Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 27 out of 100
- Agent Ease of Use 6 out of 100
- Security & Trust 100 out of 100
- GEO, AIO and AEO 80 out of 100
- SEO 92 out of 100
- Performance and Accessibility 67 out of 100
What AI sees of your website
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 27 | Priority fix | 5 | 18 | 0 | View details |
| Discoverability | 57 | Needs work | 4 | 5 | 0 | View details |
| Content Readiness | 17 | Priority fix | 1 | 9 | 0 | View details |
| Bot Access Control | 0 | Priority fix | 0 | 4 | 0 | View details |
| Agent Ease of Use | 6 | Priority fix | 4 | 29 | 3 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 7 | 0 | View details |
| MCP | 13 | Priority fix | 0 | 6 | 2 | View details |
| Skill Discovery | 5 | Priority fix | 0 | 10 | 1 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 80 | Mostly ready | 8 | 2 | 10 | View details |
| GEO Readiness | 86 | Mostly ready | 2 | 0 | 4 | |
| AIO Readiness | 83 | Mostly ready | 4 | 1 | 2 | View details |
| AEO Readiness | 72 | Needs work | 2 | 1 | 4 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| Security & Trust | 100 | Strong | 9 | 0 | 0 | |
| Security & Trust | 100 | Strong | 5 | 0 | 0 | |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 67 | Needs work | 22 | 3 | 2 | View details |
| Performance | 50 | Needs work | 12 | 2 | 2 | View details |
| Accessibility | 99 | Strong | 10 | 1 | 0 | View details |
Prioritized recommendations
Issues ranked by score impact
43 items need attention
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
Needs attention
API Catalog
Issue
The API catalog endpoint did not return HTTP 2xx.
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Fetch API catalog".
Validation steps
Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "fail",
"evidence": {
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The API catalog endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/api-catalog."
},
{
"id": "validate",
"title": "Validate RFC 9727 linkset",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/[[...path]]\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head=\"\""
},
"issue": "Response is not valid JSON.",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
Needs attention
OpenAPI discovery
Issue
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; 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><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/[[...path]]\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head=\"\""
},
{
"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><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/[[...path]]\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head=\"\""
},
{
"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><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/[[...path]]\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head=\"\""
},
{
"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><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/[[...path]]\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head=\"\""
},
{
"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><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/page-not-found\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head"
},
{
"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><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/page-not-found\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head"
},
{
"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><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/[[...path]]\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head=\"\""
}
]
},
"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
}AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
Needs attention
FAQPage schema
Issue
FAQ content was detected but no FAQPage schema was found.
Why it matters
FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.
Check name
FAQPage schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose question-and-answer content in FAQPage structured data when FAQs are present.
Result
FAQPage schema is missing or incomplete.
Evidence
{
"found": false,
"visibleFaq": true,
"allTypes": [
"Organization"
]
}AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
Needs attention
High-value schema types
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
Why it matters
High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.
Check name
High-value schema types
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Use schema types that describe the page's primary content or offering.
Result
High-value schema types is missing or incomplete.
Evidence
{
"found": [],
"expected": [
"Article",
"BlogPosting",
"NewsArticle",
"Product",
"SoftwareApplication",
"FAQPage",
"LocalBusiness",
"VideoObject",
"HowTo",
"Event",
"Course",
"Review",
"Service"
],
"allTypes": [
"Organization"
]
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
Issue
No useful agent discovery Link headers were found.
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
33 Fail
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
Needs attention
Web Bot Auth request signing
Issue
Web Bot Auth request signing was not found at the expected path.
Why it matters
Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.
Check name
Web Bot Auth request signing
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.
Result
Web Bot Auth request signing failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Web Bot Auth request signing was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/http-message-signatures-directory",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
}
]
},
"issue": "Web Bot Auth request signing was not found at the expected path.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}Agent Ease of 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": "text/html; charset=utf-8",
"length": 240173
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
}
]
},
"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": 240173
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
}
]
},
"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."
}
]
}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": "text/html; charset=utf-8",
"length": 240173
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
}
]
},
"issue": "WebMCP manifest was not found at the expected path.",
"howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
Needs attention
A2A Agent Card
Issue
A2A Agent Card was not found at the expected path.
Why it matters
A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.
Check name
A2A Agent Card
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent card so A2A-compatible clients can discover capabilities.
