Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 59 out of 100
- Agent Ease of Use 10 out of 100
- Security & Trust 100 out of 100
- GEO, AIO and AEO 75 out of 100
- SEO 100 out of 100
- Performance and Accessibility 84 out of 100
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 59 | Needs work | 13 | 11 | 0 | View details |
| Discoverability | 83 | Mostly ready | 6 | 3 | 0 | View details |
| Content Readiness | 80 | Mostly ready | 7 | 4 | 0 | View details |
| Bot Access Control | 0 | Priority fix | 0 | 4 | 0 | View details |
| Agent Ease of Use | 10 | Priority fix | 10 | 29 | 1 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 4 | 7 | 0 | View details |
| MCP | 25 | Priority fix | 2 | 6 | 0 | View details |
| Skill Discovery | 5 | Priority fix | 0 | 10 | 1 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 75 | Mostly ready | 4 | 2 | 13 | View details |
| GEO Readiness | 88 | Mostly ready | 1 | 0 | 4 | |
| AIO Readiness | 73 | Needs work | 1 | 1 | 5 | View details |
| AEO Readiness | 64 | Needs work | 2 | 1 | 4 | 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 | 84 | Mostly ready | 20 | 4 | 1 | View details |
| Performance | 79 | Mostly ready | 14 | 3 | 1 | View details |
| Accessibility | 92 | Strong | 6 | 1 | 0 | View details |
Prioritized recommendations
Issues ranked by score impact
39 items need attention
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
100 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
Issue
No useful agent discovery Link headers were found.
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
100 Fail
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
Needs attention
Markdown negotiation
Issue
Content-Type "text/html" does not indicate Markdown when requested with Accept: text/markdown.
Why it matters
Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.
Check name
Markdown negotiation
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Return HTML responses as markdown when agents request it.
Result
Markdown negotiation failed at "Markdown content type".
Validation steps
Markdown content type
Content-Type "text/html" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "(none)".
Structured Markdown body
Markdown response is missing a heading.
Evidence
{
"failedStep": "content-type",
"steps": [
{
"id": "content-type",
"title": "Markdown content type",
"status": "fail",
"evidence": {
"statusCode": 200,
"contentType": "text/html"
},
"issue": "Content-Type \"text/html\" does not indicate Markdown when requested with Accept: text/markdown.",
"howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
},
{
"id": "vary-accept",
"title": "Vary: Accept header",
"status": "fail",
"evidence": {
"vary": ""
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"(none)\".",
"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": 9975,
"excerpt": "<!doctype html><html lang=\"en\" class=\"lightTheme\"><head><meta charSet=\"UTF-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preconnect\" href=\"https://assets.canny.io\" crossorigin/><link rel=\"preconnect\" hr",
"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 UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
Needs attention
API Catalog
Issue
The API catalog endpoint did not return HTTP 2xx.
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Fetch API catalog".
Validation steps
Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "fail",
"evidence": {
"statusCode": 404,
"contentType": "text/html; charset=UTF-8"
},
"issue": "The API catalog endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/api-catalog."
},
{
"id": "validate",
"title": "Validate RFC 9727 linkset",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<html dir=\"ltr\" lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\">\n<head>\n <meta charset=\"UTF-8\" />\n <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\" />\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n <title>Page not found – Canny Blog</title>\n\n\t\t<!-- All in One SEO 4.9.7.2 - aioseo.com -->\n\t<meta name=\"robots\" content=\"noindex\" />\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.7.2\" />\n\t\t<script type=\"application/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\/\\/schema.org\",\"@graph\":[{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\/\\/canny.io\\/blog\\/.well-known\\/api-catalog\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\/\\/canny.io\\/blog#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\/\\"
},
"issue": "Response is not valid JSON.",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
Needs attention
OpenAPI discovery
Issue
OpenAPI YAML document did not match the expected shape. Content-Type "text/html" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery failed at "Find valid OpenAPI document".
Validation steps
Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!doctype html><html lang=\"en\" class=\"lightTheme\"><head><meta charSet=\"UTF-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preconnect\" href=\"https://assets.canny.io\" crossorigin/><link rel=\"preconnect\" href=\"https://assets.canny.io\"/><link rel=\"preload\" href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Inter.var.woff2\" as=\"font\" type=\"font/woff2\" crossorigin/><style>@layer properties, theme, base, defaults, utilities;</style><script defer nonce=\"KgD7RIXVTqV177W2Pzzkkg==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Bundle.js\"></script><script defer nonce=\"KgD7RIXVTqV177W2Pzzkkg==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/3936.js\"></script><script defer nonce=\"KgD7RIXVTqV177W2Pzzkk"
},
{
"path": "/openapi.yaml",
"statusCode": 403,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 4.01 Transitional//EN\" \"http://www.w3.org/TR/html4/loose.dtd\">\n<HTML><HEAD><META HTTP-EQUIV=\"Content-Type\" CONTENT=\"text/html; charset=iso-8859-1\">\n<TITLE>ERROR: The request could not be satisfied</TITLE>\n</HEAD><BODY>\n<H1>403 ERROR</H1>\n<H2>The request could not be satisfied.</H2>\n<HR noshade size=\"1px\">\nRequest blocked.\nWe can't connect to the server for this app or website at this time. There might be too much traffic or a configuration error. Try again later, or contact the app or website owner.\n<BR clear=\"all\">\nIf you provide content to customers through CloudFront, you can find steps to troubleshoot and help prevent this error by reviewing the CloudFront documentation.\n<BR clear=\"all\">\n<HR noshade size=\"1px\">\n<PRE>\nGenerated by cloudfront (Clou"
},
{
"path": "/swagger.json",
"statusCode": 404,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!doctype html><html lang=\"en\" class=\"lightTheme\"><head><meta charSet=\"UTF-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preconnect\" href=\"https://assets.canny.io\" crossorigin/><link rel=\"preconnect\" href=\"https://assets.canny.io\"/><link rel=\"preload\" href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Inter.var.woff2\" as=\"font\" type=\"font/woff2\" crossorigin/><style>@layer properties, theme, base, defaults, utilities;</style><script defer nonce=\"8kzm/x/WjSTUBzZfD2bqtQ==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Bundle.js\"></script><script defer nonce=\"8kzm/x/WjSTUBzZfD2bqtQ==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/3936.js\"></script><script defer nonce=\"8kzm/x/WjSTUBzZfD2bqt"
},
{
"path": "/swagger.yaml",
"statusCode": 403,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 4.01 Transitional//EN\" \"http://www.w3.org/TR/html4/loose.dtd\">\n<HTML><HEAD><META HTTP-EQUIV=\"Content-Type\" CONTENT=\"text/html; charset=iso-8859-1\">\n<TITLE>ERROR: The request could not be satisfied</TITLE>\n</HEAD><BODY>\n<H1>403 ERROR</H1>\n<H2>The request could not be satisfied.</H2>\n<HR noshade size=\"1px\">\nRequest blocked.\nWe can't connect to the server for this app or website at this time. There might be too much traffic or a configuration error. Try again later, or contact the app or website owner.\n<BR clear=\"all\">\nIf you provide content to customers through CloudFront, you can find steps to troubleshoot and help prevent this error by reviewing the CloudFront documentation.\n<BR clear=\"all\">\n<HR noshade size=\"1px\">\n<PRE>\nGenerated by cloudfront (Clou"
},
{
"path": "/api/openapi.json",
"statusCode": 404,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!doctype html><html lang=\"en\" class=\"lightTheme\"><head><meta charSet=\"UTF-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preconnect\" href=\"https://assets.canny.io\" crossorigin/><link rel=\"preconnect\" href=\"https://assets.canny.io\"/><link rel=\"preload\" href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Inter.var.woff2\" as=\"font\" type=\"font/woff2\" crossorigin/><style>@layer properties, theme, base, defaults, utilities;</style><script defer nonce=\"Jcpvqd4Ql4lAcomlhdcMXQ==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Bundle.js\"></script><script defer nonce=\"Jcpvqd4Ql4lAcomlhdcMXQ==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/3936.js\"></script><script defer nonce=\"Jcpvqd4Ql4lAcomlhdcMX"
},
{
"path": "/api/swagger.json",
"statusCode": 404,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!doctype html><html lang=\"en\" class=\"lightTheme\"><head><meta charSet=\"UTF-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preconnect\" href=\"https://assets.canny.io\" crossorigin/><link rel=\"preconnect\" href=\"https://assets.canny.io\"/><link rel=\"preload\" href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Inter.var.woff2\" as=\"font\" type=\"font/woff2\" crossorigin/><style>@layer properties, theme, base, defaults, utilities;</style><script defer nonce=\"IstWqU3vO4JcQvHi7h2clQ==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Bundle.js\"></script><script defer nonce=\"IstWqU3vO4JcQvHi7h2clQ==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/3936.js\"></script><script defer nonce=\"IstWqU3vO4JcQvHi7h2cl"
},
{
"path": "/docs/openapi.json",
"statusCode": 404,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!doctype html><html lang=\"en\" class=\"lightTheme\"><head><meta charSet=\"UTF-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preconnect\" href=\"https://assets.canny.io\" crossorigin/><link rel=\"preconnect\" href=\"https://assets.canny.io\"/><link rel=\"preload\" href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Inter.var.woff2\" as=\"font\" type=\"font/woff2\" crossorigin/><style>@layer properties, theme, base, defaults, utilities;</style><script defer nonce=\"4461TnrV59NdMe+woDLIPA==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Bundle.js\"></script><script defer nonce=\"4461TnrV59NdMe+woDLIPA==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/3936.js\"></script><script defer nonce=\"4461TnrV59NdMe+woDLIP"
}
]
},
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
}
]
}AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
Needs attention
AI bot rules in robots.txt
Issue
No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.
