Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 45 out of 100
- Agent Ease of Use 6 out of 100
- Security & Trust 40 out of 100
- GEO, AIO and AEO 80 out of 100
- SEO 100 out of 100
- Performance and Accessibility 80 out of 100
What AI sees of your website
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 45 | Priority fix | 8 | 14 | 1 | View details |
| Discoverability | 86 | Mostly ready | 6 | 3 | 0 | View details |
| Content Readiness | 38 | Priority fix | 2 | 7 | 1 | View details |
| Bot Access Control | 0 | Priority fix | 0 | 4 | 0 | View details |
| Agent Ease of Use | 6 | Priority fix | 11 | 26 | 3 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 7 | 4 | 0 | View details |
| MCP | 13 | Priority fix | 0 | 6 | 2 | View details |
| Skill Discovery | 5 | Priority fix | 0 | 10 | 1 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 80 | Mostly ready | 8 | 0 | 12 | |
| GEO Readiness | 89 | Mostly ready | 3 | 0 | 3 | |
| AIO Readiness | 83 | Mostly ready | 3 | 0 | 4 | |
| AEO Readiness | 69 | Needs work | 2 | 0 | 5 | |
| SEO | 100 | Strong | 11 | 0 | 0 | |
| SEO | 100 | Strong | 11 | 0 | 0 | |
| Security & Trust | 40 | Priority fix | 6 | 3 | 0 | View details |
| Security & Trust | 40 | Priority fix | 2 | 3 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 80 | Mostly ready | 20 | 5 | 0 | View details |
| Performance | 72 | Needs work | 11 | 5 | 0 | View details |
| Accessibility | 96 | Strong | 9 | 0 | 0 |
Prioritized recommendations
Issues ranked by score impact
42 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."
}
]
}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
API Catalog response did not match the expected shape. Content-Type "application/json; charset=utf-8" is not application/linkset+json; missing linkset array; no useful relations found (e.g. service-desc, mcp, agent-card).
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": "application/json; 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,
"issue": "API Catalog response did not match the expected shape. Content-Type \"application/json; charset=utf-8\" is not application/linkset+json; missing linkset array; no useful relations found (e.g. service-desc, mcp, agent-card).",
"compatibleContentType": false,
"linksetItems": 0,
"relations": [],
"usefulRelations": [],
"legacyRelations": [],
"hrefIssues": [],
"targetUrlIssues": [],
"links": [],
"parsedSummary": {
"error": "not_found"
},
"rawExcerpt": "{\"error\":\"not_found\"}"
},
"issue": "API Catalog response did not match the expected shape. Content-Type \"application/json; charset=utf-8\" is not application/linkset+json; missing linkset array; no useful relations found (e.g. service-desc, mcp, agent-card).",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
Needs attention
OpenAPI discovery
Issue
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery failed at "Find valid OpenAPI document".
Validation steps
Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Thu Jun 04 2026 18:23:18 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"webflow.grain.co\" data-wf-page=\"6553adca89bb880f701714eb\" data-wf-site=\"5f5e90c17e7c9eb95c7acb17\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found | Grain</title><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" name=\"description\"/><meta content=\"Page Not Found | Grain\" property=\"og:title\"/><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" property=\"og:description\"/><meta content=\"Page Not Found | Grain\" "
},
{
"path": "/openapi.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Thu Jun 04 2026 18:23:18 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"webflow.grain.co\" data-wf-page=\"6553adca89bb880f701714eb\" data-wf-site=\"5f5e90c17e7c9eb95c7acb17\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found | Grain</title><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" name=\"description\"/><meta content=\"Page Not Found | Grain\" property=\"og:title\"/><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" property=\"og:description\"/><meta content=\"Page Not Found | Grain\" "
},
{
"path": "/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Thu Jun 04 2026 18:23:18 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"webflow.grain.co\" data-wf-page=\"6553adca89bb880f701714eb\" data-wf-site=\"5f5e90c17e7c9eb95c7acb17\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found | Grain</title><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" name=\"description\"/><meta content=\"Page Not Found | Grain\" property=\"og:title\"/><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" property=\"og:description\"/><meta content=\"Page Not Found | Grain\" "
},
{
"path": "/swagger.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Thu Jun 04 2026 18:23:18 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"webflow.grain.co\" data-wf-page=\"6553adca89bb880f701714eb\" data-wf-site=\"5f5e90c17e7c9eb95c7acb17\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found | Grain</title><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" name=\"description\"/><meta content=\"Page Not Found | Grain\" property=\"og:title\"/><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" property=\"og:description\"/><meta content=\"Page Not Found | Grain\" "
},
{
"path": "/api/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Thu Jun 04 2026 18:23:18 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"webflow.grain.co\" data-wf-page=\"6553adca89bb880f701714eb\" data-wf-site=\"5f5e90c17e7c9eb95c7acb17\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found | Grain</title><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" name=\"description\"/><meta content=\"Page Not Found | Grain\" property=\"og:title\"/><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" property=\"og:description\"/><meta content=\"Page Not Found | Grain\" "
},
{
"path": "/api/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Thu Jun 04 2026 18:23:18 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"webflow.grain.co\" data-wf-page=\"6553adca89bb880f701714eb\" data-wf-site=\"5f5e90c17e7c9eb95c7acb17\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found | Grain</title><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" name=\"description\"/><meta content=\"Page Not Found | Grain\" property=\"og:title\"/><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" property=\"og:description\"/><meta content=\"Page Not Found | Grain\" "
},
{
"path": "/docs/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Thu Jun 04 2026 18:23:18 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"webflow.grain.co\" data-wf-page=\"6553adca89bb880f701714eb\" data-wf-site=\"5f5e90c17e7c9eb95c7acb17\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found | Grain</title><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" name=\"description\"/><meta content=\"Page Not Found | Grain\" property=\"og:title\"/><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" property=\"og:description\"/><meta content=\"Page Not Found | Grain\" "
}
]
},
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
}
]
}AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
Needs attention
AI bot rules in robots.txt
Issue
No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.
Why it matters
Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.
Check name
AI bot rules in robots.txt
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Established
Goal
Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.
Result
AI bot rules in robots.txt is missing or incomplete.
Evidence
{
"expectedBots": [
"GPTBot",
"ChatGPT-User",
"ClaudeBot",
"Claude-Web",
"Anthropic-AI",
"Google-Extended",
"PerplexityBot",
"CCBot",
"Applebot-Extended",
"Meta-ExternalAgent",
"Bytespider",
"Amazonbot",
"Cohere-AI"
],
"configuredBots": []
}AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
Needs attention
Content Signal
Issue
No Content Signal found in robots.txt
Why it matters
Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.
Check name
Content Signal
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Declare AI content usage preferences with Content Signal in robots.txt.
Result
Content Signal is missing or incomplete.
Evidence
{
"signals": [],
"ai-train": false,
"search": false,
"ai-input": false
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
33 Fail
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
Needs attention
Content-Security-Policy
Issue
Content-Security-Policy is missing or incomplete.
Why it matters
Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.
Check name
Content-Security-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Constrain script, style, frame, and resource loading with a Content-Security-Policy header.