Result
A2A Agent Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
A2A Agent Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
}
]
},
"issue": "A2A Agent Card was not found at the expected path.",
"howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
Needs attention
Agent Skills index
Issue
Agent Skills index was not found at the expected path.
Why it matters
An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.
Check name
Agent Skills index
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent skills discovery index.
Result
Agent Skills index failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Agent Skills index was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
}
]
},
"issue": "Agent Skills index was not found at the expected path.",
"howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
Needs attention
agent.json
Issue
agent.json was not found at the expected path.
Why it matters
agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.
Check name
agent.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.
Result
agent.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agent.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
}
]
},
"issue": "agent.json was not found at the expected path.",
"howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
}
]
}Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
Needs attention
agents.json
Issue
agents.json was not found at the expected path.
Why it matters
agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.
Check name
agents.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Informational
Goal
Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.
Result
agents.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agents.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
}
]
},
"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
Author attribution
Author attribution is missing or incomplete.
20 Fail
AI DiscoverabilityContent ReadinessEstablished
Author attribution
Author attribution is missing or incomplete.
Needs attention
Author attribution
Issue
Author attribution is missing: no schema.org author/publisher; no author meta tags; no rel=author links; no visible byline detected.
Why it matters
Author attribution helps agents cite content responsibly, assess source credibility, and distinguish editorial pages from anonymous marketing copy.
Check name
Author attribution
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Identify content authors or publishers for trust and attribution.
Result
Author attribution is missing or incomplete.
Evidence
{
"editorial": true,
"schemaAuthor": false,
"metaAuthor": false,
"relAuthor": false,
"visibleByline": false
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
20 Fail
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing Last-Modified HTTP header; 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
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval and ranking.
Result
Content freshness signals is missing or incomplete.
Evidence
{
"lastModified": null,
"schemaDates": [],
"metaDateCount": 0,
"timeDateCount": 0
}AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
20 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": 240173
},
{
"path": "/llms-full.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
}
]
},
"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".
20 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 "(none)".
Structured Markdown body
Markdown response is missing a heading.
Evidence
{
"failedStep": "content-type",
"steps": [
{
"id": "content-type",
"title": "Markdown content type",
"status": "fail",
"evidence": {
"statusCode": 200,
"contentType": "text/html; 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": ""
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"(none)\".",
"howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
},
{
"id": "markdown-content",
"title": "Structured Markdown body",
"status": "fail",
"evidence": {
"valid": false,
"hasHeading": false,
"wordCount": 46610,
"excerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/\" class=\"jsx-2726722771\" data-next-head",
"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."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
20 Fail
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
Needs attention
Semantic HTML
Issue
Semantic HTML is incomplete: missing <nav> landmark; skipped heading levels; 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": false,
"footer": true,
"meaningfulH1": true,
"headingOrder": false,
"accessibleLinks": true,
"accessibleButtons": true,
"imageAltCoverage": true,
"formAutocompleteCoverage": false,
"details": {
"inaccessibleLinks": [],
"inaccessibleButtons": [],
"missingAutocompleteInputs": [
"<input type=\"email\" name=\"prospect[email]\" id=\"mn-prospect-email\" class=\"mn-w-full mn-pt-[32px] mn-px-[16px] mn-pb-[4px] mn-border mn-border-[#727272] mn-border-solid mn-bg-cloud mn-m-0 mn-font-primary mn-text-[16px] mn-rounded-none mn-h-auto mn-leading-none\">"
],
"imagesMissingAlt": [],