Why it matters
Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.
Check name
AI bot rules in robots.txt
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Established
Goal
Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.
Result
AI bot rules in robots.txt is missing or incomplete.
Evidence
{
"expectedBots": [
"GPTBot",
"ChatGPT-User",
"ClaudeBot",
"Claude-Web",
"Anthropic-AI",
"Google-Extended",
"PerplexityBot",
"CCBot",
"Applebot-Extended",
"Meta-ExternalAgent",
"Bytespider",
"Amazonbot",
"Cohere-AI"
],
"configuredBots": []
}AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
Needs attention
Content Signal
Issue
No Content Signal found in robots.txt
Why it matters
Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.
Check name
Content Signal
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Declare AI content usage preferences with Content Signal in robots.txt.
Result
Content Signal is missing or incomplete.
Evidence
{
"signals": [],
"ai-train": false,
"search": false,
"ai-input": false
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
33 Fail
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
Needs attention
MCP Server Card
Issue
MCP Server Card was not found at the expected path.
Why it matters
MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.
Check name
MCP Server Card
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Publish an MCP Server Card for agent discovery.
Result
MCP Server Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
MCP Server Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 28471
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 28477
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 27809
}
]
},
"issue": "MCP Server Card was not found at the expected path.",
"howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
}
]
}Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
33 Fail
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
Needs attention
mcp.json
Issue
mcp.json was not found at the expected path.
Why it matters
MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.
Check name
mcp.json
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.
Result
mcp.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
mcp.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html",
"length": 10711
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 27809
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 28471
}
]
},
"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 DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
33 Fail
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
Needs attention
Web Bot Auth request signing
Issue
Web Bot Auth request signing was not found at the expected path.
Why it matters
Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.
Check name
Web Bot Auth request signing
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.
Result
Web Bot Auth request signing failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Web Bot Auth request signing was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/http-message-signatures-directory",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 27959
}
]
},
"issue": "Web Bot Auth request signing was not found at the expected path.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
33 Fail
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
Needs attention
WebMCP manifest
Issue
WebMCP manifest was not found at the expected path.
Why it matters
A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.
Check name
WebMCP manifest
Score
0/100
Status
fail
Category
MCP
Maturity
Informational
Goal
Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.
Result
WebMCP manifest failed at "Fetch to find resource".
Validation steps
Fetch to find resource
WebMCP manifest was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 27827
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html",
"length": 10711
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html",
"length": 10711
}
]
},
"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".
Needs attention
A2A Agent Card
Issue
A2A Agent Card was not found at the expected path.
Why it matters
A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.
Check name
A2A Agent Card
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent card so A2A-compatible clients can discover capabilities.
Result
A2A Agent Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
A2A Agent Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 27851
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 28465
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html",
"length": 10711
}
]
},
"issue": "A2A Agent Card was not found at the expected path.",
"howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
Needs attention
Agent Skills index
Issue
Agent Skills index was not found at the expected path.
Why it matters
An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.
Check name
Agent Skills index
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent skills discovery index.
Result
Agent Skills index failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Agent Skills index was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 28489
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 28453
}
]
},
"issue": "Agent Skills index was not found at the expected path.",
"howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
Needs attention
agent.json
Issue
agent.json was not found at the expected path.
Why it matters
agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.
Check name
agent.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.
Result
agent.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agent.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 27821
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html",
"length": 10711
}
]
},
"issue": "agent.json was not found at the expected path.",
"howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
}
]
}Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
Needs attention
agents.json
Issue
agents.json was not found at the expected path.
Why it matters
agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.
Check name
agents.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Informational
Goal
Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.
Result
agents.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agents.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 27827
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html",
"length": 10711
}
]
},
"issue": "agents.json was not found at the expected path.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
15 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Needs attention
DNS-AID Agent Discovery
Issue
No DNS-AID entrypoint records were found under _agents.
Why it matters
DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.
Check name
DNS-AID Agent Discovery
Score
25/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.
Result
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Validation steps
Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.
Evidence
{
"failedStep": "svcb-https-records",
"steps": [
{
"id": "svcb-https-records",
"title": "Resolve DNS-AID SVCB/HTTPS records",
"status": "fail",
"evidence": {
"hostname": "canny.io",
"probes": [
{
"name": "_index._agents.canny.io",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.canny.io",
"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": "canny.io",
"dnssecTypes": [],
"dnssecRecordCount": 0
}
]
},
"issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
"howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
6 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer evidence and trust
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/case-studies/hive",
"text": "Canny is saving us about 2-3 hours per week on product marketing. Instead of going back and forth between various tools, everything lives in Canny now. It's our one source of truth.Michaela RollingsHead of Brand & Content",
"html": "<a aria-disabled=\"false\" class=\"LandingTestimonialCard\" href=\"/case-studies/hive\" tabindex=\"0\" style=\"pointer-events: auto;\"><div class=\"LandingTestimonialCard__copy\"><h3 class=\"LandingTestimonialCard__logo\"><img fetchpriority=\"auto\" alt=\"Hive\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/hive-logo-4c01fea8940dbe5f3ec021906fbac232.svg\" height=\"32\" width=\"136\" class=\"LandingTestimonialCard__logo-image\"></h3><p class=\"LandingTestimonialCard__body\">Canny is saving us abo..."
},
{
"href": "https://www.linkedin.com/company/18048936/",
"text": "LinkedIn",
"html": "<a class=\"socialIcon linkedin\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.linkedin.com/company/18048936/\" aria-label=\"Visit us on LinkedIn\"><svg role=\"img\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" fill=\"currentColor\" xmlns=\"http://www.w3.org/2000/svg\"><title>LinkedIn</title><path d=\"M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0 4.267 2.37 4.267 5.455v6.286zM5.33..."
},
{
"href": "/about",
"text": "About us",
"html": "<a aria-disabled=\"false\" class href=\"/about\" tabindex=\"0\" style=\"pointer-events: auto;\"><span class=\"Sitemap__link-copy\">About us</span></a>"
}
],
"contactLinks": [
{
"href": "https://help.canny.io/en/",
"text": "Help Center",
"html": "<a class=\"LandingNavLinks__dropdown-copy LandingNavLinks__dropdown-copy--link\" href=\"https://help.canny.io/en/\" target=\"_blank\" rel=\"noopener\">Help Center</a>"
},
{
"href": "https://help.canny.io/en/articles/8415446-gong-integration",
"text": "",
"html": "<a href=\"https://help.canny.io/en/articles/8415446-gong-integration\" rel=\"noopener\" class=\"LandingIntegrations__nav-link\"><img fetchpriority=\"auto\" src=\"data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iOTYiIGhlaWdodD0iOTYiIHZpZXdCb3g9IjAgMCA5NiA5NiIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPHBhdGggZD0iTTg4LjkyNDEgNDEuMTJINjIuODQ0MUM2MS40MDQxIDQxLjEyIDYwLjI4NDEgNDIuNzIgNjAuNzY0MSA0NEw2Ny4wMDQxIDYwLjE2QzY3LjMyNDEgNjAuOCA2Ni42ODQxIDYxLjYgNjUuODg0MSA2MS42TDU3Ljg4NDEgNjEuMTJDNTcuNT..."
},
{
"href": "/case-studies/aryeo",
"text": "Canny has reduced the number of inbounds in our support inbox by 20%, which is a big deal.Chelsea DarbyCustomer Success",
"html": "<a aria-disabled=\"false\" class=\"LandingTestimonialCard\" href=\"/case-studies/aryeo\" tabindex=\"0\" style=\"pointer-events: auto;\"><div class=\"LandingTestimonialCard__copy\"><h3 class=\"LandingTestimonialCard__logo\"><img fetchpriority=\"auto\" alt=\"Aryeo\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/aryeo-logo-816186921e76ae82fd8f30138e11da0d.svg\" height=\"32\" width=\"117\" class=\"LandingTestimonialCard__logo-image\"></h3><p class=\"LandingTestimonialCard__body\">Canny has reduced t..."
},
{
"href": "/case-studies/strapi",
"text": "Canny even helps us win deals. When a prospect requests a feature, it's easy for the sales team to log it in and follow up once it's shipped.Aurélien GeorgetChief Product Officer",
"html": "<a aria-disabled=\"false\" class=\"LandingTestimonialCard\" href=\"/case-studies/strapi\" tabindex=\"0\" style=\"pointer-events: auto;\"><div class=\"LandingTestimonialCard__copy\"><h3 class=\"LandingTestimonialCard__logo\"><img fetchpriority=\"auto\" alt=\"Strapi\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/strapi-logo-a5a7c11d8843b5fdb0abf01db631ebae.svg\" height=\"32\" width=\"134\" class=\"LandingTestimonialCard__logo-image\"></h3><p class=\"LandingTestimonialCard__body\">Canny even helps..."
},
{
"href": "/case-studies/axios",
"text": "Canny really helped us to achieve product-market fit for the app during the beta period.Marcus MorettiSenior Product Director",
"html": "<a aria-disabled=\"false\" class=\"LandingTestimonialCard\" href=\"/case-studies/axios\" tabindex=\"0\" style=\"pointer-events: auto;\"><div class=\"LandingTestimonialCard__copy\"><h3 class=\"LandingTestimonialCard__logo\"><img fetchpriority=\"auto\" alt=\"Axios\" src=\"data:image/svg+xml;base64,PD94bWwgdmVyc2lvbj0iMS4wIiBlbmNvZGluZz0idXRmLTgiPz4KPCEtLSBHZW5lcmF0b3I6IEFkb2JlIElsbHVzdHJhdG9yIDI3LjcuMCwgU1ZHIEV4cG9ydCBQbHVnLUluIC4gU1ZHIFZlcnNpb246IDYuMDAgQnVpbGQgMCkgIC0tPgo8c3ZnIHZlcnNpb249IjEuMSIKCSBpZD0ibG9nbyI..."