Result
Content-Security-Policy is missing or incomplete.
Evidence
{
"header": "content-security-policy",
"value": "frame-ancestors 'self'"
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
33 Fail
Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
Needs attention
Referrer-Policy
Issue
Referrer-Policy is missing or incomplete.
Why it matters
Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.
Check name
Referrer-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Limit how much referrer data leaves the site.
Result
Referrer-Policy is missing or incomplete.
Evidence
{
"header": "referrer-policy",
"value": null
}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": "application/json; charset=utf-8",
"length": 21
}
]
},
"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."
}
]
}Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
33 Fail
Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
Needs attention
X-Content-Type-Options
Issue
X-Content-Type-Options is missing or incomplete.
Why it matters
X-Content-Type-Options prevents browsers from treating mislabeled files as executable content, reducing content-sniffing attacks.
Check name
X-Content-Type-Options
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent MIME sniffing for browser-loaded resources.
Result
X-Content-Type-Options is missing or incomplete.
Evidence
{
"header": "x-content-type-options",
"value": null
}AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
25 Fail
AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
Needs attention
llms.txt
Issue
llms.txt was not found at the expected path.
Why it matters
llms.txt gives language-model clients a concise, curated summary of important site context and links before they crawl broadly.
Check name
llms.txt
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Emerging recommendation
Goal
Publish llms.txt to summarize agent-readable site guidance.
Result
llms.txt failed at "Fetch to find resource".
Validation steps
Fetch to find resource
llms.txt was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/llms.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 48675
},
{
"path": "/llms-full.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 48675
}
]
},
"issue": "llms.txt was not found at the expected path.",
"howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
25 Fail
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
Needs attention
Markdown negotiation
Issue
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Why it matters
Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.
Check name
Markdown negotiation
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Return HTML responses as markdown when agents request it.
Result
Markdown negotiation failed at "Markdown content type".
Validation steps
Markdown content type
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "accept-encoding".
Structured Markdown body
Markdown response is missing a heading.
Evidence
{
"failedStep": "content-type",
"steps": [
{
"id": "content-type",
"title": "Markdown content type",
"status": "fail",
"evidence": {
"statusCode": 200,
"contentType": "text/html; charset=utf-8"
},
"issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
"howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
},
{
"id": "vary-accept",
"title": "Vary: Accept header",
"status": "fail",
"evidence": {
"vary": "accept-encoding"
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"accept-encoding\".",
"howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
},
{
"id": "markdown-content",
"title": "Structured Markdown body",
"status": "fail",
"evidence": {
"valid": false,
"hasHeading": false,
"wordCount": 21641,
"excerpt": "<!DOCTYPE html><!-- Last Published: Thu Jun 04 2026 18:23:18 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"webflow.grain.co\" data-wf-page=\"6553adca89bb880f7017147f\" data-wf-site=\"5f5e90c17e7c9eb95c7acb17\" lang=\"en\"><head><m",
"issue": "Markdown response is missing a heading."
},
"issue": "Markdown response is missing a heading.",
"howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
}
]
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
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": "application/json; charset=utf-8",
"length": 21
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "application/json; charset=utf-8",
"length": 21
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "application/json; charset=utf-8",
"length": 21
}
]
},
"issue": "MCP Server Card was not found at the expected path.",
"howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
}
]
}Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
Needs attention
mcp.json
Issue
mcp.json was not found at the expected path.
Why it matters
MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.
Check name
mcp.json
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.
Result
mcp.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
mcp.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 48675
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "application/json; charset=utf-8",
"length": 21
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "application/json; charset=utf-8",
"length": 21
}
]
},
"issue": "mcp.json was not found at the expected path.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
25 Fail
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
Needs attention
Semantic HTML
Issue
Semantic HTML is incomplete: invalid h1 (found 2); 0/1 applicable form inputs have autocomplete attributes (1 missing).
Details
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": true,
"nav": true,
"footer": true,
"meaningfulH1": false,
"headingOrder": true,
"accessibleLinks": true,
"accessibleButtons": true,
"imageAltCoverage": true,
"formAutocompleteCoverage": false,
"details": {
"inaccessibleLinks": [],
"inaccessibleButtons": [],
"missingAutocompleteInputs": [
"<input class=\"subscribe--email--filed w-input\" maxlength=\"256\" name=\"email\" data-name=\"Email\" placeholder=\"Enter your email\" type=\"email\" id=\"email\" required>"
],
"imagesMissingAlt": [],
"skippedHeadingLevels": []
},
"counts": {
"h1": 2,
"headings": 29,
"links": 96,
"inaccessibleLinks": 0,
"buttons": 0,
"inaccessibleButtons": 0,
"images": 102,
"imagesWithAlt": 102,
"autocompleteInputs": 1,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 1
}
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
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": "application/json; charset=utf-8",
"length": 21
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 48675
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 48675
}
]
},
"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": "application/json; charset=utf-8",
"length": 21
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "application/json; charset=utf-8",
"length": 21
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 48675
}
]
},
"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": "application/json; charset=utf-8",
"length": 21
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "application/json; charset=utf-8",
"length": 21
}
]
},
"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": "application/json; charset=utf-8",
"length": 21
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 48675
}
]
},
"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": "application/json; charset=utf-8",
"length": 21
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 48675
}
]
},
"issue": "agents.json was not found at the expected path.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
19 Warning
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.
Why it matters
Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.
Check name
Content freshness signals
Score
25/100
Status
warning
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval and ranking.
Result
Content freshness signals is partially implemented.
Evidence
{
"lastModified": "Wed, 10 Jun 2026 00:27:06 GMT",
"schemaDates": [],
"metaDateCount": 0,
"timeDateCount": 0
}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": "grain.com",
"probes": [
{
"name": "_index._agents.grain.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.grain.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
}
]
},
"issue": "No DNS-AID entrypoint records were found under _agents.",
"howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
},
{
"id": "service-params",
"title": "Validate alpn and endpoint parameters",
"status": "informational",
"evidence": {
"discovered": []
},
"howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
},
{
"id": "dnssec",
"title": "Check DNSSEC material",
"status": "warning",
"evidence": {
"hasDnssecMaterial": false,
"checked": [
{
"name": "grain.com",
"dnssecTypes": [],
"dnssecRecordCount": 0
}
]
},
"issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
"howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
}
]
}Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
13 Warning
Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
Needs attention
WebMCP
Issue
WebMCP declarative annotations need fixes.
Details
Why it matters
WebMCP can expose page context and actions directly through the browser, giving agents safer structured hooks than screen scraping alone.
Check name
WebMCP
Score
50/100
Status
warning
Category
MCP
Maturity
Informational
Goal
Support WebMCP to expose site tools to AI agents via the browser.
Result
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
Validation steps
Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<input name="email"> is missing a label.<input name="email"> is missing tool-param-description.<input> is missing a name attribute.<input> is missing a label.<input> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.
