail
Needs attention
Markdown negotiation
01
Issue
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
02
Why it matters
Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.
Check name
Markdown negotiation
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Return HTML responses as markdown when agents request it.
Result
Markdown negotiation failed at "Markdown content type".
Validation steps
Markdown content type
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".
Structured Markdown body
Markdown response is missing a heading.
Evidence
{
"failedStep": "content-type",
"steps": [
{
"id": "content-type",
"title": "Markdown content type",
"status": "fail",
"evidence": {
"statusCode": 200,
"contentType": "text/html; charset=utf-8"
},
"issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
"howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
},
{
"id": "vary-accept",
"title": "Vary: Accept header",
"status": "fail",
"evidence": {
"vary": "Accept-Encoding"
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding\".",
"howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
},
{
"id": "markdown-content",
"title": "Structured Markdown body",
"status": "fail",
"evidence": {
"valid": false,
"hasHeading": false,
"wordCount": 10426,
"excerpt": "<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0",
"issue": "Markdown response is missing a heading."
},
"issue": "Markdown response is missing a heading.",
"howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
}
]
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
25 Fail
Needs attention
MCP Server Card
01
Issue
MCP Server Card was not found at the expected path.
02
Why it matters
MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.
Check name
MCP Server Card
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Publish an MCP Server Card for agent discovery.
Result
MCP Server Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
MCP Server Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9186
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9187
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9174
}
]
},
"issue": "MCP Server Card was not found at the expected path.",
"howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
}
]
}Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
25 Fail
Needs attention
mcp.json
01
Issue
mcp.json was not found at the expected path.
02
Why it matters
MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.
Check name
mcp.json
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.
Result
mcp.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
mcp.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9162
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9174
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9186
}
]
},
"issue": "mcp.json was not found at the expected path.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
25 Fail
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
25 Fail
Needs attention
Semantic HTML
01
Issue
Semantic HTML is incomplete: 0/1 applicable form inputs have autocomplete attributes (1 missing).
Details
02
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": true,
"nav": true,
"footer": true,
"meaningfulH1": true,
"headingOrder": true,
"accessibleLinks": true,
"accessibleButtons": true,
"imageAltCoverage": true,
"formAutocompleteCoverage": false,
"details": {
"inaccessibleLinks": [],
"inaccessibleButtons": [],
"missingAutocompleteInputs": [
"<input type=\"email\" name=\"email\" required data-testid=\"newsletter-email-input\" maxlength=\"320\" placeholder=\"[email protected]\" class=\"mzp-js-email-field\" id=\"id_email\">"
],
"imagesMissingAlt": [],
"skippedHeadingLevels": []
},
"counts": {
"h1": 1,
"headings": 44,
"links": 90,
"inaccessibleLinks": 0,
"buttons": 8,
"inaccessibleButtons": 0,
"images": 24,
"imagesWithAlt": 24,
"autocompleteInputs": 1,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 1
}
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
25 Fail
Needs attention
WebMCP manifest
01
Issue
WebMCP manifest was not found at the expected path.
02
Why it matters
A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.
Check name
WebMCP manifest
Score
0/100
Status
fail
Category
MCP
Maturity
Informational
Goal
Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.
Result
WebMCP manifest failed at "Fetch to find resource".
Validation steps
Fetch to find resource
WebMCP manifest was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9177
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9165
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9162
}
]
},
"issue": "WebMCP manifest was not found at the expected path.",
"howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
20 Fail
Needs attention
A2A Agent Card
01
Issue
A2A Agent Card was not found at the expected path.
02
Why it matters
A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.
Check name
A2A Agent Card
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent card so A2A-compatible clients can discover capabilities.
Result
A2A Agent Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
A2A Agent Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9181
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9185
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9169
}
]
},
"issue": "A2A Agent Card was not found at the expected path.",
"howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
20 Fail
Needs attention
Agent Skills index
01
Issue
Agent Skills index was not found at the expected path.
02
Why it matters
An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.
Check name
Agent Skills index
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent skills discovery index.
Result
Agent Skills index failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Agent Skills index was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9189
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9183
}
]
},
"issue": "Agent Skills index was not found at the expected path.",
"howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
20 Fail
Needs attention
agent.json
01
Issue
agent.json was not found at the expected path.
02
Why it matters
agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.
Check name
agent.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.
Result
agent.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agent.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9176
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9164
}
]
},
"issue": "agent.json was not found at the expected path.",
"howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
}
]
}Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
20 Fail
Needs attention
agents.json
01
Issue
agents.json was not found at the expected path.
02
Why it matters
agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.
Check name
agents.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Informational
Goal
Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.
Result
agents.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agents.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9177
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9165
}
]
},
"issue": "agents.json was not found at the expected path.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
19 Warning
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
19 Warning
Needs attention
Content freshness signals
01
Issue
Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD.
02
Why it matters
Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.
Check name
Content freshness signals
Score
25/100
Status
warning
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval and ranking.
Result
Content freshness signals is partially implemented.
Evidence
{
"lastModified": null,
"schemaDates": [],
"metaDateCount": 1,
"timeDateCount": 0
}AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
17 Fail
AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
17 Fail
Needs attention
FAQPage schema
01
Issue
FAQ content was detected but no FAQPage schema was found.
02
Why it matters
FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.
Check name
FAQPage schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose question-and-answer content in FAQPage structured data when FAQs are present.
Result
FAQPage schema is missing or incomplete.
Evidence
{
"found": false,
"visibleFaq": true,
"allTypes": []
}AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
17 Fail
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
17 Fail
Needs attention
High-value schema types
01
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
02
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": []
}AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
17 Fail
AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
17 Fail
Needs attention
JSON-LD present
01
Issue
No JSON-LD blocks found.
02
Why it matters
JSON-LD is a low-friction structured data format that agents can extract without interpreting page presentation or microdata markup.
Check name
JSON-LD present
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose schema.org JSON-LD so AI search systems can parse page entities.
Result
JSON-LD present is missing or incomplete.
Evidence
{
"blocks": 0,
"validBlocks": 0,
"schemaContextBlocks": 0,
"errors": [],
"documents": [],
"nodes": []
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
17 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
17 Fail
Needs attention
Link headers
01
Issue
No useful agent discovery Link headers were found.
02
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
17 Fail
AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
17 Fail
Needs attention
Organization / WebSite schema
01
Issue
Neither Organization nor WebSite schema types were found in JSON-LD.
02
Why it matters
Organization and WebSite schema help agents identify the publisher, canonical site identity, logo, and related profiles for attribution.
Check name
Organization / WebSite schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Identify the site owner and website entity in structured data.
Result
Organization / WebSite schema is missing or incomplete.
Evidence
{
"found": [],
"allTypes": []
}AI DiscoverabilityDiscoverabilityEstablished
Sitemap
Sitemap is missing or incomplete.
17 Fail
AI DiscoverabilityDiscoverabilityEstablished
Sitemap
Sitemap is missing or incomplete.
17 Fail
Needs attention
Sitemap
01
Issue
No valid XML sitemap found at checked locations: https://www.mozilla.org/sitemap.xml, https://www.mozilla.org/sitemap_index.xml, https://www.mozilla.org/sitemap-index.xml.
02
Why it matters
Sitemaps help crawlers and agents discover canonical URLs, updated pages, and deeper content that may not be obvious from the homepage navigation.
Check name
Sitemap
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Publish a sitemap and reference it from robots.txt.
Result
Sitemap is missing or incomplete.
Evidence
{
"checked": [
"https://www.mozilla.org/sitemap.xml",
"https://www.mozilla.org/sitemap_index.xml",
"https://www.mozilla.org/sitemap-index.xml"
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
15 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
15 Fail
Needs attention
DNS-AID Agent Discovery
01
Issue
No DNS-AID entrypoint records were found under _agents.
02
Why it matters
DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.
Check name
DNS-AID Agent Discovery
Score
25/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.
Result
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Validation steps
Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.
Evidence
{
"failedStep": "svcb-https-records",
"steps": [
{
"id": "svcb-https-records",
"title": "Resolve DNS-AID SVCB/HTTPS records",
"status": "fail",
"evidence": {
"hostname": "www.mozilla.org",
"probes": [
{
"name": "_index._agents.www.mozilla.org",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.www.mozilla.org",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
}
]
},
"issue": "No DNS-AID entrypoint records were found under _agents.",
"howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
},
{
"id": "service-params",
"title": "Validate alpn and endpoint parameters",
"status": "informational",
"evidence": {
"discovered": []
},
"howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
},
{
"id": "dnssec",
"title": "Check DNSSEC material",
"status": "warning",
"evidence": {
"hasDnssecMaterial": false,
"checked": [
{
"name": "www.mozilla.org",
"dnssecTypes": [],
"dnssecRecordCount": 0
},
{
"name": "mozilla.org",
"dnssecTypes": [],
"dnssecRecordCount": 0
}
]
},
"issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
"howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
}
]
}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".
13 Warning
Needs attention
WebMCP
01
Issue
WebMCP declarative annotations need fixes.
Details
02
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="newsletters"> is missing tool-param-description.<input name="email"> is missing tool-param-description.<select name="country"> is missing tool-param-description.<select name="lang"> is missing tool-param-description.<input name="privacy"> is missing tool-param-description.<select name="lang"> 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": 2,
"formsWithTags": 0,
"totalInteractive": 104,
"interactiveWithTags": 0,
"totalCount": 106,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"newsletters\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<select name=\"country\"> is missing tool-param-description.",
"<select name=\"lang\"> is missing tool-param-description.",
"<input name=\"privacy\"> is missing tool-param-description.",
"<select name=\"lang\"> 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": 6,
"issues": [
"<input name=\"newsletters\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<select name=\"country\"> is missing tool-param-description.",
"<select name=\"lang\"> is missing tool-param-description.",
"<input name=\"privacy\"> is missing tool-param-description.",
"<select name=\"lang\"> is missing tool-param-description."
]
},
"issue": "WebMCP declarative annotations need fixes.",
"issueDetails": [
{
"title": "WebMCP declarative annotation issues",
"items": [
{
"type": "code",
"value": "<input name=\"newsletters\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"email\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<select name=\"country\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<select name=\"lang\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"privacy\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<select name=\"lang\"> 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": 2,
"formsWithTags": 0,
"totalInteractive": 104,
"interactiveWithTags": 0,
"totalCount": 106,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"newsletters\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<select name=\"country\"> is missing tool-param-description.",
"<select name=\"lang\"> is missing tool-param-description.",
"<input name=\"privacy\"> is missing tool-param-description.",
"<select name=\"lang\"> 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": 2,
"formsWithTags": 0,
"totalInteractive": 104,
"interactiveWithTags": 0,
"totalCount": 106,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"newsletters\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<select name=\"country\"> is missing tool-param-description.",
"<select name=\"lang\"> is missing tool-param-description.",
"<input name=\"privacy\"> is missing tool-param-description.",
"<select name=\"lang\"> is missing tool-param-description."