},
{
"href": "/case-studies/missive",
"text": "Canny really helps us not just with feedback management, but also with decision-making. It pushes us to be more creative with what we're building next. Because, Canny helps us balance user ideas with our own input.Philippe LehouxCEO",
"html": "<a aria-disabled=\"false\" class=\"LandingTestimonialCard\" href=\"/case-studies/missive\" tabindex=\"0\" style=\"pointer-events: auto;\"><div class=\"LandingTestimonialCard__copy\"><h3 class=\"LandingTestimonialCard__logo\"><img fetchpriority=\"auto\" alt=\"Missive\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/missive-logo-ec61f39d42dc334f974127fc29045d5c.svg\" height=\"32\" width=\"182\" class=\"LandingTestimonialCard__logo-image\"></h3><p class=\"LandingTestimonialCard__body\">Canny really..."
},
{
"href": "https://help.canny.io",
"text": "Help center",
"html": "<a href=\"https://help.canny.io\" rel=\"noopener\" target=\"_blank\"><span class=\"Sitemap__link-copy\">Help center</span></a>"
},
{
"href": "mailto:[email protected]",
"text": "Email us",
"html": "<a href=\"mailto:[email protected]\" rel=\"noopener\" target=\"_blank\"><span class=\"Sitemap__link-copy\">Email us</span></a>"
}
],
"privacyLinks": [
{
"href": "/terms",
"text": "Terms & conditions",
"html": "<a aria-disabled=\"false\" class href=\"/terms\" tabindex=\"0\" style=\"pointer-events: auto;\"><span class=\"Sitemap__link-copy\">Terms & conditions</span></a>"
},
{
"href": "/privacy",
"text": "Privacy policy",
"html": "<a aria-disabled=\"false\" class href=\"/privacy\" tabindex=\"0\" style=\"pointer-events: auto;\"><span class=\"Sitemap__link-copy\">Privacy policy</span></a>"
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
5 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Source and trust signals
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/case-studies/hive",
"text": "Canny is saving us about 2-3 hours per week on product marketing. Instead of going back and forth between various tools, everything lives in Canny now. It's our one source of truth.Michaela RollingsHead of Brand & Content",
"html": "<a aria-disabled=\"false\" class=\"LandingTestimonialCard\" href=\"/case-studies/hive\" tabindex=\"0\" style=\"pointer-events: auto;\"><div class=\"LandingTestimonialCard__copy\"><h3 class=\"LandingTestimonialCard__logo\"><img fetchpriority=\"auto\" alt=\"Hive\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/hive-logo-4c01fea8940dbe5f3ec021906fbac232.svg\" height=\"32\" width=\"136\" class=\"LandingTestimonialCard__logo-image\"></h3><p class=\"LandingTestimonialCard__body\">Canny is saving us abo..."
},
{
"href": "https://www.linkedin.com/company/18048936/",
"text": "LinkedIn",
"html": "<a class=\"socialIcon linkedin\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.linkedin.com/company/18048936/\" aria-label=\"Visit us on LinkedIn\"><svg role=\"img\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" fill=\"currentColor\" xmlns=\"http://www.w3.org/2000/svg\"><title>LinkedIn</title><path d=\"M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0 4.267 2.37 4.267 5.455v6.286zM5.33..."
},
{
"href": "/about",
"text": "About us",
"html": "<a aria-disabled=\"false\" class href=\"/about\" tabindex=\"0\" style=\"pointer-events: auto;\"><span class=\"Sitemap__link-copy\">About us</span></a>"
}
],
"contactLinks": [
{
"href": "https://help.canny.io/en/",
"text": "Help Center",
"html": "<a class=\"LandingNavLinks__dropdown-copy LandingNavLinks__dropdown-copy--link\" href=\"https://help.canny.io/en/\" target=\"_blank\" rel=\"noopener\">Help Center</a>"
},
{
"href": "https://help.canny.io/en/articles/8415446-gong-integration",
"text": "",
"html": "<a href=\"https://help.canny.io/en/articles/8415446-gong-integration\" rel=\"noopener\" class=\"LandingIntegrations__nav-link\"><img fetchpriority=\"auto\" src=\"data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iOTYiIGhlaWdodD0iOTYiIHZpZXdCb3g9IjAgMCA5NiA5NiIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPHBhdGggZD0iTTg4LjkyNDEgNDEuMTJINjIuODQ0MUM2MS40MDQxIDQxLjEyIDYwLjI4NDEgNDIuNzIgNjAuNzY0MSA0NEw2Ny4wMDQxIDYwLjE2QzY3LjMyNDEgNjAuOCA2Ni42ODQxIDYxLjYgNjUuODg0MSA2MS42TDU3Ljg4NDEgNjEuMTJDNTcuNT..."
},
{
"href": "/case-studies/aryeo",
"text": "Canny has reduced the number of inbounds in our support inbox by 20%, which is a big deal.Chelsea DarbyCustomer Success",
"html": "<a aria-disabled=\"false\" class=\"LandingTestimonialCard\" href=\"/case-studies/aryeo\" tabindex=\"0\" style=\"pointer-events: auto;\"><div class=\"LandingTestimonialCard__copy\"><h3 class=\"LandingTestimonialCard__logo\"><img fetchpriority=\"auto\" alt=\"Aryeo\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/aryeo-logo-816186921e76ae82fd8f30138e11da0d.svg\" height=\"32\" width=\"117\" class=\"LandingTestimonialCard__logo-image\"></h3><p class=\"LandingTestimonialCard__body\">Canny has reduced t..."
},
{
"href": "/case-studies/strapi",
"text": "Canny even helps us win deals. When a prospect requests a feature, it's easy for the sales team to log it in and follow up once it's shipped.Aurélien GeorgetChief Product Officer",
"html": "<a aria-disabled=\"false\" class=\"LandingTestimonialCard\" href=\"/case-studies/strapi\" tabindex=\"0\" style=\"pointer-events: auto;\"><div class=\"LandingTestimonialCard__copy\"><h3 class=\"LandingTestimonialCard__logo\"><img fetchpriority=\"auto\" alt=\"Strapi\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/strapi-logo-a5a7c11d8843b5fdb0abf01db631ebae.svg\" height=\"32\" width=\"134\" class=\"LandingTestimonialCard__logo-image\"></h3><p class=\"LandingTestimonialCard__body\">Canny even helps..."
},
{
"href": "/case-studies/axios",
"text": "Canny really helped us to achieve product-market fit for the app during the beta period.Marcus MorettiSenior Product Director",
"html": "<a aria-disabled=\"false\" class=\"LandingTestimonialCard\" href=\"/case-studies/axios\" tabindex=\"0\" style=\"pointer-events: auto;\"><div class=\"LandingTestimonialCard__copy\"><h3 class=\"LandingTestimonialCard__logo\"><img fetchpriority=\"auto\" alt=\"Axios\" src=\"data:image/svg+xml;base64,PD94bWwgdmVyc2lvbj0iMS4wIiBlbmNvZGluZz0idXRmLTgiPz4KPCEtLSBHZW5lcmF0b3I6IEFkb2JlIElsbHVzdHJhdG9yIDI3LjcuMCwgU1ZHIEV4cG9ydCBQbHVnLUluIC4gU1ZHIFZlcnNpb246IDYuMDAgQnVpbGQgMCkgIC0tPgo8c3ZnIHZlcnNpb249IjEuMSIKCSBpZD0ibG9nbyI..."
},
{
"href": "/case-studies/missive",
"text": "Canny really helps us not just with feedback management, but also with decision-making. It pushes us to be more creative with what we're building next. Because, Canny helps us balance user ideas with our own input.Philippe LehouxCEO",
"html": "<a aria-disabled=\"false\" class=\"LandingTestimonialCard\" href=\"/case-studies/missive\" tabindex=\"0\" style=\"pointer-events: auto;\"><div class=\"LandingTestimonialCard__copy\"><h3 class=\"LandingTestimonialCard__logo\"><img fetchpriority=\"auto\" alt=\"Missive\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/missive-logo-ec61f39d42dc334f974127fc29045d5c.svg\" height=\"32\" width=\"182\" class=\"LandingTestimonialCard__logo-image\"></h3><p class=\"LandingTestimonialCard__body\">Canny really..."