Evidence
{
"failedStep": "declarative-annotation-quality",
"steps": [
{
"id": "data-mcp-tool-attributes",
"title": "Detect data-mcp-tool annotations",
"status": "informational",
"evidence": {
"dataMcpToolCount": 0,
"dataMcpTools": []
},
"issue": "No data-mcp-tool attributes were found on interactive elements.",
"howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
},
{
"id": "declarative-tags",
"title": "Detect WebMCP declarative tags",
"status": "informational",
"evidence": {
"totalForms": 1,
"formsWithTags": 0,
"totalInteractive": 86,
"interactiveWithTags": 0,
"totalCount": 87,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"email\"> is missing a label.",
"<input name=\"email\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description."
]
},
"issue": "No elements found with tool-name or tool-description attributes.",
"howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
},
{
"id": "declarative-annotation-quality",
"title": "Validate WebMCP declarative annotation quality",
"status": "warning",
"evidence": {
"issueCount": 5,
"issues": [
"<input name=\"email\"> is missing a label.",
"<input name=\"email\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description."
]
},
"issue": "WebMCP declarative annotations need fixes.",
"issueDetails": [
{
"title": "WebMCP declarative annotation issues",
"items": [
{
"type": "code",
"value": "<input name=\"email\"> is missing a label."
},
{
"type": "code",
"value": "<input name=\"email\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing a label."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
}
]
}
],
"howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
},
{
"id": "imperative-api",
"title": "Detect WebMCP imperative API usage",
"status": "informational",
"evidence": {
"staticSignals": {
"detected": false,
"matched": []
},
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
"howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
},
{
"id": "browser-navigator-injection",
"title": "Detect WebMCP browser navigator injection",
"status": "informational",
"evidence": {
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext was not detected in the rendered browser page.",
"howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
},
{
"id": "surface-coverage",
"title": "Interactive surface coverage",
"status": "informational",
"evidence": {
"totalForms": 1,
"formsWithTags": 0,
"totalInteractive": 86,
"interactiveWithTags": 0,
"totalCount": 87,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"email\"> is missing a label.",
"<input name=\"email\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description."
]
},
"issue": "Only 0% of interactive surfaces are annotated.",
"howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
}
],
"staticSignals": {
"detected": false,
"matched": []
},
"coverage": {
"totalForms": 1,
"formsWithTags": 0,
"totalInteractive": 86,
"interactiveWithTags": 0,
"totalCount": 87,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"email\"> is missing a label.",
"<input name=\"email\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description."
]
},
"browserWebMcp": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 60/100 and needs improvement.
6 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 60/100 and needs improvement.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author, 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
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 60/100 and needs improvement.
Evidence
{
"signals": {
"author": false,
"publisher": true,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [
"Grain Intelligence, Inc."
],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/company",
"text": "About Us",
"html": "<a href=\"/company\" class=\"dropdown__link w-inline-block\"><div>About Us</div></a>"
},
{
"href": "https://www.linkedin.com/company/grainhq/",
"text": "Follow Grain on LinkedIn",
"html": "<a rel=\"noopener\" href=\"https://www.linkedin.com/company/grainhq/\" target=\"_blank\" class=\"footer__social-link-2 white w-inline-block\"><div class=\"footer__social-icon w-embed\"><svg width=\"100%\" height=\"100%\" viewBox=\"0 0 22 22\" fill=\"currentColor\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M4.56774 6.59727C5.67544 6.59727 6.57341 5.6993 6.57341 4.5916C6.57341 3.4839 5.67544 2.58594 4.56774 2.58594C3.46004 2.58594 2.56207 3.4839 2.56207 4.5916C2.56207 5.6993 3.46004 6.59727 4.56774 6.59727Z\"/..."
},
{
"href": "/company",
"text": "About Us",
"html": "<a data-w-id=\"454831bf-48db-afaf-da92-9b31c37b3c78\" href=\"/company\" class=\"footer--link w-inline-block\"><div class=\"text-size--small\">About Us</div><div class=\"footerlink__underline\"></div></a>"
}
],
"contactLinks": [
{
"href": "https://support.grain.com/en/",
"text": "Help Center",
"html": "<a href=\"https://support.grain.com/en/\" target=\"_blank\" class=\"dropdown__link w-inline-block\"><div>Help Center</div></a>"
},
{
"href": "/contact",
"text": "Contact Us",
"html": "<a href=\"/contact\" class=\"dropdown__link w-inline-block\"><div>Contact Us</div></a>"
},
{
"href": "#",
"text": "Contact Us",
"html": "<a id=\"PricingPageWidget\" href=\"#\" class=\"dropdown__link nav w-inline-block\"><div>Contact Us</div></a>"
},
{
"href": "#https://support.grain.com/en/articles/12022918-desktop-capture-ai-notes-for-every-meeting-without-a-bot",
"text": "Learn more",
"html": "<a data-optibase-click-conversion-id=\"get_started_free\" href=\"#https://support.grain.com/en/articles/12022918-desktop-capture-ai-notes-for-every-meeting-without-a-bot\" class=\"learn-more-button free non-promotional-44 w-button transparent\">Learn more</a>"
},
{
"href": "mailto:[email protected]?subject=Hello%20Grain%20Team%20(footer)",
"text": "Contact Us",
"html": "<a data-w-id=\"454831bf-48db-afaf-da92-9b31c37b3c78\" href=\"mailto:[email protected]?subject=Hello%20Grain%20Team%20(footer)\" class=\"footer--link w-inline-block\"><div class=\"text-size--small\">Contact Us</div><div class=\"footerlink__underline\"></div></a>"
},
{
"href": "https://support.grain.co/en/",
"text": "Help Center",
"html": "<a data-w-id=\"454831bf-48db-afaf-da92-9b31c37b3c78\" href=\"https://support.grain.co/en/\" target=\"_blank\" class=\"footer--link w-inline-block\"><div class=\"text-size--small\">Help Center</div><div class=\"footerlink__underline\"></div></a>"
}
],
"privacyLinks": [
{
"href": "/privacy",
"text": "Privacy",
"html": "<a href=\"/privacy\" class=\"footer--link w-inline-block\"><div class=\"text-size--small\">Privacy</div><div class=\"footerlink__underline\"></div></a>"
}
],
"score": 60,
"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
18 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": 26,
"passing": 8,
"failing": [
{
"heading": "Everything your AI agents and team need from meetings",
"headingHtml": "<h2 class=\"new--h1 text-align--center\">Everything your AI agents and team need from meetings</h2>",
"firstParagraph": "Grain is free to use, simple to set up, and cost-effective for your entire company.",
"paragraphHtml": "<p class=\"paragraph--18px\">Grain is free to use, simple to set up, and cost-effective for your entire company.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "Universal capture",
"headingHtml": "<h3 class=\"title-16px\">Universal capture</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Context for AI",
"headingHtml": "<h3 class=\"title-16px\">Context for AI</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "AI agent integrations",
"headingHtml": "<h3 class=\"title-16px\">AI agent integrations</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Team collaboration",
"headingHtml": "<h3 class=\"title-16px\">Team collaboration</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Capture your meetings, on any platform, with or without a bot",
"headingHtml": "<h2 class=\"new--h1 wrap--980px\">Capture your meetings, on any platform, with or without a bot</h2>",
"firstParagraph": "Grain transcribes your computer's audio without meeting bots joining your call.",
"paragraphHtml": "<p class=\"paragraph--14px\">Grain transcribes your computer's audio without meeting bots joining your call.</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "Give your agents the full picture behind every meeting",
"headingHtml": "<h2 class=\"new--h1\">Give your agents the full picture behind every meeting</h2>",
"firstParagraph": "Transcripts with participant and cross-meeting context. Available in 100+ languages in clean Markdown.",
"paragraphHtml": "<p class=\"paragraph--14px\">Transcripts with participant and cross-meeting context. Available in 100+ languages in clean Markdown.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Put your meeting data to work in Claude, ChatGPT, or any AI tool",
"headingHtml": "<h2 class=\"new--h1\">Put your meeting data to work in Claude, ChatGPT, or any AI tool</h2>",
"firstParagraph": "Bulk download enriched Markdown transcripts or open them directly in Claude or ChatGPT.",
"paragraphHtml": "<p class=\"paragraph--14px\">Bulk download enriched Markdown transcripts or open them directly in Claude or ChatGPT.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Keep your whole team in sync, automatically",
"headingHtml": "<h2 class=\"new--h1\">Keep your whole team in sync, automatically</h2>",
"firstParagraph": "Share clips, projects, and full meeting recordings with teammates and clients so everyone can stay in sync.",
"paragraphHtml": "<p class=\"paragraph--14px\">Share clips, projects, and full meeting recordings with teammates and clients so everyone can stay in sync.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Grain integrations + AI destinations",
"headingHtml": "<h2 class=\"new--h1\">Grain integrations + AI destinations</h2>",
"firstParagraph": "Integrations with Claude, ChatGPT, Slack, HubSpot, Zapier, API and more make it effortless to get your meeting data wherever you need it.",
"paragraphHtml": "<p class=\"paragraph--20px\">Integrations with Claude, ChatGPT, Slack, HubSpot, Zapier, API and more make it effortless to get your meeting data wherever you need it.</p>",
"words": 22,
"direct": false,
"issue": "First paragraph is 22 words and does not look like a concise direct answer."