]
},
"browserWebMcp": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
9 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
9 Fail
Needs attention
AIO: Visible structured data match
01
Issue
No JSON-LD structured data was detected.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Visible structured data match
Score
0/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Visible structured data match scored 0/100 and needs a fix.
Evidence
{
"schemaCount": 0,
"mismatches": [],
"score": 0,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
6 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
6 Fail
Needs attention
AIO: Source and trust signals
01
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Source and trust signals
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/en-US/about/",
"text": "About us",
"html": "<a class=\"m24-c-menu-title\" href=\"/en-US/about/\" aria-haspopup=\"true\" aria-controls=\"m24-c-menu-panel-about\" data-testid=\"m24-navigation-link-about-us\" aria-expanded=\"false\">About us</a>"
},
{
"href": "/en-US/about/",
"text": "About Mozilla",
"html": "<a class=\"m24-c-menu-item-link\" href=\"/en-US/about/\" data-link-text=\"About Mozilla\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">About Mozilla</h2> </a>"
},
{
"href": "/en-US/about/manifesto/",
"text": "The Mozilla Manifesto",
"html": "<a class=\"m24-c-menu-item-link\" href=\"/en-US/about/manifesto/\" data-link-text=\"The Mozilla manifesto\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">The Mozilla Manifesto</h2> </a>"
},
{
"href": "https://blog.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Blog",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://blog.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Blog\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Blog</h2> </a>"
},
{
"href": "https://www.mozillafoundation.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Mozilla Foundation",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://www.mozillafoundation.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Mozilla Foundation\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Mozilla Foundation</h2> </a>"
},
{
"href": "https://www.mozilla.ai/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Mozilla.ai",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://www.mozilla.ai/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Mozilla.ai\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Mozilla.ai</h2> </a>"
},
{
"href": "https://mozilla.vc/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Mozilla Ventures",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://mozilla.vc/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Mozilla Ventures\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Mozilla Ventures</h2> </a>"
},
{
"href": "https://builders.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Mozilla Builders",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://builders.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Mozilla Builders\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Mozilla Builders</h2> </a>"
},
{
"href": "https://newproducts.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Mozilla New Products",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://newproducts.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Mozilla New Products\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Mozilla New Products</h2> </a>"
},
{
"href": "/en-US/about/",
"text": "Learn about us",
"html": "<a href=\"/en-US/about/\" class=\"m24-c-cta\" data-cta-text=\"Learn about us\">Learn about us</a>"
},
{
"href": "https://www.fastcompany.com/91490055/mozillas-new-ai-strategy-marks-a-return-to-its-rebel-alliance-roots",
"text": "Article Fast Company News Mozilla’s new AI strategy marks a return to its ‘rebel alliance’ roots",
"html": "<a href=\"https://www.fastcompany.com/91490055/mozillas-new-ai-strategy-marks-a-return-to-its-rebel-alliance-roots\" class=\"m24-c-springboard-link\" data-link-text=\"Mozilla’s new AI strategy marks a return to its ‘rebel alliance’ roots\"> <div class=\"m24-c-springboard-thumb\"> <span class=\"m24-c-springboard-icon m24-c-springboard-icon-article\"></span> </div> <div class=\"m24-c-springboard-type\"> Article </div> <div class=\"m24-c-springboard-author\">Fast Company</div> <div class=..."
},
{
"href": "/en-US/advertising/",
"text": "Learn more about Mozilla Ads",
"html": "<a class=\"moz24-footer-advertising-link\" href=\"/en-US/advertising/\" data-link-position=\"footer\" data-link-text=\"Learn more\"> <span class=\"mzp-c-button-icon-text\">Learn more <span>about Mozilla Ads</span></span> <span class=\"mzp-c-button-icon-end\"> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"16\" viewBox=\"0 0 16 16\"><path fill=\"currentColor\" d=\"m7.24 1.36 5.89 5.89H0v1.5h13.13l-5.89 5.89L8.3 15.7 16 8 8.3.3z\"/></svg> </span> </a>"
},
{
"href": "/en-US/about/leadership/",
"text": "Leadership",
"html": "<a href=\"/en-US/about/leadership/\" data-link-position=\"footer\" data-link-text=\"Leadership\">Leadership</a>"
},
{
"href": "https://blog.mozilla.org/category/mozilla/news/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=company",
"text": "Press Center",
"html": "<a href=\"https://blog.mozilla.org/category/mozilla/news/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=company\" data-link-position=\"footer\" data-link-text=\"Press Center\">Press Center</a>"
},
{
"href": "https://www.linkedin.com/company/mozilla-corporation/",
"text": "LinkedIn (@mozilla)",
"html": "<a class=\"linkedin\" href=\"https://www.linkedin.com/company/mozilla-corporation/\" data-link-position=\"footer\" data-link-text=\"LinkedIn (@mozilla)\">LinkedIn<span> (@mozilla)</span></a>"
},
{
"href": "/en-US/about/legal/",
"text": "Legal",
"html": "<a href=\"/en-US/about/legal/\" data-link-position=\"footer\" data-link-text=\"Legal\">Legal</a>"
},
{
"href": "/en-US/about/governance/policies/participation/",
"text": "Community Participation Guidelines",
"html": "<a href=\"/en-US/about/governance/policies/participation/\" data-link-position=\"footer\" data-link-text=\"Community Participation Guidelines\">Community Participation Guidelines</a>"
},
{
"href": "/en-US/about/this-site/",
"text": "About this site",
"html": "<a href=\"/en-US/about/this-site/\" data-link-position=\"footer\" data-link-text=\"About this site\">About this site</a>"
}
],
"contactLinks": [
{
"href": "https://www.thunderbird.net/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home",
"text": "Thunderbird: Go chaos-free with one app for all your emails, calendars and contacts.",
"html": "<a class=\"m24-c-launchpad-link m24-t-product-thunderbird\" href=\"https://www.thunderbird.net/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home\" data-cta-text=\"Thunderbird\" data-cta-position=\"product-list\"> <strong class=\"m24-c-launchpad-title\">Thunderbird<b>:</b></strong> <span class=\"m24-c-launchpad-info\">Go chaos-free with one app for all your emails, calendars and contacts.</span> </a>"
},
{
"href": "/en-US/contact/",
"text": "Contact",
"html": "<a href=\"/en-US/contact/\" data-link-position=\"footer\" data-link-text=\"Contact\">Contact</a>"
},
{
"href": "https://support.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support",
"text": "Product Help",
"html": "<a href=\"https://support.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support\" data-link-position=\"footer\" data-link-text=\"Product Help\">Product Help</a>"
},
{
"href": "https://bugzilla.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support",
"text": "File a Bug",
"html": "<a href=\"https://bugzilla.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support\" data-link-position=\"footer\" data-link-text=\"File a Bug\">File a Bug</a>"
},
{
"href": "https://pontoon.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support",
"text": "Localize Mozilla",
"html": "<a href=\"https://pontoon.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support\" data-link-position=\"footer\" data-link-text=\"Localise Mozilla\">Localize Mozilla</a>"
}
],
"privacyLinks": [
{
"href": "/en-US/privacy/websites/cookie-settings/",
"text": "Cookie settings",
"html": "<a href=\"/en-US/privacy/websites/cookie-settings/\"> Cookie settings </a>"
},
{
"href": "https://www.firefox.com/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home",
"text": "Firefox: Get the gold standard for browsing with speed, privacy and control.",
"html": "<a class=\"m24-c-launchpad-link m24-t-product-firefox\" href=\"https://www.firefox.com/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home\" data-cta-text=\"Firefox\" data-cta-position=\"product-list\"> <strong class=\"m24-c-launchpad-title\">Firefox<b>:</b></strong> <span class=\"m24-c-launchpad-info\">Get the gold standard for browsing with speed, privacy and control.</span> </a>"
},
{
"href": "https://www.youtube.com/watch?v=HiZGWrN1zrU",
"text": "Video Nabiha Syed Privacy & Security What comes next in tech is a choice. Choose with us.",
"html": "<a href=\"https://www.youtube.com/watch?v=HiZGWrN1zrU\" class=\"m24-c-springboard-link\" data-link-text=\"What comes next in tech is a choice. Choose with us.\"> <div class=\"m24-c-springboard-thumb\"> <span class=\"m24-c-springboard-icon m24-c-springboard-icon-video\"></span> </div> <div class=\"m24-c-springboard-type\"> Video </div> <div class=\"m24-c-springboard-author\">Nabiha Syed</div> <div class=\"m24-c-springboard-topic\">Privacy & Security</div> <div class=\"m24-c-springboard-preview\">What comes..."