},
{
"href": "https://help.canny.io",
"text": "Help center",
"html": "<a href=\"https://help.canny.io\" rel=\"noopener\" target=\"_blank\"><span class=\"Sitemap__link-copy\">Help center</span></a>"
},
{
"href": "mailto:[email protected]",
"text": "Email us",
"html": "<a href=\"mailto:[email protected]\" rel=\"noopener\" target=\"_blank\"><span class=\"Sitemap__link-copy\">Email us</span></a>"
}
],
"privacyLinks": [
{
"href": "/terms",
"text": "Terms & conditions",
"html": "<a aria-disabled=\"false\" class href=\"/terms\" tabindex=\"0\" style=\"pointer-events: auto;\"><span class=\"Sitemap__link-copy\">Terms & conditions</span></a>"
},
{
"href": "/privacy",
"text": "Privacy policy",
"html": "<a aria-disabled=\"false\" class href=\"/privacy\" tabindex=\"0\" style=\"pointer-events: auto;\"><span class=\"Sitemap__link-copy\">Privacy policy</span></a>"
}
],
"score": 40,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
5 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
Needs attention
AEO: Answer-first sections
Issue
11 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer-first sections
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer-first sections scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 11,
"passing": 0,
"failing": [
{
"heading": "Build the features that close deals",
"headingHtml": "<h2 class=\"animate-in transition-opacity fade-in-0 slide-in-from-top-2 duration-700 fill-mode-both text-4xl font-bold text-pretty tracking-tight md:text-7xl\">Build the features that close deals</h2>",
"firstParagraph": "Canny uses AI to read every sales and support conversation and shows you what to build to retain customers and drive revenue growth",
"paragraphHtml": "<p class=\"animate-in transition-opacity fade-in-0 slide-in-from-top-2 duration-700 delay-300 fill-mode-both max-w-2xl text-lg md:text-2xl text-balance\">Canny uses AI to read every sales and support conversation and shows you what to build to retain customers and drive revenue growth</p>",
"words": 23,
"direct": false,
"issue": "First paragraph is 23 words and does not look like a concise direct answer."
},
{
"heading": "Trusted by both industry leaders and startups",
"headingHtml": "<h2 class=\"LandingLogos__title\">Trusted by both industry leaders and startups</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Use AI to turn customer conversations into revenue",
"headingHtml": "<h2 class=\"mb-15 text-center text-3xl font-bold tracking-tight text-foreground md:text-7xl\">Use AI to turn customer conversations into revenue</h2>",
"firstParagraph": "Connect communication tools like Gong, Intercom, and Slack to Autopilot to automatically capture unique feedback insights.",
"paragraphHtml": "<p class=\"text-2xl font-semibold leading-snug text-foreground text-lg\">Connect communication tools like Gong, Intercom, and Slack to Autopilot to automatically capture unique feedback insights.</p>",
"words": 16,
"direct": false,
"issue": "First paragraph is 16 words and does not look like a concise direct answer."
},
{
"heading": "Built for the teams that drive revenue",
"headingHtml": "<h2 class=\"LandingContentBlock__title\">Built for the teams that drive revenue</h2>",
"firstParagraph": "Get everyone working from the same customer signal",
"paragraphHtml": "<p class=\"LandingContentBlock__subtitle\">Get everyone working from the same customer signal</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
},
{
"heading": "The platform behind every revenue team",
"headingHtml": "<h2 class=\"LandingStats__title\">The platform behind every revenue team</h2>",
"firstParagraph": "100K+registered companies",
"paragraphHtml": "<p class=\"LandingStats__stat-copy\"><span class=\"LandingStats__stat-metric\">100K+</span><span class=\"LandingStats__stat-subtitle\">registered companies</span></p>",
"words": 3,
"direct": false,
"issue": "First paragraph is 3 words and does not look like a concise direct answer."
},
{
"heading": "Works well with your existing workflow",
"headingHtml": "<h2 class=\"LandingIntegrations__title\">Works well with your existing workflow</h2>",
"firstParagraph": "Canny integrates with tools you already use for customer service, project management, and more",
"paragraphHtml": "<p class=\"LandingIntegrations__subtitle\">Canny integrates with tools you already use for customer service, project management, and more</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Here's why thousands of teams count on Canny",
"headingHtml": "<h2 class=\"LandingTestimonials__title\" id=\"testimonials-title\">Here's why thousands of teams count on Canny</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Start turning feedback into revenue today",
"headingHtml": "<h2 class=\"LandingCTA__title\">Start turning feedback into revenue today</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "More ways to use Canny",
"headingHtml": "<h2 class=\"mb-10 text-3xl font-medium tracking-tight text-foreground md:text-7xl\">More ways to use Canny</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Build a voice of customer program that drives revenue",
"headingHtml": "<h3 class=\"max-w-[70%] text-2xl font-semibold leading-tight text-foreground md:text-3xl\">Build a voice of customer program that drives revenue</h3>",
"firstParagraph": "Capture customer signal across every channel to reduce churn and grow accounts",
"paragraphHtml": "<p class=\"max-w-[70%] text-lg\">Capture customer signal across every channel to reduce churn and grow accounts</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Engage with customers on public feedback boards",
"headingHtml": "<h3 class=\"max-w-[70%] text-2xl font-semibold leading-tight text-foreground md:text-3xl\">Engage with customers on public feedback boards</h3>",
"firstParagraph": "Set up a public feedback portal so customers can share ideas, vote, and see what's on your roadmap",
"paragraphHtml": "<p class=\"max-w-[70%] text-lg\">Set up a public feedback portal so customers can share ideas, vote, and see what's on your roadmap</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
Needs attention
AEO: Question-led structure
Issue
No question-led h2 sections or FAQ pattern was detected.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Question-led structure
Score
50/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Question-led structure scored 50/100 and needs improvement.
Evidence
{
"h2Count": 9,
"questionH2s": [],
"hasFaq": false,
"score": 50,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
Needs attention
GEO: Explanatory content depth
Issue
No substantial explanatory paragraphs were found.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 1,
"citablePassages": 0,
"failingCandidateParagraphs": [],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
Needs attention
GEO: Extraction-friendly structure
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, optional visible FAQ or FAQPage schema.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Extraction-friendly structure
Score
85/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": false,
"definitionPatterns": 8,
"schemaBlocks": 1,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process",
"optional visible FAQ or FAQPage schema"
],
"score": 85,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 89/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 89/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: management, software, tools.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Entity clarity
Score
89/100
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 89/100 and needs improvement.
Evidence
{
"title": "Canny: AI Customer Feedback Management Software and Tools",
"h1": "AI-powered customer feedback platform",
"description": "Canny's AI-powered customer feedback platform captures, analyzes, and prioritizes feedback to help you build what drives revenue.",
"topicOverlap": 0.625,
"topicTerms": [
"canny",
"customer",
"feedback",
"management",
"software",
"tools",
"powered",
"platform"
],
"descriptionTerms": [
"canny",
"powered",
"customer",
"feedback",
"platform",
"captures",
"analyzes",
"prioritizes",
"help",
"build",
"drives",
"revenue"
],
"missingFromDescription": [
"management",
"software",
"tools"
],
"score": 89,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Google eligibility and indexability
AIO: Google eligibility and indexability scored 80/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Google eligibility and indexability
AIO: Google eligibility and indexability scored 80/100 and needs improvement.
Needs attention
AIO: Google eligibility and indexability
Issue
Canonical tag is missing.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Google eligibility and indexability
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: Google eligibility and indexability scored 80/100 and needs improvement.
Evidence
{
"status": 200,
"googlebotBlocked": false,
"metaRobotsTags": [],
"xRobotsTag": "",
"canonical": "",
"finalUrl": "https://canny.io/",
"canonicalScore": 0,
"score": 80,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 83/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 83/100 and needs improvement.
Needs attention
AIO: Visible structured data match
Issue
2 structured-data value(s) were not found in visible page text.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Visible structured data match
Score
83/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Visible structured data match scored 83/100 and needs improvement.
Evidence
{
"schemaCount": 6,
"checkedFields": [
{
"path": "$[0].@graph[0].name",
"value": "Canny"
},
{
"path": "$[0].@graph[1].name",
"value": "Canny"
},
{
"path": "$[0].@graph[2].name",
"value": "Canny"
},
{
"path": "$[0].@graph[2].description",
"value": "Canny's AI-powered customer feedback platform captures, analyzes, and prioritizes feedback to help you build what drives revenue."
},
{
"path": "$[0].@graph[3].name",
"value": "Canny — Customer Feedback Management"
},
{
"path": "$[0].@graph[4].itemListElement[0].name",
"value": "Home"
},
{
"path": "$[1].name",
"value": "Canny"
},
{
"path": "$[2].name",
"value": "Canny"
},
{
"path": "$[3].name",
"value": "Canny"
},
{
"path": "$[3].description",
"value": "Canny's AI-powered customer feedback platform captures, analyzes, and prioritizes feedback to help you build what drives revenue."
},
{
"path": "$[4].name",
"value": "Canny — Customer Feedback Management"
},
{
"path": "$[5].itemListElement[0].name",
"value": "Home"
}
],
"mismatches": [
{
"path": "$[0].@graph[4].itemListElement[0].name",
"value": "Home"
},
{
"path": "$[5].itemListElement[0].name",
"value": "Home"
}
],
"score": 83,
"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.
Needs attention
AIO: Answer block readiness
Issue
11 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Answer block readiness
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Answer block readiness scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 11,
"passing": 0,
"failing": [
{
"heading": "Build the features that close deals",
"headingHtml": "<h2 class=\"animate-in transition-opacity fade-in-0 slide-in-from-top-2 duration-700 fill-mode-both text-4xl font-bold text-pretty tracking-tight md:text-7xl\">Build the features that close deals</h2>",
"firstParagraph": "Canny uses AI to read every sales and support conversation and shows you what to build to retain customers and drive revenue growth",
"paragraphHtml": "<p class=\"animate-in transition-opacity fade-in-0 slide-in-from-top-2 duration-700 delay-300 fill-mode-both max-w-2xl text-lg md:text-2xl text-balance\">Canny uses AI to read every sales and support conversation and shows you what to build to retain customers and drive revenue growth</p>",
"words": 23,
"direct": false,
"issue": "First paragraph is 23 words and does not look like a concise direct answer."