},
{
"heading": "Frequently Asked Questions",
"headingHtml": "<h2 class=\"new--h1\">Frequently Asked Questions</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Who is Grain for?",
"headingHtml": "<h3 class=\"text-size--medium\">Who is Grain for?</h3>",
"firstParagraph": "Grain serves any team that relies on meetings, but we specialize in small to mid-market and enterprise sales, customer success, and product teams. These teams benefit most from automated meeting capture, call analysis, team coaching features, and AI-powered deliverables using meeting data that save time and improve...",
"paragraphHtml": "<p>Grain serves any team that relies on meetings, but we specialize in small to mid-market and enterprise sales, customer success, and product teams. These teams benefit most from automated meeting capture, call analysis, team coaching features, and AI-powered deliverables using meeting data that save time and improve collaboration.</p>",
"words": 48,
"direct": false,
"issue": "First paragraph is 48 words and does not look like a concise direct answer."
},
{
"heading": "How do I use Grain with my team?",
"headingHtml": "<h3 class=\"text-size--medium\">How do I use Grain with my team?</h3>",
"firstParagraph": "Send clips, share notes, and deliver feedback to teammates with Grain's built-in Teams feature. Create groups to organize and automatically share specific meeting types with exactly who needs access, streamlining collaboration.",
"paragraphHtml": "<p>Send clips, share notes, and deliver feedback to teammates with Grain's built-in Teams feature. Create groups to organize and automatically share specific meeting types with exactly who needs access, streamlining collaboration.</p>",
"words": 31,
"direct": false,
"issue": "First paragraph is 31 words and does not look like a concise direct answer."
},
{
"heading": "How much time do I save with Grain vs. manual note-taking?",
"headingHtml": "<h3 class=\"text-size--medium\">How much time do I save with Grain vs. manual note-taking?</h3>",
"firstParagraph": "On average, users save about 10 minutes per meeting by eliminating manual note-taking and follow-ups. Over a month, that's 20+ hours per team member that can be reinvested in coaching, strategy, or revenue-driving activities instead.",
"paragraphHtml": "<p>On average, users save about 10 minutes per meeting by eliminating manual note-taking and follow-ups. Over a month, that's 20+ hours per team member that can be reinvested in coaching, strategy, or revenue-driving activities instead.</p>",
"words": 35,
"direct": false,
"issue": "First paragraph is 35 words and does not look like a concise direct answer."
},
{
"heading": "Does Grain share my data with AI providers?",
"headingHtml": "<h3 class=\"text-size--medium\">Does Grain share my data with AI providers?</h3>",
"firstParagraph": "Grain uses AI models to provide its services. Neither Grain nor its subprocessors use your data for model training. See a list of our subprocessors here: https://grain.com/grain-subprocessors.",
"paragraphHtml": "<p>Grain uses AI models to provide its services. Neither Grain nor its subprocessors use your data for model training. See a list of our subprocessors here: <a href=\"https://grain.com/grain-subprocessors\">https://grain.com/grain-subprocessors</a>.</p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "How do CRM integrations work?",
"headingHtml": "<h3 class=\"text-size--medium\">How do CRM integrations work?</h3>",
"firstParagraph": "Grain integrates with Salesforce, HubSpot, Pipedrive, and other leading CRMs to automatically sync meeting summaries, transcripts, and insights to deal records. See how each integration works at https://grain.com/integrations.",
"paragraphHtml": "<p>Grain integrates with Salesforce, HubSpot, Pipedrive, and other leading CRMs to automatically sync meeting summaries, transcripts, and insights to deal records. See how each integration works at <a href=\"https://grain.com/integrations\">https://grain.com/integrations</a>.</p>",
"words": 31,
"direct": false,
"issue": "First paragraph is 31 words and does not look like a concise direct answer."
},
{
"heading": "Why should we transcribe our meetings?",
"headingHtml": "<h3 class=\"text-size--medium\">Why should we transcribe our meetings?</h3>",
"firstParagraph": "Transcripts create a searchable record of work completed in meetings, which AI then converts into actionable summaries. Without transcripts, meeting outcomes remain invisible to the organization, creating inefficiencies in follow-up and institutional knowledge sharing.",
"paragraphHtml": "<p>Transcripts create a searchable record of work completed in meetings, which AI then converts into actionable summaries. Without transcripts, meeting outcomes remain invisible to the organization, creating inefficiencies in follow-up and institutional knowledge sharing.</p>",
"words": 34,
"direct": false,
"issue": "First paragraph is 34 words and does not look like a concise direct answer."
},
{
"heading": "Try Grain today. It’s free forever.",
"headingHtml": "<h3>Try Grain today. It’s free forever.</h3>",
"firstParagraph": "Get monthly email updates about the improvements and roadmaps we might change",
"paragraphHtml": "<p class=\"paragraph--16px grey\">Get monthly email updates about the improvements and roadmaps we might change</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 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
18 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Question-led structure
Score
50/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Question-led structure scored 50/100 and needs improvement.