},
{
"href": "/en-US/privacy/websites/",
"text": "this Privacy Notice",
"html": "<a href=\"/en-US/privacy/websites/\">this Privacy Notice</a>"
},
{
"href": "/en-US/privacy/websites/",
"text": "Website Privacy Notice",
"html": "<a href=\"/en-US/privacy/websites/\" data-link-position=\"footer\" data-link-text=\"Privacy\">Website Privacy Notice</a>"
},
{
"href": "/en-US/privacy/websites/cookie-settings/",
"text": "Cookies",
"html": "<a href=\"/en-US/privacy/websites/cookie-settings/\" data-link-position=\"footer\" data-link-text=\"Cookies\">Cookies</a>"
}
],
"score": 40,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
5 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
5 Fail
Needs attention
AEO: Answer evidence and trust
01
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer evidence and trust
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/en-US/about/",
"text": "About us",
"html": "<a class=\"m24-c-menu-title\" href=\"/en-US/about/\" aria-haspopup=\"true\" aria-controls=\"m24-c-menu-panel-about\" data-testid=\"m24-navigation-link-about-us\" aria-expanded=\"false\">About us</a>"
},
{
"href": "/en-US/about/",
"text": "About Mozilla",
"html": "<a class=\"m24-c-menu-item-link\" href=\"/en-US/about/\" data-link-text=\"About Mozilla\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">About Mozilla</h2> </a>"
},
{
"href": "/en-US/about/manifesto/",
"text": "The Mozilla Manifesto",
"html": "<a class=\"m24-c-menu-item-link\" href=\"/en-US/about/manifesto/\" data-link-text=\"The Mozilla manifesto\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">The Mozilla Manifesto</h2> </a>"
},
{
"href": "https://blog.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Blog",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://blog.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Blog\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Blog</h2> </a>"
},
{
"href": "https://www.mozillafoundation.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Mozilla Foundation",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://www.mozillafoundation.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Mozilla Foundation\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Mozilla Foundation</h2> </a>"
},
{
"href": "https://www.mozilla.ai/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Mozilla.ai",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://www.mozilla.ai/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Mozilla.ai\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Mozilla.ai</h2> </a>"
},
{
"href": "https://mozilla.vc/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Mozilla Ventures",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://mozilla.vc/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Mozilla Ventures\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Mozilla Ventures</h2> </a>"
},
{
"href": "https://builders.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Mozilla Builders",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://builders.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Mozilla Builders\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Mozilla Builders</h2> </a>"
},
{
"href": "https://newproducts.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us",
"text": "Mozilla New Products",
"html": "<a class=\"m24-c-menu-item-link\" href=\"https://newproducts.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=nav&utm_content=about-us\" data-link-text=\"Mozilla New Products\" data-link-position=\"topnav - about\"> <h2 class=\"m24-c-menu-item-title\">Mozilla New Products</h2> </a>"
},
{
"href": "/en-US/about/",
"text": "Learn about us",
"html": "<a href=\"/en-US/about/\" class=\"m24-c-cta\" data-cta-text=\"Learn about us\">Learn about us</a>"
},
{
"href": "https://www.fastcompany.com/91490055/mozillas-new-ai-strategy-marks-a-return-to-its-rebel-alliance-roots",
"text": "Article Fast Company News Mozilla’s new AI strategy marks a return to its ‘rebel alliance’ roots",
"html": "<a href=\"https://www.fastcompany.com/91490055/mozillas-new-ai-strategy-marks-a-return-to-its-rebel-alliance-roots\" class=\"m24-c-springboard-link\" data-link-text=\"Mozilla’s new AI strategy marks a return to its ‘rebel alliance’ roots\"> <div class=\"m24-c-springboard-thumb\"> <span class=\"m24-c-springboard-icon m24-c-springboard-icon-article\"></span> </div> <div class=\"m24-c-springboard-type\"> Article </div> <div class=\"m24-c-springboard-author\">Fast Company</div> <div class=..."
},
{
"href": "/en-US/advertising/",
"text": "Learn more about Mozilla Ads",
"html": "<a class=\"moz24-footer-advertising-link\" href=\"/en-US/advertising/\" data-link-position=\"footer\" data-link-text=\"Learn more\"> <span class=\"mzp-c-button-icon-text\">Learn more <span>about Mozilla Ads</span></span> <span class=\"mzp-c-button-icon-end\"> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"16\" viewBox=\"0 0 16 16\"><path fill=\"currentColor\" d=\"m7.24 1.36 5.89 5.89H0v1.5h13.13l-5.89 5.89L8.3 15.7 16 8 8.3.3z\"/></svg> </span> </a>"
},
{
"href": "/en-US/about/leadership/",
"text": "Leadership",
"html": "<a href=\"/en-US/about/leadership/\" data-link-position=\"footer\" data-link-text=\"Leadership\">Leadership</a>"
},
{
"href": "https://blog.mozilla.org/category/mozilla/news/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=company",
"text": "Press Center",
"html": "<a href=\"https://blog.mozilla.org/category/mozilla/news/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=company\" data-link-position=\"footer\" data-link-text=\"Press Center\">Press Center</a>"
},
{
"href": "https://www.linkedin.com/company/mozilla-corporation/",
"text": "LinkedIn (@mozilla)",
"html": "<a class=\"linkedin\" href=\"https://www.linkedin.com/company/mozilla-corporation/\" data-link-position=\"footer\" data-link-text=\"LinkedIn (@mozilla)\">LinkedIn<span> (@mozilla)</span></a>"
},
{
"href": "/en-US/about/legal/",
"text": "Legal",
"html": "<a href=\"/en-US/about/legal/\" data-link-position=\"footer\" data-link-text=\"Legal\">Legal</a>"
},
{
"href": "/en-US/about/governance/policies/participation/",
"text": "Community Participation Guidelines",
"html": "<a href=\"/en-US/about/governance/policies/participation/\" data-link-position=\"footer\" data-link-text=\"Community Participation Guidelines\">Community Participation Guidelines</a>"
},
{
"href": "/en-US/about/this-site/",
"text": "About this site",
"html": "<a href=\"/en-US/about/this-site/\" data-link-position=\"footer\" data-link-text=\"About this site\">About this site</a>"
}
],
"contactLinks": [
{
"href": "https://www.thunderbird.net/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home",
"text": "Thunderbird: Go chaos-free with one app for all your emails, calendars and contacts.",
"html": "<a class=\"m24-c-launchpad-link m24-t-product-thunderbird\" href=\"https://www.thunderbird.net/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home\" data-cta-text=\"Thunderbird\" data-cta-position=\"product-list\"> <strong class=\"m24-c-launchpad-title\">Thunderbird<b>:</b></strong> <span class=\"m24-c-launchpad-info\">Go chaos-free with one app for all your emails, calendars and contacts.</span> </a>"
},
{
"href": "/en-US/contact/",
"text": "Contact",
"html": "<a href=\"/en-US/contact/\" data-link-position=\"footer\" data-link-text=\"Contact\">Contact</a>"
},
{
"href": "https://support.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support",
"text": "Product Help",
"html": "<a href=\"https://support.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support\" data-link-position=\"footer\" data-link-text=\"Product Help\">Product Help</a>"
},
{
"href": "https://bugzilla.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support",
"text": "File a Bug",
"html": "<a href=\"https://bugzilla.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support\" data-link-position=\"footer\" data-link-text=\"File a Bug\">File a Bug</a>"
},
{
"href": "https://pontoon.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support",
"text": "Localize Mozilla",
"html": "<a href=\"https://pontoon.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=footer&utm_content=support\" data-link-position=\"footer\" data-link-text=\"Localise Mozilla\">Localize Mozilla</a>"
}
],
"privacyLinks": [
{
"href": "/en-US/privacy/websites/cookie-settings/",
"text": "Cookie settings",
"html": "<a href=\"/en-US/privacy/websites/cookie-settings/\"> Cookie settings </a>"
},
{
"href": "https://www.firefox.com/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home",
"text": "Firefox: Get the gold standard for browsing with speed, privacy and control.",
"html": "<a class=\"m24-c-launchpad-link m24-t-product-firefox\" href=\"https://www.firefox.com/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home\" data-cta-text=\"Firefox\" data-cta-position=\"product-list\"> <strong class=\"m24-c-launchpad-title\">Firefox<b>:</b></strong> <span class=\"m24-c-launchpad-info\">Get the gold standard for browsing with speed, privacy and control.</span> </a>"
},
{
"href": "https://www.youtube.com/watch?v=HiZGWrN1zrU",
"text": "Video Nabiha Syed Privacy & Security What comes next in tech is a choice. Choose with us.",
"html": "<a href=\"https://www.youtube.com/watch?v=HiZGWrN1zrU\" class=\"m24-c-springboard-link\" data-link-text=\"What comes next in tech is a choice. Choose with us.\"> <div class=\"m24-c-springboard-thumb\"> <span class=\"m24-c-springboard-icon m24-c-springboard-icon-video\"></span> </div> <div class=\"m24-c-springboard-type\"> Video </div> <div class=\"m24-c-springboard-author\">Nabiha Syed</div> <div class=\"m24-c-springboard-topic\">Privacy & Security</div> <div class=\"m24-c-springboard-preview\">What comes..."
},
{
"href": "/en-US/privacy/websites/",
"text": "this Privacy Notice",
"html": "<a href=\"/en-US/privacy/websites/\">this Privacy Notice</a>"
},
{
"href": "/en-US/privacy/websites/",
"text": "Website Privacy Notice",
"html": "<a href=\"/en-US/privacy/websites/\" data-link-position=\"footer\" data-link-text=\"Privacy\">Website Privacy Notice</a>"
},
{
"href": "/en-US/privacy/websites/cookie-settings/",
"text": "Cookies",
"html": "<a href=\"/en-US/privacy/websites/cookie-settings/\" data-link-position=\"footer\" data-link-text=\"Cookies\">Cookies</a>"
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
5 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
5 Warning
Needs attention
GEO: Extraction-friendly structure
01
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, optional visible FAQ or FAQPage schema, JSON-LD structured data.
Details
02
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Extraction-friendly structure
Score
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": false,
"definitionPatterns": 10,
"schemaBlocks": 0,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process",
"optional visible FAQ or FAQPage schema",
"JSON-LD structured data"
],
"score": 60,
"weight": 24
}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.
4 Warning
Needs attention
AEO: Answer-first sections
01
Issue
39 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer-first sections
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer-first sections scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 43,
"passing": 4,
"failing": [
{
"heading": "Donate to Mozilla Foundation",
"headingHtml": "<h2 class=\"c-banner-title\">Donate to Mozilla Foundation</h2>",
"firstParagraph": "Help reach our urgent mid-year campaign goal by June 30th.",
"paragraphHtml": "<p class=\"c-banner-tagline\">Help reach our urgent mid-year campaign goal by June 30th.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "Help us improve your Mozilla experience",
"headingHtml": "<h2 class=\"moz-consent-banner-heading\">Help us improve your Mozilla experience</h2>",
"firstParagraph": "In addition to Cookies necessary for this site to function, we’d like your permission to set some additional Cookies to better understand your browsing needs and improve your experience. Rest assured — we value your privacy.",
"paragraphHtml": "<p>In addition to Cookies necessary for this site to function, we’d like your permission to set some additional Cookies to better understand your browsing needs and improve your experience. Rest assured — we value your privacy.</p>",
"words": 36,
"direct": false,
"issue": "First paragraph is 36 words and does not look like a concise direct answer."
},
{
"heading": "Firefox browsers",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Firefox browsers</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla VPN",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla VPN</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla Monitor",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla Monitor</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Firefox Relay",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Firefox Relay</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "MDN Plus",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">MDN Plus</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Thunderbird",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Thunderbird</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Solo",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Solo</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "0DIN",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">0DIN</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Tabstack",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Tabstack</h2>",
"firstParagraph": "All products",
"paragraphHtml": "<p class=\"m24-c-menu-category-link\"> <a href=\"/en-US/products/\" data-link-text=\"Go to all browsers and products\" data-link-position=\"topnav - products\"> All products <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"16\" viewBox=\"0 0 16 16\"><path fill=\"currentColor\" d=\"m7.24 1.36 5.89 5.89H0v1.5h13.13l-5.89 5.89L8.3 15.7 16 8 8.3.3z\"/></svg> </a> </p>",
"words": 2,
"direct": false,
"issue": "First paragraph is 2 words and does not look like a concise direct answer."