},
{
"heading": "Trusted by both industry leaders and startups",
"headingHtml": "<h2 class=\"LandingLogos__title\">Trusted by both industry leaders and startups</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Use AI to turn customer conversations into revenue",
"headingHtml": "<h2 class=\"mb-15 text-center text-3xl font-bold tracking-tight text-foreground md:text-7xl\">Use AI to turn customer conversations into revenue</h2>",
"firstParagraph": "Connect communication tools like Gong, Intercom, and Slack to Autopilot to automatically capture unique feedback insights.",
"paragraphHtml": "<p class=\"text-2xl font-semibold leading-snug text-foreground text-lg\">Connect communication tools like Gong, Intercom, and Slack to Autopilot to automatically capture unique feedback insights.</p>",
"words": 16,
"direct": false,
"issue": "First paragraph is 16 words and does not look like a concise direct answer."
},
{
"heading": "Built for the teams that drive revenue",
"headingHtml": "<h2 class=\"LandingContentBlock__title\">Built for the teams that drive revenue</h2>",
"firstParagraph": "Get everyone working from the same customer signal",
"paragraphHtml": "<p class=\"LandingContentBlock__subtitle\">Get everyone working from the same customer signal</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
},
{
"heading": "The platform behind every revenue team",
"headingHtml": "<h2 class=\"LandingStats__title\">The platform behind every revenue team</h2>",
"firstParagraph": "100K+registered companies",
"paragraphHtml": "<p class=\"LandingStats__stat-copy\"><span class=\"LandingStats__stat-metric\">100K+</span><span class=\"LandingStats__stat-subtitle\">registered companies</span></p>",
"words": 3,
"direct": false,
"issue": "First paragraph is 3 words and does not look like a concise direct answer."
},
{
"heading": "Works well with your existing workflow",
"headingHtml": "<h2 class=\"LandingIntegrations__title\">Works well with your existing workflow</h2>",
"firstParagraph": "Canny integrates with tools you already use for customer service, project management, and more",
"paragraphHtml": "<p class=\"LandingIntegrations__subtitle\">Canny integrates with tools you already use for customer service, project management, and more</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Here's why thousands of teams count on Canny",
"headingHtml": "<h2 class=\"LandingTestimonials__title\" id=\"testimonials-title\">Here's why thousands of teams count on Canny</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Start turning feedback into revenue today",
"headingHtml": "<h2 class=\"LandingCTA__title\">Start turning feedback into revenue today</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "More ways to use Canny",
"headingHtml": "<h2 class=\"mb-10 text-3xl font-medium tracking-tight text-foreground md:text-7xl\">More ways to use Canny</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Build a voice of customer program that drives revenue",
"headingHtml": "<h3 class=\"max-w-[70%] text-2xl font-semibold leading-tight text-foreground md:text-3xl\">Build a voice of customer program that drives revenue</h3>",
"firstParagraph": "Capture customer signal across every channel to reduce churn and grow accounts",
"paragraphHtml": "<p class=\"max-w-[70%] text-lg\">Capture customer signal across every channel to reduce churn and grow accounts</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Engage with customers on public feedback boards",
"headingHtml": "<h3 class=\"max-w-[70%] text-2xl font-semibold leading-tight text-foreground md:text-3xl\">Engage with customers on public feedback boards</h3>",
"firstParagraph": "Set up a public feedback portal so customers can share ideas, vote, and see what's on your roadmap",
"paragraphHtml": "<p class=\"max-w-[70%] text-lg\">Set up a public feedback portal so customers can share ideas, vote, and see what's on your roadmap</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
Needs attention
AEO: Answer intent coverage
Issue
Missing likely AI Overview intent sections: what, cost, compare.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"headings": [
{
"text": "Build the features that close deals",
"html": "<h2 class=\"animate-in transition-opacity fade-in-0 slide-in-from-top-2 duration-700 fill-mode-both text-4xl font-bold text-pretty tracking-tight md:text-7xl\">Build the features that close deals</h2>"
},
{
"text": "Trusted by both industry leaders and startups",
"html": "<h2 class=\"LandingLogos__title\">Trusted by both industry leaders and startups</h2>"
},
{
"text": "Use AI to turn customer conversations into revenue",
"html": "<h2 class=\"mb-15 text-center text-3xl font-bold tracking-tight text-foreground md:text-7xl\">Use AI to turn customer conversations into revenue</h2>"
},
{
"text": "Built for the teams that drive revenue",
"html": "<h2 class=\"LandingContentBlock__title\">Built for the teams that drive revenue</h2>"
},
{
"text": "The platform behind every revenue team",
"html": "<h2 class=\"LandingStats__title\">The platform behind every revenue team</h2>"
},
{
"text": "Works well with your existing workflow",
"html": "<h2 class=\"LandingIntegrations__title\">Works well with your existing workflow</h2>"
},
{
"text": "Here's why thousands of teams count on Canny",
"html": "<h2 class=\"LandingTestimonials__title\" id=\"testimonials-title\">Here's why thousands of teams count on Canny</h2>"
},
{
"text": "Start turning feedback into revenue today",
"html": "<h2 class=\"LandingCTA__title\">Start turning feedback into revenue today</h2>"
},
{
"text": "More ways to use Canny",
"html": "<h2 class=\"mb-10 text-3xl font-medium tracking-tight text-foreground md:text-7xl\">More ways to use Canny</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Canny: AI Customer Feedback Management Softwa...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Canny: AI Customer Feedback Management Softwa... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Canny: AI Customer Feedback Management Softwa...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Canny: AI Customer Feedback Management Softwa... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Canny: AI Customer Feedback Management Softwa... compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Canny: AI Customer Feedback Management Softwa...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Canny: AI Customer Feedback Management Softwa... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Canny: AI Customer Feedback Management Softwa... compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 85/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 85/100 and needs improvement.
Needs attention
AIO: Page experience for AIO
Issue
3 image(s) are missing width/height attributes.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Page experience for AIO
Score
85/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Page experience for AIO scored 85/100 and needs improvement.
Evidence
{
"viewportContent": "width=device-width, initial-scale=1",
"visibleWords": 944,
"htmlBytes": 215792,
"imagesMissingDimensions": [
{
"src": "data:image/svg+xml;base64,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",
"width": "",
"height": "20",
"loading": "",
"html": "<img fetchpriority=\"auto\" src=\"data:image/svg+xml;base64,PHN2ZyB2ZXJzaW9uPSIxLjEiIGlkPSJMYXllcl8xIiB4bWxuczp4PSJuc19leHRlbmQ7IiB4bWxuczppPSJuc19haTsiIHhtbG5zOmdyYXBoPSJuc19ncmFwaHM7IiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHhtbG5zOnhsaW5rPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hsaW5rIiB4PSIwcHgiIHk9IjBweCIgdmlld0JveD0iMCAwIDU2MS41IDkwIiBzdHlsZT0iZW5hYmxlLWJhY2tncm91bmQ6bmV3IDAgMCA1NjEuNSA5MDsiIHhtbDpzcGFjZT0icHJlc2VydmUiPgogPHN0eWxlIHR5cGU9InRleHQvY3NzIj4KICAuc3Qwe2ZpbGw6IzFBMUExOTt9CiA8L3N0..."