Evidence
{
"h2Count": 7,
"questionH2s": [],
"hasFaq": true,
"score": 50,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 60/100 and needs improvement.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 60/100 and needs improvement.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author, 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
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 60/100 and needs improvement.
Evidence
{
"signals": {
"author": false,
"publisher": true,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [
"Grain Intelligence, Inc."
],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/company",
"text": "About Us",
"html": "<a href=\"/company\" class=\"dropdown__link w-inline-block\"><div>About Us</div></a>"
},
{
"href": "https://www.linkedin.com/company/grainhq/",
"text": "Follow Grain on LinkedIn",
"html": "<a rel=\"noopener\" href=\"https://www.linkedin.com/company/grainhq/\" target=\"_blank\" class=\"footer__social-link-2 white w-inline-block\"><div class=\"footer__social-icon w-embed\"><svg width=\"100%\" height=\"100%\" viewBox=\"0 0 22 22\" fill=\"currentColor\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M4.56774 6.59727C5.67544 6.59727 6.57341 5.6993 6.57341 4.5916C6.57341 3.4839 5.67544 2.58594 4.56774 2.58594C3.46004 2.58594 2.56207 3.4839 2.56207 4.5916C2.56207 5.6993 3.46004 6.59727 4.56774 6.59727Z\"/..."
},
{
"href": "/company",
"text": "About Us",
"html": "<a data-w-id=\"454831bf-48db-afaf-da92-9b31c37b3c78\" href=\"/company\" class=\"footer--link w-inline-block\"><div class=\"text-size--small\">About Us</div><div class=\"footerlink__underline\"></div></a>"
}
],
"contactLinks": [
{
"href": "https://support.grain.com/en/",
"text": "Help Center",
"html": "<a href=\"https://support.grain.com/en/\" target=\"_blank\" class=\"dropdown__link w-inline-block\"><div>Help Center</div></a>"
},
{
"href": "/contact",
"text": "Contact Us",
"html": "<a href=\"/contact\" class=\"dropdown__link w-inline-block\"><div>Contact Us</div></a>"
},
{
"href": "#",
"text": "Contact Us",
"html": "<a id=\"PricingPageWidget\" href=\"#\" class=\"dropdown__link nav w-inline-block\"><div>Contact Us</div></a>"
},
{
"href": "#https://support.grain.com/en/articles/12022918-desktop-capture-ai-notes-for-every-meeting-without-a-bot",
"text": "Learn more",
"html": "<a data-optibase-click-conversion-id=\"get_started_free\" href=\"#https://support.grain.com/en/articles/12022918-desktop-capture-ai-notes-for-every-meeting-without-a-bot\" class=\"learn-more-button free non-promotional-44 w-button transparent\">Learn more</a>"
},
{
"href": "mailto:[email protected]?subject=Hello%20Grain%20Team%20(footer)",
"text": "Contact Us",
"html": "<a data-w-id=\"454831bf-48db-afaf-da92-9b31c37b3c78\" href=\"mailto:[email protected]?subject=Hello%20Grain%20Team%20(footer)\" class=\"footer--link w-inline-block\"><div class=\"text-size--small\">Contact Us</div><div class=\"footerlink__underline\"></div></a>"
},
{
"href": "https://support.grain.co/en/",
"text": "Help Center",
"html": "<a data-w-id=\"454831bf-48db-afaf-da92-9b31c37b3c78\" href=\"https://support.grain.co/en/\" target=\"_blank\" class=\"footer--link w-inline-block\"><div class=\"text-size--small\">Help Center</div><div class=\"footerlink__underline\"></div></a>"
}
],
"privacyLinks": [
{
"href": "/privacy",
"text": "Privacy",
"html": "<a href=\"/privacy\" class=\"footer--link w-inline-block\"><div class=\"text-size--small\">Privacy</div><div class=\"footerlink__underline\"></div></a>"
}
],
"score": 60,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
4 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
7 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 7,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 29,
"heading": "H3: What is Grain?",
"text": "Grain is an AI notetaker and conversation intelligence platform that records video calls, Slack huddles, and in-person meetings to provide accurate summaries, insights, and coaching feedback. Unlike other notetaking tools, Grain captures all meeting content: video, desktop captured audio, and resulting transcripts and notes. We make it easy to share meaningful data with your clients and collaborators, and to trans...",
"words": 71,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (71 words; target 80-220)."
],
"html": "<p>Grain is an AI notetaker and conversation intelligence platform that records video calls, Slack huddles, and in-person meetings to provide accurate summaries, insights, and coaching feedback. Unlike other notetaking tools, Grain captures all meeting content: video, desktop captured audio, and resulting transcripts and notes. We make it easy to share meaningful data with your clients and collaborators, and to transform your meeting data into actionable insights and deliverables using AI tec..."
},
{
"index": 30,
"heading": "H3: Who is Grain for?",
"text": "Grain serves any team that relies on meetings, but we specialize in small to mid-market and enterprise sales, customer success, and product teams. These teams benefit most from automated meeting capture, call analysis, team coaching features, and AI-powered deliverables using meeting data that save time and improve collaboration.",
"words": 48,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (48 words; target 80-220)."
],
"html": "<p>Grain serves any team that relies on meetings, but we specialize in small to mid-market and enterprise sales, customer success, and product teams. These teams benefit most from automated meeting capture, call analysis, team coaching features, and AI-powered deliverables using meeting data that save time and improve collaboration.</p>"
},
{
"index": 34,
"heading": "H3: What's included in the free plan?",
"text": "The free plan includes unlimited recordings, transcripts, basic AI notes, a collaborative workspace, and desktop capture. You can use Grain for free forever, with a 45-minute meeting limit and 90-day meeting history. Upgrade for advanced AI features, conversational intelligence, priority support, unlimited meeting length, and unlimited meeting history.",
"words": 48,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (48 words; target 80-220)."
],
"html": "<p>The free plan includes unlimited recordings, transcripts, basic AI notes, a collaborative workspace, and desktop capture. You can use Grain for free forever, with a 45-minute meeting limit and 90-day meeting history. Upgrade for advanced AI features, conversational intelligence, priority support, unlimited meeting length, and unlimited meeting history.</p>"
},
{
"index": 36,
"heading": "H3: Is Grain secure and compliant?",
"text": "Yes. Grain holds SOC 2 Type II. All data is hosted on AWS infrastructure in the USA within a dedicated virtual private cloud (VPC). Grain conducts annual penetration testing by third-party firms (Prescient Security) and maintains an A+ Qualys/SSL Labs rating. User authentication uses Google, Microsoft, or SSO, with SAML for enterprise clients coming soon. For more details, see https://grain.com/security.",
"words": 64,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (64 words; target 80-220)."