},
{
"heading": "About Mozilla",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">About Mozilla</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "The Mozilla Manifesto",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">The Mozilla Manifesto</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Get Involved",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Get Involved</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Blog",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Blog</h2>",
"firstParagraph": "Our Work",
"paragraphHtml": "<p>Our Work</p>",
"words": 2,
"direct": false,
"issue": "First paragraph is 2 words and does not look like a concise direct answer."
},
{
"heading": "Mozilla Foundation",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla Foundation</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla.ai",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla.ai</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla Ventures",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla Ventures</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla Advertising",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla Advertising</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla Builders",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla Builders</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla New Products",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla New Products</h2>",
"firstParagraph": "From trustworthy tech to policies that defend your digital rights, we put you first — always.",
"paragraphHtml": "<p class=\"m24-c-flag-subtitle\">From trustworthy tech to policies that defend your digital rights, we put you first — always.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "Love the internet again",
"headingHtml": "<h2 class=\"m24-c-intro-title\">Love the internet again</h2>",
"firstParagraph": "Break free from big tech — our products put you in control of a safer, more private internet experience.",
"paragraphHtml": "<p>Break free from big tech — our products put you in control of a safer, more private internet experience.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "Mozilla Data Collective",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://datacollective.mozillafoundation.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home\" class=\"m24-c-gallery-tile-link\" data-link-text=\"mozilla-data-collective\" target=\"_blank\" rel=\"external noopener\"> <span>Mozilla Data Collective</span> </a> </h3>",
"firstParagraph": "Mozilla Data Collective is rebuilding the AI data ecosystem with communities at the center.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Mozilla Data Collective is rebuilding the AI data ecosystem with communities at the center.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Owners, Not Renters",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://newsletter.ownersnotrenters.com/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=homepage-26\" class=\"m24-c-gallery-tile-link\" data-link-text=\"owners-not-renters\" target=\"_blank\" rel=\"external noopener\"> <span>Owners, Not Renters</span> </a> </h3>",
"firstParagraph": "Join our new Open Source AI community.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Join our new Open Source AI community.</p>",
"words": 7,
"direct": false,
"issue": "First paragraph is 7 words and does not look like a concise direct answer."
},
{
"heading": "A Rebel Alliance?",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://www.cnbc.com/2026/01/27/mozilla-building-an-ai-rebel-alliance-to-take-on-openai-anthropic-.html?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=m24-homepage\" class=\"m24-c-gallery-tile-link\" data-link-text=\"a-rebel-alliance\" target=\"_blank\" rel=\"external noopener\"> <span>A Rebel Alliance?</span> </a> </h3>",
"firstParagraph": "How Mozilla is taking on AI Industry Heavyweights.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">How Mozilla is taking on AI Industry Heavyweights.</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
},
{
"heading": "Mozilla Ventures",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://mozilla.vc/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=m24-homepage\" class=\"m24-c-gallery-tile-link\" data-link-text=\"mozilla-ventures\" target=\"_blank\" rel=\"external noopener\"> <span>Mozilla Ventures</span> </a> </h3>",
"firstParagraph": "Got an early-stage startup? Pitch your company to Mozilla Ventures and secure funding to drive positive change for the future of AI and the internet.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Got an early-stage startup? Pitch your company to Mozilla Ventures and secure funding to drive positive change for the future of AI and the internet.</p>",
"words": 25,
"direct": false,
"issue": "First paragraph is 25 words and does not look like a concise direct answer."
},
{
"heading": "A Double Bottom Line for Tech",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://www.youtube.com/watch?v=BoFUABRULxg\" class=\"m24-c-gallery-tile-link\" data-link-text=\"a-double-bottom-line-for-tech\" target=\"_blank\" rel=\"external noopener\"> <span>A Double Bottom Line for Tech</span> </a> </h3>",
"firstParagraph": "Mark Surman discusses how we can build a tech ecosystem with a double bottom line — one that values both mission and money.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Mark Surman discusses how we can build a tech ecosystem with a double bottom line — one that values both mission and money.</p>",
"words": 22,
"direct": false,
"issue": "First paragraph is 22 words and does not look like a concise direct answer."
},
{
"heading": "OCTONOUS",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://octonous.com/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=homepage-26\" class=\"m24-c-gallery-tile-link\" data-link-text=\"octonous\" target=\"_blank\" rel=\"external noopener\"> <span>OCTONOUS</span> </a> </h3>",
"firstParagraph": "Describe a task in plain language and let Octonous handle it across your apps with full visibility into what it’s doing, while you stay in control.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Describe a task in plain language and let Octonous handle it across your apps with full visibility into what it’s doing, while you stay in control.</p>",
"words": 27,
"direct": false,
"issue": "First paragraph is 27 words and does not look like a concise direct answer."
},
{
"heading": "You, AI and the internet — what’s really going on?",
"headingHtml": "<h3 class=\"m24-c-intro-title m24-t-sm\" itemprop=\"sectionTitle\">You, AI and the internet — what’s really going on?</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "2025",
"headingHtml": "<h3 class=\"m24-c-showcase-subtitle\">2025</h3>",
"firstParagraph": "Read the report",
"paragraphHtml": "<p class=\"m24-c-showcase-body m24-c-section-cta\"> <a href=\"https://stateof.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home\" class=\"m24-c-cta\" rel=\"external noopener\" data-cta-text=\"Read the report\">Read the report</a> </p>",
"words": 3,
"direct": false,
"issue": "First paragraph is 3 words and does not look like a concise direct answer."
},
{
"heading": "Explore issues shaping the future of the internet",
"headingHtml": "<h2 class=\"m24-c-intro-title\">Explore issues shaping the future of the internet</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "My Self Driving Crash",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://www.theatlantic.com/magazine/2026/04/self-driving-car-technology-tesla-crash/686054/?gift=ObTAI8oDbHXe8UjwAQKul6acU0KJHCMEsvPjPPlG_MM\" class=\"m24-c-gallery-tile-link\" data-link-text=\"my-self-driving-crash\"> <span>My Self Driving Crash</span> </a> </h3>",
"firstParagraph": "In his new essay for The Atlantic, Mozilla CTO Raffi Krikorian looks at the dangers of “almost perfect tech,” after his self-driving Tesla hit a wall. (Image courtesy The Atlantic)",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">In his new essay for The Atlantic, Mozilla CTO Raffi Krikorian looks at the dangers of “almost perfect tech,” after his self-driving Tesla hit a wall. (Image courtesy The Atlantic)</p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "Nothing Personal",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://www.mozillafoundation.org/en/nothing-personal/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home\" class=\"m24-c-gallery-tile-link\" data-link-text=\"nothing-personal\"> <span>Nothing Personal</span> </a> </h3>",
"firstParagraph": "Our new magazine for independent thinkers, technologists, and creatives on the front lines of digital culture.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Our new magazine for independent thinkers, technologists, and creatives on the front lines of digital culture.</p>",
"words": 16,
"direct": false,
"issue": "First paragraph is 16 words and does not look like a concise direct answer."
},
{
"heading": "Get Firefox news",
"headingHtml": "<h3 class=\"mzp-c-newsletter-title\">Get Firefox news</h3>",
"firstParagraph": "Afghanistan Akrotiri Albania Algeria American Samoa Andorra Angola Anguilla Antarctica Antigua and Barbuda Argentina Armenia Aruba Ashmore and Cartier Islands Australia Austria Azerbaijan Bahamas, The Bahrain Baker Island Bangladesh Barbados Bassas da India Belarus Belgium Belize Benin Bermuda Bhutan Bolivia Bosnia...",
"paragraphHtml": "<p><select name=\"country\" required=\"required\" aria-required=\"true\" data-testid=\"newsletter-country-select\" id=\"id_country\"> <option value=\"af\">Afghanistan</option> <option value=\"qz\">Akrotiri</option> <option value=\"al\">Albania</option> <option value=\"dz\">Algeria</option> <option value=\"as\">American Samoa</option> <option value=\"ad\">Andorra</option> <option value=\"ao\">Angola</option> <option value=\"ai\">Anguilla</option> <option value=\"aq\">Antarctica</option> <option value=\"ag\">Antigua and Bar...",
"words": 422,
"direct": false,
"issue": "First paragraph is 422 words and does not look like a concise direct answer."
},
{
"heading": "Thanks!",
"headingHtml": "<h3>Thanks!</h3>",
"firstParagraph": "If you haven’t previously confirmed a subscription to a Mozilla-related newsletter, you may have to do so. Please check your inbox or your spam filter for an email from us.",
"paragraphHtml": "<p>If you haven’t previously confirmed a subscription to a Mozilla-related newsletter, you may have to do so. Please check your inbox or your spam filter for an email from us.</p>",
"words": 31,
"direct": false,
"issue": "First paragraph is 31 words and does not look like a concise direct answer."
},
{
"heading": "Company",
"headingHtml": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-company\"> Company </h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Support",
"headingHtml": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-support\"> Support </h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Developers",
"headingHtml": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-developers\"> Developers </h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Follow @Mozilla",
"headingHtml": "<h2 class=\"moz24-footer-heading-social\">Follow @Mozilla</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
3 Warning
Needs attention
AEO: Question-led structure
01
Issue
No question-led h2 sections or FAQ pattern was detected.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: 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": 31,
"questionH2s": [],
"hasFaq": false,
"score": 50,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 80/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 80/100 and needs improvement.
3 Warning
Needs attention
GEO: Entity clarity
01
Issue
Title/H1 terms missing from description: mozilla, not, profit, welcome.
Details
02
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Entity clarity
Score
80/100
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 80/100 and needs improvement.