},
{
"src": "data:image/svg+xml;base64,PHN2ZyB2ZXJzaW9uPSIxLjEiIGlkPSJMYXllcl8xIiB4bWxuczp4PSJuc19leHRlbmQ7IiB4bWxuczppPSJuc19haTsiIHhtbG5zOmdyYXBoPSJuc19ncmFwaHM7IiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHhtbG5zOnhsaW5rPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hsaW5rIiB4PSIwcHgiIHk9IjBweCIgdmlld0JveD0iMCAwIDU2MS41IDkwIiBzdHlsZT0iZW5hYmxlLWJhY2tncm91bmQ6bmV3IDAgMCA1NjEuNSA5MDsiIHhtbDpzcGFjZT0icHJlc2VydmUiPgogPHN0eWxlIHR5cGU9InRleHQvY3NzIj4KICAuc3Qwe2ZpbGw6IzFBMUExOTt9CiA8L3N0eWxlPgogPG1ldGFkYXRhPgogIDxzZncgeG1sbnM9Im5zX3NmdzsiPgogICA8c2xpY2VzPgogICA8L3NsaWNlcz4KICAgPHNsaWNlU291cmNlQm91bmRzIGJvdHRvbUxlZnRPcmlnaW49InRydWUiIGhlaWdodD0iOTAiIHdpZHRoPSI1NjEuNSIgeD0iLTExOC4yIiB5PSItMzEzLjciPgogICA8L3NsaWNlU291cmNlQm91bmRzPgogIDwvc2Z3PgogPC9tZXRhZGF0YT4KIDxnPgogIDxwYXRoIGNsYXNzPSJzdDAiIGQ9Ik05NC4zLDJINjUuNGMtMjYsMC0yOCwxMS4yLTI4LDI2LjJsMCwyNy45YzAsMTUuNiwyLDI2LjIsMjguMSwyNi4yaDI4LjhjMjYsMCwyOC0xMS4yLDI4LTI2LjFWMjguMgoJCUMxMjIuMywxMy4zLDEyMC4zLDIsOTQuMywyeiBNMCwyMi4xQzAsOC45LDUuMiwyLDE0LDJjOC44LDAsMTQsNi45LDE0LDIwLjF2NDAuMWMwLDEzLjItNS4yLDIwLjEtMTQsMjAuMWMtOC44LDAtMTQtNi45LTE0LTIwLjEKCQlWMjIuMXoiPgogIDwvcGF0aD4KICA8cGF0aCBjbGFzcz0ic3QwIiBkPSJNNDE5LjUsNjIuM2MtOC4zLDAtMTIuNi02LjktMTIuNi0xNS4zUzQxMS4xLDMyLDQxOS41LDMyYzguNiwwLDEyLjYsNi44LDEyLjYsMTQuOQoJCUM0MzIuMSw1NS42LDQyNy44LDYyLjMsNDE5LjUsNjIuM3ogTTMzNy45LDMyYzQuOSwwLDYuOSwyLjgsNi45LDUuM2MwLDYtNi4xLDguNi0xOC44LDlDMzI2LDM4LjksMzMwLjIsMzIsMzM3LjksMzJ6IE0yODMuNyw2Mi4zCgkJYy03LjksMC0xMS4yLTYuNC0xMS4yLTE1LjNjMC04LjgsMy40LTE0LjksMTEuMi0xNC45YzgsMCwxMS43LDYuMywxMS43LDE0LjlDMjk1LjUsNTUuOSwyOTEuNSw2Mi4zLDI4My43LDYyLjN6IE0yMTcsMjMuM2gtMTIuMwoJCWwyMC41LDQ2LjljLTMuOSw4LjctNiwxMC44LTguNywxMC44Yy0yLjksMC01LjYtMi4zLTcuNS00LjNsLTUuNCw3LjJjMy43LDMuOSw4LjcsNi4xLDEzLjksNi4xYzYuNSwwLDExLjQtMy43LDE0LjMtMTAuNQoJCWwyMy42LTU2LjNoLTEyLjFsLTEyLjMsMzMuNkwyMTcsMjMuM3ogTTU0My42LDMyYzYsMCw3LjIsNC4xLDcuMiwxMy43djI1LjNoMTAuN3YtMzJjMC0xMS41LTcuOS0xNi41LTE1LjItMTYuNQoJCWMtNi41LDAtMTIuNCw0LTE1LjcsMTEuNWMtMS45LTcuMi03LjktMTEuNS0xNC45LTExLjVjLTYuMSwwLTEyLjIsMy45LTE1LjUsMTEuMVYyMy4zaC0xMC43VjcxaDEwLjdWNTAuNgoJCWMwLTEwLjMsNS40LTE4LjYsMTIuOC0xOC42YzYsMCw3LjEsNC4xLDcuMSwxMy43djI1LjNoMTAuN2wtMC4xLTIwLjVDNTMwLjcsNDAuMyw1MzYuMiwzMiw1NDMuNiwzMnogTTQ1OCwyMy4zSDQ1M1Y3MWgxMC43VjUyLjcKCQljMC0xMS42LDUuMS0xOS40LDEyLjctMTkuNGMyLDAsMy42LDAuMSw1LjQsMC44bDEuNy0xMS4zYy0xLjQtMC4xLTIuNi0wLjMtMy44LTAuM2MtNy41LDAtMTIuOSw1LjItMTYuMSwxMS44VjIzLjNINDU4egoJCSBNNDE5LjUsMjIuNmMtMTQuMSwwLTIzLjcsMTAuOC0yMy43LDI0LjNjMCwxNC4xLDkuNywyNC42LDIzLjcsMjQuNmMxNC4yLDAsMjMuOS0xMC44LDIzLjktMjQuNkM0NDMuNCwzMy4yLDQzMy41LDIyLjYsNDE5LjUsMjIuNgoJCXogTTMzOC41LDYyLjNjLTUuNiwwLTkuNy0yLjgtMTEuNC04LjZjMTQuMS0wLjYsMjgtNCwyOC0xNi41YzAtNy4yLTcuMS0xNC42LTE3LjItMTQuNmMtMTMuNywwLTIyLjksMTEuMS0yMi45LDI0LjMKCQljMCwxMy44LDkuMSwyNC42LDIyLjcsMjQuNmM5LjUsMCwxNS41LTMuOCwyMC4yLTkuM2wtNS4yLTdDMzQ3LjEsNjAuOSwzNDMuNyw2Mi4zLDMzOC41LDYyLjN6IE0yODUuOCwyMi42CgkJYy01LjQsMC0xMC44LDMuMS0xMi45LDguMXYtNy4zaC0xMC43djY2LjVoMTAuN1Y2NmMyLjMsMy40LDcuNCw1LjcsMTIsNS43YzE0LjIsMCwyMS43LTEwLjUsMjEuNy0yNC43CgkJQzMwNi42LDMyLjksMjk5LjIsMjIuNiwyODUuOCwyMi42eiBNMjEwLjksNC4yaC01MC40djEwLjRoMTkuN1Y3MWgxMS4yVjE0LjZoMTkuNVY0LjJ6IE0zNjkuNywyMy4zaC02LjR2OS42aDYuNFY3MWgxMC43VjMyLjkKCQloMTAuNHYtOS42aC0xMC40di03LjVjMC00LjgsMi02LjQsNi40LTYuNGMxLjcsMCwzLjIsMC40LDUuMiwxLjFsMi40LTljLTItMS4xLTUuOS0xLjYtOC40LTEuNmMtMTAuMiwwLTE2LjIsNi4xLTE2LjIsMTYuN1YyMy4zeiI+CiAgPC9wYXRoPgogPC9nPgo8L3N2Zz4=",
"width": "",
"height": "20",
"loading": "",
"html": "<img fetchpriority=\"auto\" src=\"data:image/svg+xml;base64,PHN2ZyB2ZXJzaW9uPSIxLjEiIGlkPSJMYXllcl8xIiB4bWxuczp4PSJuc19leHRlbmQ7IiB4bWxuczppPSJuc19haTsiIHhtbG5zOmdyYXBoPSJuc19ncmFwaHM7IiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHhtbG5zOnhsaW5rPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hsaW5rIiB4PSIwcHgiIHk9IjBweCIgdmlld0JveD0iMCAwIDU2MS41IDkwIiBzdHlsZT0iZW5hYmxlLWJhY2tncm91bmQ6bmV3IDAgMCA1NjEuNSA5MDsiIHhtbDpzcGFjZT0icHJlc2VydmUiPgogPHN0eWxlIHR5cGU9InRleHQvY3NzIj4KICAuc3Qwe2ZpbGw6IzFBMUExOTt9CiA8L3N0..."
},
{
"src": "https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/revenue-teams-4cc863ca77b40b197fbfc3f3a37f9f4b.png",
"width": "",
"height": "",
"loading": "",
"html": "<img fetchpriority=\"auto\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/revenue-teams-4cc863ca77b40b197fbfc3f3a37f9f4b.png\" alt=\"Canny for revenue teams\" srcset class=\"LandingContentBlock__image lg:!w-[55%]\">"
}
],
"possibleDialogs": [],
"score": 85,
"weight": 10
}Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Needs attention
AI context endpoint
Issue
AI context endpoint is informational for this page.
Why it matters
A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.
Check name
AI context endpoint
Score
100/100
Status
informational
Category
API
Maturity
Emerging recommendation
Goal
Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.
Result
AI context endpoint is informational for this page.
Validation steps
Fetch to find resource
AI context endpoint was not found at the expected path.
Evidence
{
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/ai/context",
"statusCode": 404,
"contentType": "text/html",
"length": 10711
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html",
"length": 10711
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html",
"length": 10711
}
]
},
"issue": "AI context endpoint was not found at the expected path.",
"howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Informational
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Needs attention
AIO: Query intent coverage
Issue
Missing likely AI Overview intent sections: what, cost, compare.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Query intent coverage
Score
70/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Query intent coverage is informational for this page.
Evidence
{
"headings": [
{
"text": "Build the features that close deals",
"html": "<h2 class=\"animate-in transition-opacity fade-in-0 slide-in-from-top-2 duration-700 fill-mode-both text-4xl font-bold text-pretty tracking-tight md:text-7xl\">Build the features that close deals</h2>"
},
{
"text": "Trusted by both industry leaders and startups",
"html": "<h2 class=\"LandingLogos__title\">Trusted by both industry leaders and startups</h2>"
},
{
"text": "Use AI to turn customer conversations into revenue",
"html": "<h2 class=\"mb-15 text-center text-3xl font-bold tracking-tight text-foreground md:text-7xl\">Use AI to turn customer conversations into revenue</h2>"
},
{
"text": "Built for the teams that drive revenue",
"html": "<h2 class=\"LandingContentBlock__title\">Built for the teams that drive revenue</h2>"
},
{
"text": "The platform behind every revenue team",
"html": "<h2 class=\"LandingStats__title\">The platform behind every revenue team</h2>"
},
{
"text": "Works well with your existing workflow",
"html": "<h2 class=\"LandingIntegrations__title\">Works well with your existing workflow</h2>"
},
{
"text": "Here's why thousands of teams count on Canny",
"html": "<h2 class=\"LandingTestimonials__title\" id=\"testimonials-title\">Here's why thousands of teams count on Canny</h2>"
},
{
"text": "Start turning feedback into revenue today",
"html": "<h2 class=\"LandingCTA__title\">Start turning feedback into revenue today</h2>"
},
{
"text": "More ways to use Canny",
"html": "<h2 class=\"mb-10 text-3xl font-medium tracking-tight text-foreground md:text-7xl\">More ways to use Canny</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Canny: AI Customer Feedback Management Softwa...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Canny: AI Customer Feedback Management Softwa... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Canny: AI Customer Feedback Management Softwa...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Canny: AI Customer Feedback Management Softwa... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Canny: AI Customer Feedback Management Softwa... compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Canny: AI Customer Feedback Management Softwa...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Canny: AI Customer Feedback Management Softwa... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Canny: AI Customer Feedback Management Softwa... compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Needs attention
Auth.md Agent Registration
Issue
auth.md response did not match the expected agent registration shape. Content-Type "text/html" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Why it matters
Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.