],
"html": "<p>Yes. Grain holds SOC 2 Type II. All data is hosted on AWS infrastructure in the USA within a dedicated virtual private cloud (VPC). Grain conducts annual penetration testing by third-party firms (Prescient Security) and maintains an A+ Qualys/SSL Labs rating. User authentication uses Google, Microsoft, or SSO, with SAML for enterprise clients coming soon. For more details, see <a href=\"https://grain.com/security\">https://grain.com/security</a>.</p>"
},
{
"index": 37,
"heading": "H3: Do I need permission to record meetings with Grain?",
"text": "In most regions you are required to inform participants that a meeting is being recorded, and in some jurisdictions you must obtain explicit consent from all parties. Grain helps by clearly indicating when a bot is present or recording, but you remain responsible for complying with local recording and privacy laws.",
"words": 51,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (51 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>In most regions you are required to inform participants that a meeting is being recorded, and in some jurisdictions you must obtain explicit consent from all parties. Grain helps by clearly indicating when a bot is present or recording, but you remain responsible for complying with local recording and privacy laws.</p>"
},
{
"index": 40,
"heading": "H3: Can I delete my meetings and data from Grain?",
"text": "Yes. You can delete individual meetings, entire sets of recordings, or your workspace data from within Grain. When you delete content, it is removed from your workspace and associated sharing targets, and Grain enforces backend deletion according to its data retention and security policies.",
"words": 44,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (44 words; target 80-220)."
],
"html": "<p>Yes. You can delete individual meetings, entire sets of recordings, or your workspace data from within Grain. When you delete content, it is removed from your workspace and associated sharing targets, and Grain enforces backend deletion according to its data retention and security policies.</p>"
},
{
"index": 44,
"heading": "H3: What languages does Grain support?",
"text": "Grain supports over 130 languages for meeting transcription and AI notes. Common languages like English, Spanish, French, German, Italian, Portuguese, and Japanese deliver the highest accuracy with speaker recognition and punctuation. Over 100 additional languages including Arabic, Hebrew, and Thai are also supported.",
"words": 43,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (43 words; target 80-220)."
],
"html": "<p>Grain supports over 130 languages for meeting transcription and AI notes. Common languages like English, Spanish, French, German, Italian, Portuguese, and Japanese deliver the highest accuracy with speaker recognition and punctuation. Over 100 additional languages including Arabic, Hebrew, and Thai are also supported. </p>"
}
],
"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.
3 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.
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": true,
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}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
Needs attention
AIO: Answer block readiness
Issue
18 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
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"heading": "Everything your AI agents and team need from meetings",
"headingHtml": "<h2 class=\"new--h1 text-align--center\">Everything your AI agents and team need from meetings</h2>",
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"firstParagraph": "Grain transcribes your computer's audio without meeting bots joining your call.",
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"direct": false,
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"words": 31,
"direct": false,
"issue": "First paragraph is 31 words and does not look like a concise direct answer."
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"headingHtml": "<h3 class=\"text-size--medium\">Why should we transcribe our meetings?</h3>",
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"paragraphHtml": "<p>Transcripts create a searchable record of work completed in meetings, which AI then converts into actionable summaries. Without transcripts, meeting outcomes remain invisible to the organization, creating inefficiencies in follow-up and institutional knowledge sharing.</p>",
"words": 34,
"direct": false,
"issue": "First paragraph is 34 words and does not look like a concise direct answer."
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"headingHtml": "<h3>Try Grain today. It’s free forever.</h3>",
"firstParagraph": "Get monthly email updates about the improvements and roadmaps we might change",
"paragraphHtml": "<p class=\"paragraph--16px grey\">Get monthly email updates about the improvements and roadmaps we might change</p>",
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}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 75/100 and needs improvement.
Needs attention
AIO: Page experience for AIO
Issue
101 image(s) are missing width/height attributes. 1 possible modal/interstitial element(s) detected.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Page experience for AIO
Score
75/100
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 75/100 and needs improvement.
Evidence
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"html": "<img src=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/69dd7573cffbdbb4ba0c8e66_integrations%20graphic.avif\" loading=\"lazy\" sizes=\"(max-width: 3774px) 100vw, 3774px\" srcset=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/69dd7573cffbdbb4ba0c8e66_integrations%20graphic-p-500.avif 500w, https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/69dd7573cffbdbb4ba0c8e66_integrations%20graphic-p-800.png 800w, https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17..."
},
{
"src": "https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/67c985eb88eac8c3265fdc9d_progress-dot.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/67c985eb88eac8c3265fdc9d_progress-dot.png\" loading=\"lazy\" alt class=\"icon-24px non-promotional-47\">"
},
{
"src": "https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/67c985eb88eac8c3265fdc9d_progress-dot.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/67c985eb88eac8c3265fdc9d_progress-dot.png\" loading=\"lazy\" alt class=\"icon-24px non-promotional-47\">"
},
{
"src": "https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/67c985eb88eac8c3265fdc9d_progress-dot.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/67c985eb88eac8c3265fdc9d_progress-dot.png\" loading=\"lazy\" alt class=\"icon-24px non-promotional-47\">"
},
{
"src": "https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/67cb3a17f863559f846c8516_image%2045.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/67cb3a17f863559f846c8516_image%2045.png\" loading=\"lazy\" alt class=\"icon-24px non-promotional-47\">"
},
{
"src": "https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/654f688a3f31abb303867547_Frame%2042741.avif",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/654f688a3f31abb303867547_Frame%2042741.avif\" loading=\"lazy\" alt sizes=\"100vw\" srcset=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/654f688a3f31abb303867547_Frame%2042741-p-500.avif 500w, https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/654f688a3f31abb303867547_Frame%2042741.avif 709w\" class=\"image--right--rotate smaller-on-tab non-promotional-49\">"
},
{
"src": "https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/68c1e069c9a9c396e291a14e_Frame%2042741.avif",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/68c1e069c9a9c396e291a14e_Frame%2042741.avif\" loading=\"lazy\" alt sizes=\"100vw\" srcset=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/68c1e069c9a9c396e291a14e_Frame%2042741-p-500.png 500w, https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/68c1e069c9a9c396e291a14e_Frame%2042741-p-800.png 800w, https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/68c1e069c9a9c396e291a14e_Frame%2042741-p-1080.png 1..."
},
{
"src": "https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/654f6863a5b7e4cd8237cea7_Recording%20Tile%20Container.avif",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/654f6863a5b7e4cd8237cea7_Recording%20Tile%20Container.avif\" loading=\"lazy\" alt class=\"image--left--rotate smaller-on-tab non-promotional-51\">"
},
{
"src": "https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/68c1e0690a999387392dbc4b_notif-for-prototyping%201.avif",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/68c1e0690a999387392dbc4b_notif-for-prototyping%201.avif\" loading=\"lazy\" alt sizes=\"100vw\" srcset=\"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/68c1e0690a999387392dbc4b_notif-for-prototyping%201-p-500.png 500w, https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/68c1e0690a999387392dbc4b_notif-for-prototyping%201-p-800.png 800w, https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/68c1e0690a99938..."
}
],
"possibleDialogs": [
"<img style=\"-webkit-transform:translate3d(0, -50px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, -50px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, -50px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, -50px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" loading=\"eager\" alt=\"Grain AI Notetaker integrations with Hubspot, Salesf..."