Evidence
{
"title": "Mozilla - Internet for people, not profit (US)",
"h1": "Welcome to Mozilla",
"description": "We’re working to put control of the internet back in the hands of the people using it.",
"topicOverlap": 0.3333333333333333,
"topicTerms": [
"mozilla",
"internet",
"people",
"not",
"profit",
"welcome"
],
"descriptionTerms": [
"working",
"put",
"control",
"internet",
"back",
"hands",
"people"
],
"missingFromDescription": [
"mozilla",
"not",
"profit",
"welcome"
],
"score": 80,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
Needs attention
GEO: Explanatory content depth
01
Issue
2 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
02
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 2,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 10,
"heading": "H2: Donate to Mozilla Foundation",
"text": "Mozilla Foundation is building a future where technology is powered by people, and open by design. That’s why we fuel community-centered tech through advocacy, education, funding, and innovation — to make sure that the future of tech is good for everyone. But that’s only possible if we do it together.We’re proudly non-profit. Will you donate to Mozilla today?",
"words": 61,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (61 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p data-block-key=\"el65p\">Mozilla Foundation is building a future where technology is powered by people, and open by design. That’s why we fuel community-centered tech through advocacy, education, funding, and innovation — to make sure that the future of tech is good for everyone. But that’s only possible if we do it together.<br><br>We’re proudly non-profit. Will you donate to Mozilla today?</p>"
},
{
"index": 32,
"heading": "H3: Get Firefox news",
"text": "Afghanistan Akrotiri Albania Algeria American Samoa Andorra Angola Anguilla Antarctica Antigua and Barbuda Argentina Armenia Aruba Ashmore and Cartier Islands Australia Austria Azerbaijan Bahamas, The Bahrain Baker Island Bangladesh Barbados Bassas da India Belarus Belgium Belize Benin Bermuda Bhutan Bolivia Bosnia and Herzegovina Botswana Bouvet Island Brazil British Indian Ocean Territory Brunei Bulgaria Burkina...",
"words": 422,
"hasEvidence": false,
"reasons": [
"Too long for a citation-ready passage (422 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p><select name=\"country\" required=\"required\" aria-required=\"true\" data-testid=\"newsletter-country-select\" id=\"id_country\"> <option value=\"af\">Afghanistan</option> <option value=\"qz\">Akrotiri</option> <option value=\"al\">Albania</option> <option value=\"dz\">Algeria</option> <option value=\"as\">American Samoa</option> <option value=\"ad\">Andorra</option> <option value=\"ao\">Angola</option> <option value=\"ai\">Anguilla</option> <option value=\"aq\">Antarctica</option> <option value=\"ag\">Antigua and Bar..."
}
],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
1 Warning
Needs attention
AIO: Answer block readiness
01
Issue
39 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Answer block readiness
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Answer block readiness scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 43,
"passing": 4,
"failing": [
{
"heading": "Donate to Mozilla Foundation",
"headingHtml": "<h2 class=\"c-banner-title\">Donate to Mozilla Foundation</h2>",
"firstParagraph": "Help reach our urgent mid-year campaign goal by June 30th.",
"paragraphHtml": "<p class=\"c-banner-tagline\">Help reach our urgent mid-year campaign goal by June 30th.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "Help us improve your Mozilla experience",
"headingHtml": "<h2 class=\"moz-consent-banner-heading\">Help us improve your Mozilla experience</h2>",
"firstParagraph": "In addition to Cookies necessary for this site to function, we’d like your permission to set some additional Cookies to better understand your browsing needs and improve your experience. Rest assured — we value your privacy.",
"paragraphHtml": "<p>In addition to Cookies necessary for this site to function, we’d like your permission to set some additional Cookies to better understand your browsing needs and improve your experience. Rest assured — we value your privacy.</p>",
"words": 36,
"direct": false,
"issue": "First paragraph is 36 words and does not look like a concise direct answer."
},
{
"heading": "Firefox browsers",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Firefox browsers</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla VPN",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla VPN</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla Monitor",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla Monitor</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Firefox Relay",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Firefox Relay</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "MDN Plus",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">MDN Plus</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Thunderbird",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Thunderbird</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Solo",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Solo</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "0DIN",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">0DIN</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Tabstack",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Tabstack</h2>",
"firstParagraph": "All products",
"paragraphHtml": "<p class=\"m24-c-menu-category-link\"> <a href=\"/en-US/products/\" data-link-text=\"Go to all browsers and products\" data-link-position=\"topnav - products\"> All products <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"16\" viewBox=\"0 0 16 16\"><path fill=\"currentColor\" d=\"m7.24 1.36 5.89 5.89H0v1.5h13.13l-5.89 5.89L8.3 15.7 16 8 8.3.3z\"/></svg> </a> </p>",
"words": 2,
"direct": false,
"issue": "First paragraph is 2 words and does not look like a concise direct answer."
},
{
"heading": "About Mozilla",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">About Mozilla</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "The Mozilla Manifesto",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">The Mozilla Manifesto</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Get Involved",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Get Involved</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Blog",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Blog</h2>",
"firstParagraph": "Our Work",
"paragraphHtml": "<p>Our Work</p>",
"words": 2,
"direct": false,
"issue": "First paragraph is 2 words and does not look like a concise direct answer."
},
{
"heading": "Mozilla Foundation",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla Foundation</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla.ai",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla.ai</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla Ventures",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla Ventures</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla Advertising",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla Advertising</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla Builders",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla Builders</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Mozilla New Products",
"headingHtml": "<h2 class=\"m24-c-menu-item-title\">Mozilla New Products</h2>",
"firstParagraph": "From trustworthy tech to policies that defend your digital rights, we put you first — always.",
"paragraphHtml": "<p class=\"m24-c-flag-subtitle\">From trustworthy tech to policies that defend your digital rights, we put you first — always.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "Love the internet again",
"headingHtml": "<h2 class=\"m24-c-intro-title\">Love the internet again</h2>",
"firstParagraph": "Break free from big tech — our products put you in control of a safer, more private internet experience.",
"paragraphHtml": "<p>Break free from big tech — our products put you in control of a safer, more private internet experience.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "Mozilla Data Collective",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://datacollective.mozillafoundation.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home\" class=\"m24-c-gallery-tile-link\" data-link-text=\"mozilla-data-collective\" target=\"_blank\" rel=\"external noopener\"> <span>Mozilla Data Collective</span> </a> </h3>",
"firstParagraph": "Mozilla Data Collective is rebuilding the AI data ecosystem with communities at the center.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Mozilla Data Collective is rebuilding the AI data ecosystem with communities at the center.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Owners, Not Renters",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://newsletter.ownersnotrenters.com/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=homepage-26\" class=\"m24-c-gallery-tile-link\" data-link-text=\"owners-not-renters\" target=\"_blank\" rel=\"external noopener\"> <span>Owners, Not Renters</span> </a> </h3>",
"firstParagraph": "Join our new Open Source AI community.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Join our new Open Source AI community.</p>",
"words": 7,
"direct": false,
"issue": "First paragraph is 7 words and does not look like a concise direct answer."
},
{
"heading": "A Rebel Alliance?",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://www.cnbc.com/2026/01/27/mozilla-building-an-ai-rebel-alliance-to-take-on-openai-anthropic-.html?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=m24-homepage\" class=\"m24-c-gallery-tile-link\" data-link-text=\"a-rebel-alliance\" target=\"_blank\" rel=\"external noopener\"> <span>A Rebel Alliance?</span> </a> </h3>",
"firstParagraph": "How Mozilla is taking on AI Industry Heavyweights.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">How Mozilla is taking on AI Industry Heavyweights.</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
},
{
"heading": "Mozilla Ventures",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://mozilla.vc/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=m24-homepage\" class=\"m24-c-gallery-tile-link\" data-link-text=\"mozilla-ventures\" target=\"_blank\" rel=\"external noopener\"> <span>Mozilla Ventures</span> </a> </h3>",
"firstParagraph": "Got an early-stage startup? Pitch your company to Mozilla Ventures and secure funding to drive positive change for the future of AI and the internet.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Got an early-stage startup? Pitch your company to Mozilla Ventures and secure funding to drive positive change for the future of AI and the internet.</p>",
"words": 25,
"direct": false,
"issue": "First paragraph is 25 words and does not look like a concise direct answer."
},
{
"heading": "A Double Bottom Line for Tech",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://www.youtube.com/watch?v=BoFUABRULxg\" class=\"m24-c-gallery-tile-link\" data-link-text=\"a-double-bottom-line-for-tech\" target=\"_blank\" rel=\"external noopener\"> <span>A Double Bottom Line for Tech</span> </a> </h3>",
"firstParagraph": "Mark Surman discusses how we can build a tech ecosystem with a double bottom line — one that values both mission and money.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Mark Surman discusses how we can build a tech ecosystem with a double bottom line — one that values both mission and money.</p>",
"words": 22,
"direct": false,
"issue": "First paragraph is 22 words and does not look like a concise direct answer."
},
{
"heading": "OCTONOUS",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://octonous.com/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=homepage-26\" class=\"m24-c-gallery-tile-link\" data-link-text=\"octonous\" target=\"_blank\" rel=\"external noopener\"> <span>OCTONOUS</span> </a> </h3>",
"firstParagraph": "Describe a task in plain language and let Octonous handle it across your apps with full visibility into what it’s doing, while you stay in control.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Describe a task in plain language and let Octonous handle it across your apps with full visibility into what it’s doing, while you stay in control.</p>",
"words": 27,
"direct": false,
"issue": "First paragraph is 27 words and does not look like a concise direct answer."
},
{
"heading": "You, AI and the internet — what’s really going on?",
"headingHtml": "<h3 class=\"m24-c-intro-title m24-t-sm\" itemprop=\"sectionTitle\">You, AI and the internet — what’s really going on?</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "2025",
"headingHtml": "<h3 class=\"m24-c-showcase-subtitle\">2025</h3>",
"firstParagraph": "Read the report",
"paragraphHtml": "<p class=\"m24-c-showcase-body m24-c-section-cta\"> <a href=\"https://stateof.mozilla.org/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home\" class=\"m24-c-cta\" rel=\"external noopener\" data-cta-text=\"Read the report\">Read the report</a> </p>",
"words": 3,
"direct": false,
"issue": "First paragraph is 3 words and does not look like a concise direct answer."
},
{
"heading": "Explore issues shaping the future of the internet",
"headingHtml": "<h2 class=\"m24-c-intro-title\">Explore issues shaping the future of the internet</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "My Self Driving Crash",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://www.theatlantic.com/magazine/2026/04/self-driving-car-technology-tesla-crash/686054/?gift=ObTAI8oDbHXe8UjwAQKul6acU0KJHCMEsvPjPPlG_MM\" class=\"m24-c-gallery-tile-link\" data-link-text=\"my-self-driving-crash\"> <span>My Self Driving Crash</span> </a> </h3>",
"firstParagraph": "In his new essay for The Atlantic, Mozilla CTO Raffi Krikorian looks at the dangers of “almost perfect tech,” after his self-driving Tesla hit a wall. (Image courtesy The Atlantic)",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">In his new essay for The Atlantic, Mozilla CTO Raffi Krikorian looks at the dangers of “almost perfect tech,” after his self-driving Tesla hit a wall. (Image courtesy The Atlantic)</p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "Nothing Personal",
"headingHtml": "<h3 class=\"m24-c-gallery-tile-heading\"> <a href=\"https://www.mozillafoundation.org/en/nothing-personal/?utm_source=www.mozilla.org&utm_medium=referral&utm_campaign=home\" class=\"m24-c-gallery-tile-link\" data-link-text=\"nothing-personal\"> <span>Nothing Personal</span> </a> </h3>",
"firstParagraph": "Our new magazine for independent thinkers, technologists, and creatives on the front lines of digital culture.",
"paragraphHtml": "<p class=\"m24-c-gallery-tile-body\">Our new magazine for independent thinkers, technologists, and creatives on the front lines of digital culture.</p>",
"words": 16,
"direct": false,
"issue": "First paragraph is 16 words and does not look like a concise direct answer."