Check name
Auth.md Agent Registration
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.
Result
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Validation steps
Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization metadata did not include a usable agent_auth block. missing agent_auth object; register_uri issues: [{"field":"agent_auth.register_uri","issue":"Missing URL."}]; missing supported_identity_types; missing credential_types_supported; missing claim or revocation URL.
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",
"length": 10711,
"validation": {
"valid": false,
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"compatibleContentType": false,
"contentLength": 10686,
"hasRegisterInstructions": true,
"hasProtectedResourceLink": false,
"hasAuthorizationServerLink": false,
"mentionsIdentity": false,
"mentionsCredential": false,
"links": [
"https://assets.canny.io\"",
"https://assets.canny.io\"/><link",
"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Inter.var.woff2\"",
"/woff2",
"/style",
"/JJdndWrx7d/u2Hx3ckDw==",
"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Bundle.js\"></script><script",
"/JJdndWrx7d/u2Hx3ckDw==",
"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/3936.js\"></script><script",
"/JJdndWrx7d/u2Hx3ckDw=="
],
"rawExcerpt": "<!doctype html><html lang=\"en\" class=\"lightTheme\"><head><meta charSet=\"UTF-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preconnect\" href=\"https://assets.canny.io\" crossorigin/><link rel=\"preconnect\" href=\"https://assets.canny.io\"/><link rel=\"preload\" href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Inter.var.woff2\" as=\"font\" type=\"font/woff2\" crossorigin/><style>@layer properties, theme, base, defaults, utilities;</style><script defer nonce=\"F/JJdndWrx7d/u2Hx3ckDw==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Bundle.js\"></script><script defer nonce=\"F/JJdndWrx7d/u2Hx3ckDw==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/3936.js\"></script><script defer nonce=\"F/JJdndWrx7d/u2Hx3ckD"
}
},
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
},
{
"id": "oauth-protected-resource",
"title": "Publish protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"ok": false,
"statusCode": 404,
"contentType": "text/html",
"length": 4933,
"text": "<!doctype html><html lang=\"en\" class=\"lightTheme\"><head><meta charSet=\"UTF-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preconnect\" href=\"https://assets.canny.io\" crossorigin/><link rel=\"preconnect\" href=\"https://assets.canny.io\"/><link rel=\"preload\" href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Inter.var.woff2\" as=\"font\" type=\"font/woff2\" crossorigin/><style>@layer properties, theme, base, defaults, utilities;</style><script defer nonce=\"DRtOm34kyXv/M/DX3VWatg==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/SubdomainBundle.js\"></script><link href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/SubdomainBundle.css\" media=\"screen, projection\" rel=\"stylesheet\" type=\"text/css\"/><title data-rh=\"true\">Page Not Found | Canny</title><meta data-rh=\"true\" property=\"fb:app_id\" content=\"1606018679610384\"/><meta data-rh=\"true\" name=\"google-site-verification\" content=\"hutYg6OBDqx9fLFmeEqY4o0gjWPw2rkFt3-Sp2wbMQc\"/><link data-rh=\"true\" href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/logo-icon.png\" rel=\"icon\"/><link data-rh=\"true\" href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/apple-touch-icon.png\" rel=\"apple-touch-icon\"/></head><body class=\"preload\"><div data-iframe-height=\"true\" id=\"content\"><div><div class=\"subdomainContainer\"><div class=\"contentContainer\"><div class=\"contentInnerContainer\"><div class=\"subdomainFourOhFour\"><div class=\"heading\">Company Not Found</div><div class=\"message\">There is no such company. Did you enter the right URL?</div></div></div></div><div id=\"fb-root\"></div></div><ol class=\"fixed w-full max-w-[calc(100%-32px)] sm:max-w-[350px] z-[999999] bottom-4 left-1/2 -translate-x-1/2\" data-slot=\"toaster\"></ol></div></div><script nonce=\"DRtOm34kyXv/M/DX3VWatg==\">window.__data = {\"actionItemQueries\":null,\"asanaTaskSuggestions\":{},\"automations\":{\"error\":null,\"lastUpdated\":null,\"loading\":true,\"data\":null},\"autopilotCounts\":{\"error\":null,\"lastUpdated\":null,\"loading\":true,\"data\":null},\"azureDevopsSettings\":null,\"azureDevopsWorkItemSuggestions\":{},\"boards\":{\"allLoaded\":false,\"allLoading\":false,\"error\":\"invalid input\",\"items\":{},\"lastUpdated\":1781030998081},\"changelog\":null,\"changelogEntries\":{},\"changelogEntryQueries\":{},\"clickupRules\":null,\"clickupTaskSuggestions\":{},\"company\":{\"error\":null,\"lastUpdated\":1781030998080,\"loading\":false,\"notFound\":true},\"cookies\":{\"__canny__browserTheme\":undefined,\"__canny__locale\":undefined,\"omitNonEssentialCookies\":undefined,\"__canny__requestID\":\"a508b9a7-69b6-e6d2-1010-6965c1d09c80\",\"__host\":\"api.canny.io\"},\"customFields\":null,\"customPostFields\":{\"error\":null,\"lastUpdated\":null,\"loading\":true,\"data\":null},\"dashboardActivity\":null,\"discordSettings\":null,\"freshdeskSettings\":{\"error\":null,\"lastUpdated\":null,\"loading\":true,\"data\":null},\"githubIssueSuggestions\":{},\"gongSettings\":{\"error\":null,\"lastUpdated\":null,\"loading\":true,\"data\":null},\"groups\":{\"error\":null,\"lastUpdated\":null,\"loading\":true,\"data\":null},\"gsuiteGroups\":null,\"helpscoutSettings\":{\"error\":null,\"lastUpdated\":null,\"loading\":true,\"data\":null},\"ideaActivityQueries\":{},\"ideasConfiguration\":{\"error\":null,\"lastUpdated\":null,\"loading\":true,\"data\":null},\"ideaImpact\":{},\"ideaImpactUsers\":{},\"ideaImpactCompanies\":{},\"ideaLinkedOpportunities\":{},\"ideaPost\":{},\"inboxItemQueries\":{},\"internalMentionSuggestions\":{},\"issueSuggestions\":{},\"jiraRules\":{\"error\":null,\"lastUpdated\":null,\"loading\":true,\"data\":null},\"linearIssueSuggestions\":{},\"mentionSuggestions\":{},\"notifications\":null,\"onboarding\":{\"error\":null,\"lastUpdated\":null,\"loading\":true,\"data\":null},\"postDraft\":{},\"posts\":{},\"postsActivity\":{},\"postQueries\":{},\"postSuggestions\":{},\"queueItemQueries\":null,\"sharedRoadmap\":null,\"sharedRoadmapPosts\":null,\"reduxAsyncConnect\":{\"loaded\":true,\"loadState\":{}},\"referralSettings\":{\"error\":null,\"lastUpdated\":null,\"loading\":true,\"data\":null},\"roadmap\":null,\"roadmaps\":null,\"roadmapPosts\":{},\"serverResponse\""
},
"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,
"validJson": true,
"compatibleContentType": true,
"document": {
"issuer": "https://api.canny.io",
"authorization_endpoint": "https://api.canny.io/api/mcp/oauth/authorize",
"token_endpoint": "https://api.canny.io/api/mcp/oauth/token",
"response_types_supported": [
"code"
],
"grant_types_supported": [
"authorization_code",
"refresh_token"
],
"token_endpoint_auth_methods_supported": [
"client_secret_post"
],
"code_challenge_methods_supported": [
"S256"
]
},
"rawExcerpt": "{\"issuer\":\"https://api.canny.io\",\"authorization_endpoint\":\"https://api.canny.io/api/mcp/oauth/authorize\",\"token_endpoint\":\"https://api.canny.io/api/mcp/oauth/token\",\"response_types_supported\":[\"code\"],\"grant_types_supported\":[\"authorization_code\",\"refresh_token\"],\"token_endpoint_auth_methods_supported\":[\"client_secret_post\"],\"code_challenge_methods_supported\":[\"S256\"]}",
"issue": "OAuth authorization metadata did not include a usable agent_auth block. missing agent_auth object; register_uri issues: [{\"field\":\"agent_auth.register_uri\",\"issue\":\"Missing URL.\"}]; missing supported_identity_types; missing credential_types_supported; missing claim or revocation URL.",
"hasAgentAuth": false,
"supportedIdentityTypes": [],
"credentialTypesSupported": [],
"registerUriIssues": [
{
"field": "agent_auth.register_uri",
"issue": "Missing URL."
}
],
"claimUrlIssues": [],
"revocationUrlIssues": []
},
"issue": "OAuth authorization metadata did not include a usable agent_auth block. missing agent_auth object; register_uri issues: [{\"field\":\"agent_auth.register_uri\",\"issue\":\"Missing URL.\"}]; missing supported_identity_types; missing credential_types_supported; missing claim or revocation URL.",
"howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
},
{
"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.
Needs attention
GEO: Q&A and FAQ opportunities
Issue
9 h2 heading(s) are not phrased as questions; this is optional and only useful where Q&A wording is natural. No visible FAQ or FAQPage schema was detected; this is optional unless the page answers common questions.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Q&A and FAQ opportunities
Score
75/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Q&A and FAQ opportunities is informational for this page.