],
"score": 75,
"weight": 10
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
Needs attention
AEO: Answer intent coverage
Issue
Missing likely AI Overview intent sections: what, how, benefits, cost, compare.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"headings": [
{
"text": "Everything your AI agents and team need from meetings",
"html": "<h2 class=\"new--h1 text-align--center\">Everything your AI agents and team need from meetings</h2>"
},
{
"text": "Capture your meetings, on any platform, with or without a bot",
"html": "<h2 class=\"new--h1 wrap--980px\">Capture your meetings, on any platform, with or without a bot</h2>"
},
{
"text": "Give your agents the full picture behind every meeting",
"html": "<h2 class=\"new--h1\">Give your agents the full picture behind every meeting</h2>"
},
{
"text": "Put your meeting data to work in Claude, ChatGPT, or any AI tool",
"html": "<h2 class=\"new--h1\">Put your meeting data to work in Claude, ChatGPT, or any AI tool</h2>"
},
{
"text": "Keep your whole team in sync, automatically",
"html": "<h2 class=\"new--h1\">Keep your whole team in sync, automatically</h2>"
},
{
"text": "Grain integrations + AI destinations",
"html": "<h2 class=\"new--h1\">Grain integrations + AI destinations</h2>"
},
{
"text": "Frequently Asked Questions",
"html": "<h2 class=\"new--h1\">Frequently Asked Questions</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Grain?",
"pattern": {}
},
{
"id": "how",
"label": "How does Grain work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Grain?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Grain free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Grain compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Grain?",
"pattern": {}
},
{
"id": "how",
"label": "How does Grain work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Grain?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Grain free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Grain compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Needs attention
AI context endpoint
Issue
AI context endpoint is informational for this page.
Why it matters
A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.
Check name
AI context endpoint
Score
100/100
Status
informational
Category
API
Maturity
Emerging recommendation
Goal
Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.
Result
AI context endpoint is informational for this page.
Validation steps
Fetch to find resource
AI context endpoint was not found at the expected path.
Evidence
{
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/ai/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 48675
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 48675
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 48675
}
]
},
"issue": "AI context endpoint was not found at the expected path.",
"howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Informational
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Needs attention
AIO: Query intent coverage
Issue
Missing likely AI Overview intent sections: what, how, benefits, 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": "Everything your AI agents and team need from meetings",
"html": "<h2 class=\"new--h1 text-align--center\">Everything your AI agents and team need from meetings</h2>"
},
{
"text": "Capture your meetings, on any platform, with or without a bot",
"html": "<h2 class=\"new--h1 wrap--980px\">Capture your meetings, on any platform, with or without a bot</h2>"
},
{
"text": "Give your agents the full picture behind every meeting",
"html": "<h2 class=\"new--h1\">Give your agents the full picture behind every meeting</h2>"
},
{
"text": "Put your meeting data to work in Claude, ChatGPT, or any AI tool",
"html": "<h2 class=\"new--h1\">Put your meeting data to work in Claude, ChatGPT, or any AI tool</h2>"
},
{
"text": "Keep your whole team in sync, automatically",
"html": "<h2 class=\"new--h1\">Keep your whole team in sync, automatically</h2>"
},
{
"text": "Grain integrations + AI destinations",
"html": "<h2 class=\"new--h1\">Grain integrations + AI destinations</h2>"
},
{
"text": "Frequently Asked Questions",
"html": "<h2 class=\"new--h1\">Frequently Asked Questions</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Grain?",
"pattern": {}
},
{
"id": "how",
"label": "How does Grain work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Grain?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Grain free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Grain compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Grain?",
"pattern": {}
},
{
"id": "how",
"label": "How does Grain work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Grain?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Grain free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Grain compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Needs attention
Auth.md Agent Registration
Issue
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Why it matters
Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.
Check name
Auth.md Agent Registration
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.
Result
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Validation steps
Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
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; charset=utf-8",
"length": 48675,
"validation": {
"valid": false,
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"compatibleContentType": false,
"contentLength": 46809,
"hasRegisterInstructions": true,
"hasProtectedResourceLink": false,
"hasAuthorizationServerLink": false,
"mentionsIdentity": false,
"mentionsCredential": false,
"links": [
"https://cdn.prod.website-files.com\"",
"/title",
"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/css/grainweb.webflow.shared.46ce72dad.min.css\"",
"/css",
"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/css/grainweb.webflow.6553adca89bb880f701714eb.e9d01bcea.opt.min.css\"",
"/css",
"/xeL94fu351qUYq26CZWYKcu2lrdRLlx",
"/javascript",
"/script",
"https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/61d3457a519242f2c75c725c_favicon.png\""
],
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Thu Jun 04 2026 18:23:18 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"webflow.grain.co\" data-wf-page=\"6553adca89bb880f701714eb\" data-wf-site=\"5f5e90c17e7c9eb95c7acb17\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Page Not Found | Grain</title><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" name=\"description\"/><meta content=\"Page Not Found | Grain\" property=\"og:title\"/><meta content=\"It seems you ended up on a page that no longer exists. Please go to our homepage or use our header menu to navigate.\" property=\"og:description\"/><meta content=\"Page Not Found | Grain\" "
}
},
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
},
{
"id": "oauth-protected-resource",
"title": "Publish protected resource metadata",
"status": "pass",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"ok": true,
"statusCode": 200,
"contentType": "application/json; charset=utf-8",
"length": 148,
"text": "{\"resource\":\"https://api.grain.com\",\"resource_name\":\"Grain\",\"authorization_servers\":[\"https://api.grain.com\"],\"bearer_methods_supported\":[\"header\"]}"
},
"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://grain.com",
"token_endpoint": "https://api.grain.com/_/public-api/oauth2/token",
"authorization_endpoint": "https://grain.com/_/public-api/oauth2/authorize",
"code_challenge_methods_supported": [
"S256"
],
"grant_types_supported": [
"authorization_code"
],
"registration_endpoint": "https://api.grain.com/_/mcp/oauth_registration",
"response_types_supported": [
"code"
],
"token_endpoint_auth_methods_supported": [
"none",
"client_secret_post",
"client_secret_basic"
]
},
"rawExcerpt": "{\"issuer\":\"https://grain.com\",\"token_endpoint\":\"https://api.grain.com/_/public-api/oauth2/token\",\"authorization_endpoint\":\"https://grain.com/_/public-api/oauth2/authorize\",\"code_challenge_methods_supported\":[\"S256\"],\"grant_types_supported\":[\"authorization_code\"],\"registration_endpoint\":\"https://api.grain.com/_/mcp/oauth_registration\",\"response_types_supported\":[\"code\"],\"token_endpoint_auth_methods_supported\":[\"none\",\"client_secret_post\",\"client_secret_basic\"]}",
"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": 12,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "login"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sso"
}
]
},
"resourceFetchSucceeded": false
}AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Needs attention
IndexNow key
Issue
IndexNow key is informational for this page.
Why it matters
IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.
Check name
IndexNow key
Score
100/100
Status
informational
Category
Discoverability
Maturity
Established
Goal
Verify that IndexNow ownership key placement is detectable when the site advertises it.
Result
IndexNow key is informational for this page.
Validation steps
Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.