},
{
"heading": "Get Firefox news",
"headingHtml": "<h3 class=\"mzp-c-newsletter-title\">Get Firefox news</h3>",
"firstParagraph": "Afghanistan Akrotiri Albania Algeria American Samoa Andorra Angola Anguilla Antarctica Antigua and Barbuda Argentina Armenia Aruba Ashmore and Cartier Islands Australia Austria Azerbaijan Bahamas, The Bahrain Baker Island Bangladesh Barbados Bassas da India Belarus Belgium Belize Benin Bermuda Bhutan Bolivia Bosnia...",
"paragraphHtml": "<p><select name=\"country\" required=\"required\" aria-required=\"true\" data-testid=\"newsletter-country-select\" id=\"id_country\"> <option value=\"af\">Afghanistan</option> <option value=\"qz\">Akrotiri</option> <option value=\"al\">Albania</option> <option value=\"dz\">Algeria</option> <option value=\"as\">American Samoa</option> <option value=\"ad\">Andorra</option> <option value=\"ao\">Angola</option> <option value=\"ai\">Anguilla</option> <option value=\"aq\">Antarctica</option> <option value=\"ag\">Antigua and Bar...",
"words": 422,
"direct": false,
"issue": "First paragraph is 422 words and does not look like a concise direct answer."
},
{
"heading": "Thanks!",
"headingHtml": "<h3>Thanks!</h3>",
"firstParagraph": "If you haven’t previously confirmed a subscription to a Mozilla-related newsletter, you may have to do so. Please check your inbox or your spam filter for an email from us.",
"paragraphHtml": "<p>If you haven’t previously confirmed a subscription to a Mozilla-related newsletter, you may have to do so. Please check your inbox or your spam filter for an email from us.</p>",
"words": 31,
"direct": false,
"issue": "First paragraph is 31 words and does not look like a concise direct answer."
},
{
"heading": "Company",
"headingHtml": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-company\"> Company </h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Support",
"headingHtml": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-support\"> Support </h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Developers",
"headingHtml": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-developers\"> Developers </h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Follow @Mozilla",
"headingHtml": "<h2 class=\"moz24-footer-heading-social\">Follow @Mozilla</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
}
],
"score": 65,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: AI preview controls
AIO: AI preview controls scored 80/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: AI preview controls
AIO: AI preview controls scored 80/100 and needs improvement.
1 Warning
Needs attention
AIO: AI preview controls
01
Issue
2 data-nosnippet element(s) found.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: AI preview controls
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: AI preview controls scored 80/100 and needs improvement.
Evidence
{
"restrictiveDirectives": [],
"dataNoSnippetElements": [
"<aside class=\"c-banner hide-from-legacy-ie c-banner-fundraising c-banner-is-visible c-variant-orange\" id=\"foundation-fundraising-banner-midyear2026\" aria-label=\"Promotion\" data-nosnippet=\"true\"> <button type=\"button\" class=\"c-banner-close\"><span>Close</span></button> <div class=\"c-banner-outer\"> <img class=\"c-banner-image\" src=\"/media/img/banners/fundraiser/banner-orange.png\" alt> <div class=\"c-banner-inner\"> <div class=\"c-banner-copy\"> <h2 class=\"c-banner-title\">Donate to Mozilla Foundation<...",
"<aside class=\"moz-consent-banner\" id=\"moz-consent-banner\" role=\"region\" aria-label=\"Cookie Banner\" data-nosnippet=\"true\" data-testid=\"consent-banner\"> <div class=\"moz-consent-banner-content\"> <h2 class=\"moz-consent-banner-heading\">Help us improve your Mozilla experience</h2> <div class=\"moz-consent-banner-copy\"> <p>In addition to Cookies necessary for this site to function, we’d like your permission to set some additional Cookies to better understand your browsing needs and improve you..."
],
"score": 80,
"weight": 12
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 83/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 83/100 and needs improvement.
1 Warning
Needs attention
AEO: Entity and definition clarity
01
Issue
Entity or definition gaps: mozilla, not, profit, welcome.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Entity and definition clarity
Score
83/100
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 83/100 and needs improvement.
Evidence
{
"title": "Mozilla - Internet for people, not profit (US)",
"h1": "Welcome to Mozilla",
"description": "We’re working to put control of the internet back in the hands of the people using it.",
"topicOverlap": 0.3333333333333333,
"definitionCount": 10,
"topicTerms": [
"mozilla",
"internet",
"people",
"not",
"profit",
"welcome"
],
"descriptionTerms": [
"working",
"put",
"control",
"internet",
"back",
"hands",
"people"
],
"missingFromDescription": [
"mozilla",
"not",
"profit",
"welcome"
],
"score": 83,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
Needs attention
AEO: Answer intent coverage
01
Issue
Missing likely AI Overview intent sections: what, how, benefits, cost, compare.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"headings": [
{
"text": "Donate to Mozilla Foundation",
"html": "<h2 class=\"c-banner-title\">Donate to Mozilla Foundation</h2>"
},
{
"text": "Help us improve your Mozilla experience",
"html": "<h2 class=\"moz-consent-banner-heading\">Help us improve your Mozilla experience</h2>"
},
{
"text": "Firefox browsers",
"html": "<h2 class=\"m24-c-menu-item-title\">Firefox browsers</h2>"
},
{
"text": "Mozilla VPN",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla VPN</h2>"
},
{
"text": "Mozilla Monitor",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Monitor</h2>"
},
{
"text": "Firefox Relay",
"html": "<h2 class=\"m24-c-menu-item-title\">Firefox Relay</h2>"
},
{
"text": "MDN Plus",
"html": "<h2 class=\"m24-c-menu-item-title\">MDN Plus</h2>"
},
{
"text": "Thunderbird",
"html": "<h2 class=\"m24-c-menu-item-title\">Thunderbird</h2>"
},
{
"text": "Solo",
"html": "<h2 class=\"m24-c-menu-item-title\">Solo</h2>"
},
{
"text": "0DIN",
"html": "<h2 class=\"m24-c-menu-item-title\">0DIN</h2>"
},
{
"text": "Tabstack",
"html": "<h2 class=\"m24-c-menu-item-title\">Tabstack</h2>"
},
{
"text": "About Mozilla",
"html": "<h2 class=\"m24-c-menu-item-title\">About Mozilla</h2>"
},
{
"text": "The Mozilla Manifesto",
"html": "<h2 class=\"m24-c-menu-item-title\">The Mozilla Manifesto</h2>"
},
{
"text": "Get Involved",
"html": "<h2 class=\"m24-c-menu-item-title\">Get Involved</h2>"
},
{
"text": "Blog",
"html": "<h2 class=\"m24-c-menu-item-title\">Blog</h2>"
},
{
"text": "Mozilla Foundation",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Foundation</h2>"
},
{
"text": "Mozilla.ai",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla.ai</h2>"
},
{
"text": "Mozilla Ventures",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Ventures</h2>"
},
{
"text": "Mozilla Advertising",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Advertising</h2>"
},
{
"text": "Mozilla Builders",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Builders</h2>"
},
{
"text": "Mozilla New Products",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla New Products</h2>"
},
{
"text": "Love the internet again",
"html": "<h2 class=\"m24-c-intro-title\">Love the internet again</h2>"
},
{
"text": "Donate to Mozilla Foundation",
"html": "<h2 class=\"m24-c-donate-heading\">Donate to Mozilla Foundation</h2>"
},
{
"text": "Join the movement: AI for the people",
"html": "<h2 class=\"m24-c-intro-title\">Join the movement: AI for the people</h2>"
},
{
"text": "State of Mozilla",
"html": "<h2 class=\"m24-c-showcase-title\">State of Mozilla</h2>"
},
{
"text": "Explore issues shaping the future of the internet",
"html": "<h2 class=\"m24-c-intro-title\">Explore issues shaping the future of the internet</h2>"
},
{
"text": "Company",
"html": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-company\"> Company </h2>"
},
{
"text": "Support",
"html": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-support\"> Support </h2>"
},
{
"text": "Developers",
"html": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-developers\"> Developers </h2>"
},
{
"text": "Follow @Mozilla",
"html": "<h2 class=\"moz24-footer-heading-social\">Follow @Mozilla</h2>"
},
{
"text": "Follow @Firefox",
"html": "<h2 class=\"moz24-footer-heading-social\">Follow @Firefox</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Mozilla - Internet for people, not profit (US)?",
"pattern": {}
},
{
"id": "how",
"label": "How does Mozilla - Internet for people, not profit (US) work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Mozilla - Internet for people, not profit (US)?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mozilla - Internet for people, not profit (US) free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mozilla - Internet for people, not profit (US) compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Mozilla - Internet for people, not profit (US)?",
"pattern": {}
},
{
"id": "how",
"label": "How does Mozilla - Internet for people, not profit (US) work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Mozilla - Internet for people, not profit (US)?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mozilla - Internet for people, not profit (US) free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mozilla - Internet for people, not profit (US) compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Needs attention
AI context endpoint
01
Issue
AI context endpoint is informational for this page.
02
Why it matters
A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.
Check name
AI context endpoint
Score
100/100
Status
informational
Category
API
Maturity
Emerging recommendation
Goal
Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.
Result
AI context endpoint is informational for this page.
Validation steps
Fetch to find resource
AI context endpoint was not found at the expected path.
Evidence
{
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/ai/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9169
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9166
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9162
}
]
},
"issue": "AI context endpoint was not found at the expected path.",
"howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Informational
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Informational
Needs attention
AIO: Query intent coverage
01
Issue
Missing likely AI Overview intent sections: what, how, benefits, cost, compare.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Query intent coverage
Score
70/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Query intent coverage is informational for this page.