Evidence
{
"h2Count": 9,
"questionH2s": 0,
"hasFaq": false,
"nonQuestionH2s": [
{
"index": 1,
"text": "Build the features that close deals",
"isQuestion": false,
"html": "<h2 class=\"animate-in transition-opacity fade-in-0 slide-in-from-top-2 duration-700 fill-mode-both text-4xl font-bold text-pretty tracking-tight md:text-7xl\">Build the features that close deals</h2>"
},
{
"index": 2,
"text": "Trusted by both industry leaders and startups",
"isQuestion": false,
"html": "<h2 class=\"LandingLogos__title\">Trusted by both industry leaders and startups</h2>"
},
{
"index": 3,
"text": "Use AI to turn customer conversations into revenue",
"isQuestion": false,
"html": "<h2 class=\"mb-15 text-center text-3xl font-bold tracking-tight text-foreground md:text-7xl\">Use AI to turn customer conversations into revenue</h2>"
},
{
"index": 4,
"text": "Built for the teams that drive revenue",
"isQuestion": false,
"html": "<h2 class=\"LandingContentBlock__title\">Built for the teams that drive revenue</h2>"
},
{
"index": 5,
"text": "The platform behind every revenue team",
"isQuestion": false,
"html": "<h2 class=\"LandingStats__title\">The platform behind every revenue team</h2>"
},
{
"index": 6,
"text": "Works well with your existing workflow",
"isQuestion": false,
"html": "<h2 class=\"LandingIntegrations__title\">Works well with your existing workflow</h2>"
},
{
"index": 7,
"text": "Here's why thousands of teams count on Canny",
"isQuestion": false,
"html": "<h2 class=\"LandingTestimonials__title\" id=\"testimonials-title\">Here's why thousands of teams count on Canny</h2>"
},
{
"index": 8,
"text": "Start turning feedback into revenue today",
"isQuestion": false,
"html": "<h2 class=\"LandingCTA__title\">Start turning feedback into revenue today</h2>"
},
{
"index": 9,
"text": "More ways to use Canny",
"isQuestion": false,
"html": "<h2 class=\"mb-10 text-3xl font-medium tracking-tight text-foreground md:text-7xl\">More ways to use Canny</h2>"
}
],
"score": 75,
"weight": 4
}AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Needs attention
IndexNow key
Issue
IndexNow key is informational for this page.
Why it matters
IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.
Check name
IndexNow key
Score
100/100
Status
informational
Category
Discoverability
Maturity
Established
Goal
Verify that IndexNow ownership key placement is detectable when the site advertises it.
Result
IndexNow key is informational for this page.
Validation steps
Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.
Evidence
{
"steps": [
{
"id": "advertised-location",
"title": "Find advertised IndexNow key location",
"status": "informational",
"evidence": {
"advertised": []
},
"issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
"howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
},
{
"id": "fetch-key",
"title": "Fetch and validate IndexNow key file",
"status": "informational",
"evidence": {
"advertised": [],
"checked": []
},
"issue": "No discoverable IndexNow key file was found.",
"howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
}
]
}Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Needs attention
OAuth / OIDC discovery
Issue
OAuth Discovery response did not match the expected shape. missing: jwks_uri; endpoint issues: [{"field":"jwks_uri","issue":"Missing URL."}].
Why it matters
OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.
Check name
OAuth / OIDC discovery
Score
0/100
Status
informational
Category
Auth
Maturity
Established
Goal
Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.
Result
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Validation steps
Validate resource body
OAuth Discovery response did not match the expected shape. missing: jwks_uri; endpoint issues: [{"field":"jwks_uri","issue":"Missing URL."}].
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/oauth-authorization-server",
"statusCode": 200,
"contentType": "application/json"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"issue": "OAuth Discovery response did not match the expected shape. missing: jwks_uri; endpoint issues: [{\"field\":\"jwks_uri\",\"issue\":\"Missing URL.\"}].",
"compatibleContentType": true,
"missing": [
"jwks_uri"
],
"endpointIssues": [
{
"field": "jwks_uri",
"issue": "Missing URL."
}
],
"issuer": "https://api.canny.io",
"authorizationEndpoint": "https://api.canny.io/api/mcp/oauth/authorize",
"tokenEndpoint": "https://api.canny.io/api/mcp/oauth/token",
"responseTypesSupported": [
"code"
],
"grantTypesSupported": [
"authorization_code",
"refresh_token"
],
"idTokenSigningAlgValuesSupported": [],
"rawExcerpt": "{\"issuer\":\"https://api.canny.io\",\"authorization_endpoint\":\"https://api.canny.io/api/mcp/oauth/authorize\",\"token_endpoint\":\"https://api.canny.io/api/mcp/oauth/token\",\"response_types_supported\":[\"code\"],\"grant_types_supported\":[\"authorization_code\",\"refresh_token\"],\"token_endpoint_auth_methods_supported\":[\"client_secret_post\"],\"code_challenge_methods_supported\":[\"S256\"]}"
},
"issue": "OAuth Discovery response did not match the expected shape. missing: jwks_uri; endpoint issues: [{\"field\":\"jwks_uri\",\"issue\":\"Missing URL.\"}].",
"howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
},
{
"id": "authorization-endpoint",
"title": "Probe authorization endpoint with an authorization-code request",
"status": "pass",
"evidence": {
"url": "https://api.canny.io/api/mcp/oauth/authorize?response_type=code&client_id=can-agent-use-scanner&redirect_uri=https%3A%2F%2Fcan-agent-use.invalid%2Foauth%2Fcallback&scope=openid&state=can-agent-use-probe",
"method": "GET",
"statusCode": 400,
"location": null,
"oauthError": "invalid redirect_uri",
"contentType": "application/json",
"excerpt": "{\"error\":\"invalid redirect_uri\"}"
},
"howToFix": "Implement an authorization endpoint that can process syntactically valid authorization requests, or remove it from discovery metadata until it exists."
},
{
"id": "authorization-redirect-safety",
"title": "Reject unregistered authorization redirects",
"status": "pass",
"evidence": {
"url": "https://api.canny.io/api/mcp/oauth/authorize?response_type=code&client_id=can-agent-use-unknown-client&redirect_uri=https%3A%2F%2Fcan-agent-use.invalid%2Fattacker-callback&scope=openid&state=can-agent-use-redirect-safety",
"method": "GET",
"statusCode": 400,
"location": null,
"redirectedToUntrusted": false,
"contentType": "application/json",
"excerpt": "{\"error\":\"invalid redirect_uri\"}"
},
"howToFix": "Validate client_id and registered redirect_uri values before redirecting. Return a direct OAuth error for invalid clients or redirect URIs."
},
{
"id": "token-endpoint",
"title": "Probe token endpoint with advertised grant type",
"status": "pass",
"evidence": {
"url": "https://api.canny.io/api/mcp/oauth/token",
"method": "POST",
"grantType": "authorization_code",
"statusCode": 400,
"oauthError": "invalid input",
"contentType": "application/json",
"excerpt": "{\"error\":\"invalid input\"}"
},
"howToFix": "Support every advertised grant type enough to return a protocol-appropriate response, or stop advertising unsupported grants."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": true
}Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Needs attention
OAuth Protected Resource
Issue
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Why it matters
Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.
Check name
OAuth Protected Resource
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.
Result
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Validation steps
Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 404,
"contentType": "text/html"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
},
{
"id": "metadata",
"title": "Validate protected resource metadata",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!doctype html><html lang=\"en\" class=\"lightTheme\"><head><meta charSet=\"UTF-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preconnect\" href=\"https://assets.canny.io\" crossorigin/><link rel=\"preconnect\" href=\"https://assets.canny.io\"/><link rel=\"preload\" href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/Inter.var.woff2\" as=\"font\" type=\"font/woff2\" crossorigin/><style>@layer properties, theme, base, defaults, utilities;</style><script defer nonce=\"ZTIV8NLTudbh5dTH91AEmA==\" src=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/SubdomainBundle.js\"></script><link href=\"https://assets.canny.io/2a2add47815815e4672dae25d2bb20d275400558/SubdomainBundle.css\" media=\"screen, projection\" rel=\"stylesheet\" type=\"text/css\"/><title da"
},
"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://canny.io"
},
"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://canny.io/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://canny.io/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://canny.io/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
}
]
},
"issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
"howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": false
}Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
100 Fail
Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
Check name
Background and foreground colors do not have a sufficient contrast ratio.
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast)."
}Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
25 Fail
Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
Check name
Reduce unused JavaScript
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 584Â KiB
Fix guidance
Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 584Â KiB",
"description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
"numericValue": 120
}Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
25 Fail
Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
Check name
Render-blocking requests
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 230Â 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 230Â 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
13 Warning
Performance and AccessibilityPerformanceBrowser audit
Legacy JavaScript
Check name
Legacy JavaScript
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 24Â 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 24Â 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)"
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
6 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
78/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Review the grouped loading performance checks and improve the failing sub-checks listed in evidence.
References
https://web.dev/learn/performance/Evidence
{
"checks": [
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "50Â ms",
"numericValue": 46.064924999999995
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 63,
"displayValue": "3.8Â s",
"numericValue": 3814.8947023348705
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 370Â ms",
"numericValue": 370
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 91,
"displayValue": "0.9Â s",
"numericValue": 891.0036190531125
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 61,
"displayValue": "290Â ms",
"numericValue": 286.5000000000009
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 69,
"displayValue": "190Â ms",
"numericValue": 194
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 83,
"displayValue": "1.4Â s",
"numericValue": 1421.013394192056
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 56,
"displayValue": "2.1Â s",
"numericValue": 2146.4538621986358
}
]
}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 |
|---|---|---|---|
| 68/100 | Level 3, Bot-Aware | Current report |