Evidence
{
"steps": [
{
"id": "advertised-location",
"title": "Find advertised IndexNow key location",
"status": "informational",
"evidence": {
"advertised": []
},
"issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
"howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
},
{
"id": "fetch-key",
"title": "Fetch and validate IndexNow key file",
"status": "informational",
"evidence": {
"advertised": [],
"checked": []
},
"issue": "No discoverable IndexNow key file was found.",
"howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
}
]
}Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Needs attention
OAuth / OIDC discovery
Issue
OAuth 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; charset=utf-8"
}
},
{
"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://grain.com",
"authorizationEndpoint": "https://grain.com/_/public-api/oauth2/authorize",
"tokenEndpoint": "https://api.grain.com/_/public-api/oauth2/token",
"responseTypesSupported": [
"code"
],
"grantTypesSupported": [
"authorization_code"
],
"idTokenSigningAlgValuesSupported": [],
"rawExcerpt": "{\"issuer\":\"https://grain.com\",\"token_endpoint\":\"https://api.grain.com/_/public-api/oauth2/token\",\"authorization_endpoint\":\"https://grain.com/_/public-api/oauth2/authorize\",\"code_challenge_methods_supported\":[\"S256\"],\"grant_types_supported\":[\"authorization_code\"],\"registration_endpoint\":\"https://api.grain.com/_/mcp/oauth_registration\",\"response_types_supported\":[\"code\"],\"token_endpoint_auth_methods_supported\":[\"none\",\"client_secret_post\",\"client_secret_basic\"]}"
},
"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://grain.com/_/public-api/oauth2/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": 302,
"location": "/login?action=web_login&redirect_to=%2F_%2Fpublic-api%2Foauth2%2Fauthorize%3Fresponse_type%3Dcode%26client_id%3Dcan-agent-use-scanner%26redirect_uri%3Dhttps%253A%252F%252Fcan-agent-use.invalid%252Foauth%252Fcallback%26scope%3Dopenid%26state%3Dcan-agent-use-probe",
"contentType": "text/html; charset=utf-8",
"excerpt": "<html><body>You are being <a href=\"/login?action=web_login&redirect_to=%2F_%2Fpublic-api%2Foauth2%2Fauthorize%3Fresponse_type%3Dcode%26client_id%3Dcan-agent-use-scanner%26redirect_uri%3Dhttps%253A%252F%252Fcan-agent-use.invalid%252Foauth%252Fcallback%26scope%3Dopenid%26state%3Dcan-agent-use-prob"
},
"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://grain.com/_/public-api/oauth2/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": 302,
"location": "/login?action=web_login&redirect_to=%2F_%2Fpublic-api%2Foauth2%2Fauthorize%3Fresponse_type%3Dcode%26client_id%3Dcan-agent-use-unknown-client%26redirect_uri%3Dhttps%253A%252F%252Fcan-agent-use.invalid%252Fattacker-callback%26scope%3Dopenid%26state%3Dcan-agent-use-redirect-safety",
"redirectedToUntrusted": false,
"contentType": "text/html; charset=utf-8",
"excerpt": "<html><body>You are being <a href=\"/login?action=web_login&redirect_to=%2F_%2Fpublic-api%2Foauth2%2Fauthorize%3Fresponse_type%3Dcode%26client_id%3Dcan-agent-use-unknown-client%26redirect_uri%3Dhttps%253A%252F%252Fcan-agent-use.invalid%252Fattacker-callback%26scope%3Dopenid%26state%3Dcan-agent-us"
},
"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.grain.com/_/public-api/oauth2/token",
"method": "POST",
"grantType": "authorization_code",
"statusCode": 400,
"oauthError": "invalid_request",
"contentType": "application/json; charset=utf-8",
"excerpt": "{\"error\":\"invalid_request\"}"
},
"howToFix": "Support every advertised grant type enough to return a protocol-appropriate response, or stop advertising unsupported grants."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 12,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "login"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sso"
}
]
},
"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
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Why it matters
Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.
Check name
OAuth Protected Resource
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.
Result
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Validation steps
Validate protected resource 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": "resource-identity",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "pass",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 200,
"contentType": "application/json; charset=utf-8"
},
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
},
{
"id": "metadata",
"title": "Validate protected resource metadata",
"status": "pass",
"evidence": {
"valid": true,
"compatibleContentType": true,
"hasResource": true,
"authorizationServerCount": 1,
"resource": "https://api.grain.com",
"resourceIssues": [],
"authServerIssues": [],
"scopesSupported": [],
"bearerMethodsSupported": [
"header"
],
"rawExcerpt": "{\"resource\":\"https://api.grain.com\",\"resource_name\":\"Grain\",\"authorization_servers\":[\"https://api.grain.com\"],\"bearer_methods_supported\":[\"header\"]}"
},
"howToFix": "Publish resource and authorization_servers as absolute URLs."
},
{
"id": "resource-identity",
"title": "Validate protected resource identity",
"status": "fail",
"evidence": {
"resource": "https://api.grain.com",
"expectedResource": "https://grain.com"
},
"issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
"howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
},
{
"id": "protected-route-challenge",
"title": "Probe protected API Bearer challenge",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/admin/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://grain.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"metadataResource": "https://api.grain.com",
"resourceMatchesRequestContext": false
},
{
"path": "/api/admin/summary",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://grain.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"metadataResource": "https://api.grain.com",
"resourceMatchesRequestContext": false
},
{
"path": "/api/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://grain.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"metadataResource": "https://api.grain.com",
"resourceMatchesRequestContext": false
}
]
},
"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": 12,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "login"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sso"
}
]
},
"resourceFetchSucceeded": true
}Performance and AccessibilityPerformanceBrowser audit
Forced reflow
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Forced reflow
Check name
Forced reflow
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations.
References
https://web.dev/learn/performance/Evidence
{
"description": "A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations."
}Performance and AccessibilityPerformanceBrowser audit
Image optimization
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Image optimization
Check name
Image optimization
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Review the grouped image optimization checks and improve the failing sub-checks listed in evidence.
References
https://web.dev/learn/performance/Evidence
{
"checks": [
{
"id": "image-aspect-ratio",
"title": "Displays images with incorrect aspect ratio",
"score": 0
}
]
}Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
20 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 123Â 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 123Â 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": 80
}Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
20 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 370Â 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 370Â ms",
"description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
5 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
77/100
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": "speed-index",
"title": "Speed Index",
"score": 86,
"displayValue": "1.4Â s",
"numericValue": 1406.4492600838976
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "0Â ms",
"numericValue": 0.8999999999999999
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 93,
"displayValue": "2.2Â s",
"numericValue": 2236.6859210126504
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 25,
"displayValue": "550Â ms",
"numericValue": 545.1063941569216
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 27,
"displayValue": "340Â ms",
"numericValue": 339
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 84,
"displayValue": "1.4Â s",
"numericValue": 1379.9252815969578
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 10Â ms",
"numericValue": 7
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 99,
"displayValue": "0.6Â s",
"numericValue": 573.3960626069531
}
]
}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 |
|---|---|---|---|
| 58/100 | Level 3, Bot-Aware | Current report |