Evidence
{
"headings": [
{
"text": "Donate to Mozilla Foundation",
"html": "<h2 class=\"c-banner-title\">Donate to Mozilla Foundation</h2>"
},
{
"text": "Help us improve your Mozilla experience",
"html": "<h2 class=\"moz-consent-banner-heading\">Help us improve your Mozilla experience</h2>"
},
{
"text": "Firefox browsers",
"html": "<h2 class=\"m24-c-menu-item-title\">Firefox browsers</h2>"
},
{
"text": "Mozilla VPN",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla VPN</h2>"
},
{
"text": "Mozilla Monitor",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Monitor</h2>"
},
{
"text": "Firefox Relay",
"html": "<h2 class=\"m24-c-menu-item-title\">Firefox Relay</h2>"
},
{
"text": "MDN Plus",
"html": "<h2 class=\"m24-c-menu-item-title\">MDN Plus</h2>"
},
{
"text": "Thunderbird",
"html": "<h2 class=\"m24-c-menu-item-title\">Thunderbird</h2>"
},
{
"text": "Solo",
"html": "<h2 class=\"m24-c-menu-item-title\">Solo</h2>"
},
{
"text": "0DIN",
"html": "<h2 class=\"m24-c-menu-item-title\">0DIN</h2>"
},
{
"text": "Tabstack",
"html": "<h2 class=\"m24-c-menu-item-title\">Tabstack</h2>"
},
{
"text": "About Mozilla",
"html": "<h2 class=\"m24-c-menu-item-title\">About Mozilla</h2>"
},
{
"text": "The Mozilla Manifesto",
"html": "<h2 class=\"m24-c-menu-item-title\">The Mozilla Manifesto</h2>"
},
{
"text": "Get Involved",
"html": "<h2 class=\"m24-c-menu-item-title\">Get Involved</h2>"
},
{
"text": "Blog",
"html": "<h2 class=\"m24-c-menu-item-title\">Blog</h2>"
},
{
"text": "Mozilla Foundation",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Foundation</h2>"
},
{
"text": "Mozilla.ai",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla.ai</h2>"
},
{
"text": "Mozilla Ventures",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Ventures</h2>"
},
{
"text": "Mozilla Advertising",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Advertising</h2>"
},
{
"text": "Mozilla Builders",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Builders</h2>"
},
{
"text": "Mozilla New Products",
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla New Products</h2>"
},
{
"text": "Love the internet again",
"html": "<h2 class=\"m24-c-intro-title\">Love the internet again</h2>"
},
{
"text": "Donate to Mozilla Foundation",
"html": "<h2 class=\"m24-c-donate-heading\">Donate to Mozilla Foundation</h2>"
},
{
"text": "Join the movement: AI for the people",
"html": "<h2 class=\"m24-c-intro-title\">Join the movement: AI for the people</h2>"
},
{
"text": "State of Mozilla",
"html": "<h2 class=\"m24-c-showcase-title\">State of Mozilla</h2>"
},
{
"text": "Explore issues shaping the future of the internet",
"html": "<h2 class=\"m24-c-intro-title\">Explore issues shaping the future of the internet</h2>"
},
{
"text": "Company",
"html": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-company\"> Company </h2>"
},
{
"text": "Support",
"html": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-support\"> Support </h2>"
},
{
"text": "Developers",
"html": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-developers\"> Developers </h2>"
},
{
"text": "Follow @Mozilla",
"html": "<h2 class=\"moz24-footer-heading-social\">Follow @Mozilla</h2>"
},
{
"text": "Follow @Firefox",
"html": "<h2 class=\"moz24-footer-heading-social\">Follow @Firefox</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Mozilla - Internet for people, not profit (US)?",
"pattern": {}
},
{
"id": "how",
"label": "How does Mozilla - Internet for people, not profit (US) work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Mozilla - Internet for people, not profit (US)?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mozilla - Internet for people, not profit (US) free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mozilla - Internet for people, not profit (US) compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Mozilla - Internet for people, not profit (US)?",
"pattern": {}
},
{
"id": "how",
"label": "How does Mozilla - Internet for people, not profit (US) work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Mozilla - Internet for people, not profit (US)?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mozilla - Internet for people, not profit (US) free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mozilla - Internet for people, not profit (US) compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Informational
Needs attention
Auth.md Agent Registration
01
Issue
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
02
Why it matters
Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.
Check name
Auth.md Agent Registration
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.
Result
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Validation steps
Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.
Evidence
{
"failedStep": "auth-md",
"steps": [
{
"id": "auth-md",
"title": "Fetch and validate /auth.md",
"status": "fail",
"evidence": {
"path": "/auth.md",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9161,
"validation": {
"valid": false,
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"compatibleContentType": false,
"contentLength": 7404,
"hasRegisterInstructions": false,
"hasProtectedResourceLink": false,
"hasAuthorizationServerLink": false,
"mentionsIdentity": false,
"mentionsCredential": false,
"links": [
"https://[email protected]/6260331\"",
"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>",
"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>",
"/VVvv-'_",
"/~-",
"//",
"/-~-/",
"//",
"//",
"/-~-~-"
],
"rawExcerpt": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ "
}
},
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
},
{
"id": "oauth-protected-resource",
"title": "Publish protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9190,
"text": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ .\n 7/ / /~- \\_\\\\ '-._ .-' / //\n ./ ( /-~-/||'=.__ '::. '-~'' { ___ / // ./{\n V V-~-~| || __''_ ':::. ''~-~.___.-'' _/ // / {_ / { /\n VV/-~-~-|/ \\ .'__'. '. ':: _ _ _ ''.\n / /~~~~||VVV/ / \\ ) \\ _ __ ___ ___ ___(_) | | __ _ .::'\n / (~-~-~\\\\.-' / \\' \\::::. | '_ ` _ \\ / _ \\_ / | | |/ _` | :::'\n/..\\ /..\\__/ ' '::: | | | | | | (_) / /| | | | (_| | ::'\nvVVv vVVv ': |_| |_| |_|\\___/___|_|_|_|\\__,_| ''\n\nHi there, nice to meet you!\n\nInterested in having a direct impact on hundreds of millions of users? Join\nMozilla, and become part of a global community that’s helping to build a\nbrighter future for the Web.\n\nVisit https://www.mozilla.org/careers to learn about our current job openings.\nVisit https://www.mozilla.org/contribute for more ways to get involved and\nhelp support Mozilla.\n-->\n\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n \n\n \n <title>404: Page Not Found</title>\n <meta name=\"description\" content=\"\">\n <meta property=\"og:type\" content=\"website\">\n <meta property=\"og:site_name\" content=\"Mozilla\">\n <meta property=\"og:locale\" content=\"en_US\">\n <meta property=\"og:url\" content=\"https://www.mozilla.org/en-US/.well-known/oauth-protected-resource\">\n <meta property=\"og:image\" content=\"https://www.mozilla.org/media/img/m24/og.3a69dffad83e.png\">\n <meta property=\"og:title\" content=\"404: Page Not Found\">\n <meta property=\"og:description\" content=\"\">\n <meta property=\"fb:page_id\" content=\"262134952380\">\n <meta name=\"twitter:card\" content=\"summary\">\n <meta name=\"twitter:site\" content=\"@mozilla\">\n <meta name=\"twitter:domain\" content=\"mozilla.org\">\n <meta name=\"twitter:app:name:googleplay\" content=\"Firefox\">\n <meta name=\"twitter:app:id:googleplay\" content=\"org.mozilla.firefox\">\n <meta name=\"twitter:app:name:iphone\" content=\"Firefox\">\n <meta name=\"twitter:app:id:iphone\" content=\"989804926\">\n <meta name=\"twitter:app:name:ipad\" content=\"Firefox\">\n <meta name=\"twitter:app:id:ipad\" content=\"989804926\">\n <link rel=\"apple-touch-icon\" type=\"image/png\" sizes=\"180x180\" href=\"https://www.mozilla.org/media/img/favicons/mozilla/apple-touch-icon.05aa000f6748.png\">\n <link rel=\"icon\" type=\"image/png\" sizes=\"196x196\" href=\"https://www.mozilla.org/media/img/favicons/mozilla/favicon-196x196.e143075360ea.png\">\n <link rel=\"shortcut icon\" href=\"https://www.mozilla.org/media/img/favicons/mozilla/favicon.d0be64e474b1.ico\">\n \n \n \n <link href=\"https://mastodon.social/@mozilla\" rel=\"me\">\n\n <!--[if lt IE 9]>\n \n <script src=\"https://www.mozilla.org/media/js/ie/libs/html5shiv.a94a0b700fa2.js\"></script>\n <![endif]-->\n\n <!--[if IE]>\n \n \n <link href=\"https://www.mozilla.org/media/css/common-old-ie.4d14f7a84a19.css\" rel=\"stylesheet\" type=\"text/css\">\n \n <![endif]-->\n\n <!--[if !IE]><!-->\n \n \n <link href=\"https://www.mozilla.org/media/css/protocol-mozilla.54ea44c214ed.css\" rel=\"stylesheet\" type=\"text/css\">\n \n <link href=\"https://www.mozilla.org/media/css/m24-navigatio"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
},
{
"id": "agent-auth-block",
"title": "Validate agent_auth authorization metadata",
"status": "fail",
"evidence": {
"valid": false,
"issue": "OAuth authorization server metadata could not be fetched.",
"fetch": {
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9192,
"text": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ .\n 7/ / /~- \\_\\\\ '-._ .-' / //\n ./ ( /-~-/||'=.__ '::. '-~'' { ___ / // ./{\n V V-~-~| || __''_ ':::. ''~-~.___.-'' _/ // / {_ / { /\n VV/-~-~-|/ \\ .'__'. '. ':: _ _ _ ''.\n / /~~~~||VVV/ / \\ ) \\ _ __ ___ ___ ___(_) | | __ _ .::'\n / (~-~-~\\\\.-' / \\' \\::::. | '_ ` _ \\ / _ \\_ / | | |/ _` | :::'\n/..\\ /..\\__/ ' '::: | | | | | | (_) / /| | | | (_| | ::'\nvVVv vVVv ': |_| |_| |_|\\___/___|_|_|_|\\__,_| ''\n\nHi there, nice to meet you!\n\nInterested in having a direct impact on hundreds of millions of users? Join\nMozilla, and become part of a global community that’s helping to build a\nbrighter future for the Web.\n\nVisit https://www.mozilla.org/careers to learn about our current job openings.\nVisit https://www.mozilla.org/contribute for more ways to get involved and\nhelp support Mozilla.\n-->\n\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n \n\n \n <title>404: Page Not Found</title>\n <meta name=\"description\" content=\"\">\n <meta property=\"og:type\" content=\"website\">\n <meta property=\"og:site_name\" content=\"Mozilla\">\n <meta property=\"og:locale\" content=\"en_US\">\n <meta property=\"og:url\" content=\"https://www.mozilla.org/en-US/.well-known/oauth-authorization-server\">\n <meta property=\"og:image\" content=\"https://www.mozilla.org/media/img/m24/og.3a69dffad83e.png\">\n <meta property=\"og:title\" content=\"404: Page Not Found\">\n <meta property=\"og:description\" content=\"\">\n <meta property=\"fb:page_id\" content=\"262134952380\">\n <meta name=\"twitter:card\" content=\"summary\">\n <meta name=\"twitter:site\" content=\"@mozilla\">\n <meta name=\"twitter:domain\" content=\"mozilla.org\">\n <meta name=\"twitter:app:name:googleplay\" content=\"Firefox\">\n <meta name=\"twitter:app:id:googleplay\" content=\"org.mozilla.firefox\">\n <meta name=\"twitter:app:name:iphone\" content=\"Firefox\">\n <meta name=\"twitter:app:id:iphone\" content=\"989804926\">\n <meta name=\"twitter:app:name:ipad\" content=\"Firefox\">\n <meta name=\"twitter:app:id:ipad\" content=\"989804926\">\n <link rel=\"apple-touch-icon\" type=\"image/png\" sizes=\"180x180\" href=\"https://www.mozilla.org/media/img/favicons/mozilla/apple-touch-icon.05aa000f6748.png\">\n <link rel=\"icon\" type=\"image/png\" sizes=\"196x196\" href=\"https://www.mozilla.org/media/img/favicons/mozilla/favicon-196x196.e143075360ea.png\">\n <link rel=\"shortcut icon\" href=\"https://www.mozilla.org/media/img/favicons/mozilla/favicon.d0be64e474b1.ico\">\n \n \n \n <link href=\"https://mastodon.social/@mozilla\" rel=\"me\">\n\n <!--[if lt IE 9]>\n \n <script src=\"https://www.mozilla.org/media/js/ie/libs/html5shiv.a94a0b700fa2.js\"></script>\n <![endif]-->\n\n <!--[if IE]>\n \n \n <link href=\"https://www.mozilla.org/media/css/common-old-ie.4d14f7a84a19.css\" rel=\"stylesheet\" type=\"text/css\">\n \n <![endif]-->\n\n <!--[if !IE]><!-->\n \n \n <link href=\"https://www.mozilla.org/media/css/protocol-mozilla.54ea44c214ed.css\" rel=\"stylesheet\" type=\"text/css\">\n \n <link href=\"https://www.mozilla.org/media/css/m24-navigat"
}
},
"issue": "OAuth authorization server metadata could not be fetched.",
"howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 3,
"signals": [
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": false
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Q&A and FAQ opportunities
GEO: Q&A and FAQ opportunities is informational for this page.
Informational
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Q&A and FAQ opportunities
GEO: Q&A and FAQ opportunities is informational for this page.
Informational
Needs attention
GEO: Q&A and FAQ opportunities
01
Issue
31 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
02
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: 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": 31,
"questionH2s": 0,
"hasFaq": false,
"nonQuestionH2s": [
{
"index": 1,
"text": "Donate to Mozilla Foundation",
"isQuestion": false,
"html": "<h2 class=\"c-banner-title\">Donate to Mozilla Foundation</h2>"
},
{
"index": 2,
"text": "Help us improve your Mozilla experience",
"isQuestion": false,
"html": "<h2 class=\"moz-consent-banner-heading\">Help us improve your Mozilla experience</h2>"
},
{
"index": 3,
"text": "Firefox browsers",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Firefox browsers</h2>"
},
{
"index": 4,
"text": "Mozilla VPN",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla VPN</h2>"
},
{
"index": 5,
"text": "Mozilla Monitor",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Monitor</h2>"
},
{
"index": 6,
"text": "Firefox Relay",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Firefox Relay</h2>"
},
{
"index": 7,
"text": "MDN Plus",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">MDN Plus</h2>"
},
{
"index": 8,
"text": "Thunderbird",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Thunderbird</h2>"
},
{
"index": 9,
"text": "Solo",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Solo</h2>"
},
{
"index": 10,
"text": "0DIN",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">0DIN</h2>"
},
{
"index": 11,
"text": "Tabstack",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Tabstack</h2>"
},
{
"index": 12,
"text": "About Mozilla",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">About Mozilla</h2>"
},
{
"index": 13,
"text": "The Mozilla Manifesto",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">The Mozilla Manifesto</h2>"
},
{
"index": 14,
"text": "Get Involved",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Get Involved</h2>"
},
{
"index": 15,
"text": "Blog",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Blog</h2>"
},
{
"index": 16,
"text": "Mozilla Foundation",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Foundation</h2>"
},
{
"index": 17,
"text": "Mozilla.ai",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla.ai</h2>"
},
{
"index": 18,
"text": "Mozilla Ventures",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Ventures</h2>"
},
{
"index": 19,
"text": "Mozilla Advertising",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Advertising</h2>"
},
{
"index": 20,
"text": "Mozilla Builders",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla Builders</h2>"
},
{
"index": 21,
"text": "Mozilla New Products",
"isQuestion": false,
"html": "<h2 class=\"m24-c-menu-item-title\">Mozilla New Products</h2>"
},
{
"index": 22,
"text": "Love the internet again",
"isQuestion": false,
"html": "<h2 class=\"m24-c-intro-title\">Love the internet again</h2>"
},
{
"index": 23,
"text": "Donate to Mozilla Foundation",
"isQuestion": false,
"html": "<h2 class=\"m24-c-donate-heading\">Donate to Mozilla Foundation</h2>"
},
{
"index": 24,
"text": "Join the movement: AI for the people",
"isQuestion": false,
"html": "<h2 class=\"m24-c-intro-title\">Join the movement: AI for the people</h2>"
},
{
"index": 25,
"text": "State of Mozilla",
"isQuestion": false,
"html": "<h2 class=\"m24-c-showcase-title\">State of Mozilla</h2>"
},
{
"index": 26,
"text": "Explore issues shaping the future of the internet",
"isQuestion": false,
"html": "<h2 class=\"m24-c-intro-title\">Explore issues shaping the future of the internet</h2>"
},
{
"index": 28,
"text": "Company",
"isQuestion": false,
"html": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-company\"> Company </h2>"
},
{
"index": 29,
"text": "Support",
"isQuestion": false,
"html": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-support\"> Support </h2>"
},
{
"index": 30,
"text": "Developers",
"isQuestion": false,
"html": "<h2 class=\"moz24-footer-label\" data-testid=\"footer-heading-developers\"> Developers </h2>"
},
{
"index": 31,
"text": "Follow @Mozilla",
"isQuestion": false,
"html": "<h2 class=\"moz24-footer-heading-social\">Follow @Mozilla</h2>"
},
{
"index": 32,
"text": "Follow @Firefox",
"isQuestion": false,
"html": "<h2 class=\"moz24-footer-heading-social\">Follow @Firefox</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.
Informational
Needs attention
IndexNow key
01
Issue
IndexNow key is informational for this page.
02
Why it matters
IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.
Check name
IndexNow key
Score
100/100
Status
informational
Category
Discoverability
Maturity
Established
Goal
Verify that IndexNow ownership key placement is detectable when the site advertises it.
Result
IndexNow key is informational for this page.
Validation steps
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.
Informational
Needs attention
OAuth / OIDC discovery
01
Issue
OAuth / OIDC discovery was not found at the expected path.
02
Why it matters
OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.
Check name
OAuth / OIDC discovery
Score
0/100
Status
informational
Category
Auth
Maturity
Established
Goal
Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.
Result
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Validation steps
Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/openid-configuration",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9186
},
{
"path": "/.well-known/oauth-authorization-server",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 9192
}
]
},
"issue": "OAuth / OIDC discovery was not found at the expected path.",
"howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 3,
"signals": [
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": false
}Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Needs attention
OAuth Protected Resource
01
Issue
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
02
Why it matters
Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.
Check name
OAuth Protected Resource
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.
Result
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Validation steps
Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
},
{
"id": "metadata",
"title": "Validate protected resource metadata",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "\n\n\n\n\n\n\n\n<!doctype html>\n\n<html class=\"windows no-js\" lang=\"en\" dir=\"ltr\" data-country-code=\"IN\" data-needs-consent=\"False\" data-latest-firefox=\"151.0.4\" data-esr-versions=\"140.11.0\" data-gtm-container-id=\"GTM-MW3R8V\" data-stub-attribution-rate=\"1.0\" data-sentry-dsn=\"https://[email protected]/6260331\" >\n <head>\n <meta charset=\"utf-8\">\n\n \n\n\n\n\n <!--[if !IE]><!-->\n <script src=\"https://www.mozilla.org/media/js/site.8f1217edbde0.js\"></script>\n\n \n <!--<![endif]-->\n\n <!--[if IE 9]>\n <script src=\"https://www.mozilla.org/media/js/site-ie.c7db1be2702b.js\"></script>\n <![endif]-->\n\n<!--\n\n\n _.-~-.\n 7'' Q..\\\n _7 (_\n _7 _/ _q. /\n _7 . ___ /VVvv-'_ "
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish resource and authorization_servers as absolute URLs."
},
{
"id": "resource-identity",
"title": "Validate protected resource identity",
"status": "fail",
"evidence": {
"expectedResource": "https://www.mozilla.org"
},
"issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
"howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
},
{
"id": "protected-route-challenge",
"title": "Probe protected API Bearer challenge",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/admin/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.mozilla.org/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.mozilla.org/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.mozilla.org/.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": 3,
"signals": [
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": false
}Performance and AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
100 Fail
Performance and AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
100 Fail
Check name
Browser errors were logged to the console
Score
0/100
Status
fail
Device
desktop
Category
Best Practices
Fix guidance
Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)
Evidence
{
"description": "Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)"
}Performance and AccessibilityPerformanceBrowser audit
Avoid large layout shifts
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Avoid large layout shifts
20 Fail
Check name
Avoid large layout shifts
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
2 layout shifts found
Fix guidance
These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "2 layout shifts found",
"description": "These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)"
}Performance and AccessibilityPerformanceBrowser audit
Forced reflow
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Forced reflow
20 Fail
Check name
Forced reflow
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations.
References
https://web.dev/learn/performance/Evidence
{
"description": "A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations."
}Performance and AccessibilityPerformanceBrowser audit
LCP request discovery
20 Fail
Performance and AccessibilityPerformanceBrowser audit
LCP request discovery
20 Fail
Check name
LCP request discovery
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
[Optimize LCP](https://developer.chrome.com/docs/performance/insights/lcp-discovery) by making the LCP image discoverable from the HTML immediately, and avoiding lazy-loading
References
https://web.dev/learn/performance/Evidence
{
"description": "[Optimize LCP](https://developer.chrome.com/docs/performance/insights/lcp-discovery) by making the LCP image discoverable from the HTML immediately, and avoiding lazy-loading"
}Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
20 Fail
Check name
Render-blocking requests
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 390 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 390 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
Legacy JavaScript
10 Warning
Performance and AccessibilityPerformanceBrowser audit
Legacy JavaScript
10 Warning
Check name
Legacy JavaScript
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 13 KiB
Fix guidance
Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 13 KiB",
"description": "Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)"
}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 |