"skippedHeadingLevels": [
"h3: Courses",
"h4: Topics",
"h4: AI Fundamentals",
"h4: Data Analytics",
"h4: IT",
"h4: Machine Learning",
"h4: Marketing",
"h4: Product Management",
"h4: Software Engineering",
"h4: User Experience & Design",
"h4: Begin your learning pathway",
"h4: Begin your learning pathway",
"h4: Begin your learning pathway",
"h4: Begin your learning pathway",
"h4: Begin your learning pathway",
"h4: Begin your learning pathway",
"h4: Begin your learning pathway",
"h4: Begin your learning Pathway",
"h4: Begin your learning Pathway",
"h4: Begin your learning Pathway",
"h4: Begin your learning Pathway",
"h4: Begin your learning Pathway",
"h4: Begin your learning Pathway",
"h4: Begin your learning Pathway",
"h1: The global leader in AI skills training.",
"h2: for AI training",
"h2: Where AI expertise meets practical application",
"h3: Learn by doing",
"h3: Professional, live instruction",
"h3: AI education at any scale",
"h2: For companies",
"h2: For individuals",
"h2: We build AI leaders",
"h3: Fortune 500 companies trust us for AI transformation",
"h3: Learn from real-world AI practitioners",
"h3: Flexible training that fits your org",
"h2: Move past AI basics to business breakthroughs",
"h3: \"I found the background, how it all works, and the endless capabilities engaging. It makes me want to expand my horizons with AI. Just being exposed to the different ways Copilot can help you and bring efficiency to your daily work life.\"",
"h3: \"This was the BEST career development training I've had here and anywhere to be honest.\"",
"h3: \"Engaging, interactive, relatable, and actionable. The last case study to build a business case was very relevant.\"",
"h3: \"I found it refreshing to go deeper than hearing ‘GenAI will change your business.’ GA actually covered the HOW and the WHY.”",
"h2: Our AI instructors",
"h5: Tom Szekeres",
"h6: Director, re~grow",
"h5: Charis Loveland",
"h6: Global Program Manager of EPIC Emotional Intelligence, Amazon Web Services",
"h5: Candace Roberts",
"h6: Director of Business Intelligence, Vanco Payments",
"h2: FAQS",
"h3: What makes General Assembly's AI training different?",
"h3: How are General Assembly’s courses different from online courses or other AI training?",
"h3: Can General Assembly customize training for specific industries or roles?",
"h3: What kind of support does General Assembly provide during and after training?",
"h3: How do I know if this training is right for me/my organization?",
"h3: Is the training delivered online or in-person?",
"h2: LET’S CONNECT",
"h2: Stay in the loop",
"h3: Thanks. We'll be in touch soon!",
"h3: Legal Pages",
"h3: Company",
"h3: Community"
]
},
"counts": {
"h1": 1,
"headings": 61,
"links": 151,
"inaccessibleLinks": 0,
"buttons": 15,
"inaccessibleButtons": 0,
"images": 12,
"imagesWithAlt": 12,
"autocompleteInputs": 1,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 1
}
}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": "generalassemb.ly",
"probes": [
{
"name": "_index._agents.generalassemb.ly",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.generalassemb.ly",
"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": "generalassemb.ly",
"dnssecTypes": [],
"dnssecRecordCount": 0
}
]
},
"issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
"howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
13 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Source and trust signals
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "#",
"text": "About GA",
"html": "<a href=\"#\" class=\"mn-flex mn-items-center lg:mn-gap-2 mn-justify-between mn-no-underline mn-font-primary mn-border-0 lg:mn-text-[0.938rem] mn-menu-item-level-1 mn-font-bold mn-text-ink focus:mn-text-ink focus:mn-outline-none lg:mn-p-0 mn-w-full\" data-has-children=\"true\">About GA <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"16\" fill=\"none\" viewBox=\"17 9 16 30\" class=\"mn-block lg:mn-hidden mn-header-menu-link-icon\"><path stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoi..."
},
{
"href": "/about",
"text": "Our Mission & Impact",
"html": "<a href=\"/about\" class=\"mn-flex mn-items-center lg:mn-gap-2 mn-justify-between mn-no-underline mn-font-primary mn-border-0 lg:mn-text-[0.938rem] mn-font-bold lg:mn-font-normal mn-text-ink hover:mn-text-crimson focus:mn-text-crimson focus:mn-outline-crimson mn-py-2 lg:mn-p-0 mn-w-full\" data-has-children=\"false\">Our Mission & Impact</a>"
},
{
"href": "https://generalassemb.ly/employers/what-we-teach/ai",
"text": "Learn more about AI training",
"html": "<a href=\" https://generalassemb.ly/employers/what-we-teach/ai\" class=\"button_button__zYd_Q button_primary__Y48a6 button_wideOnMobile___cLJU\"> Learn more about AI training</a>"
},
{
"href": "https://generalassemb.ly/students/courses?formatCourse=true&topic=ai",
"text": "Learn more about our AI courses",
"html": "<a href=\"https://generalassemb.ly/students/courses?formatCourse=true&topic=ai\" class=\"button_button__zYd_Q button_primary__Y48a6 button_wideOnMobile___cLJU\">Learn more about our AI courses</a>"
},
{
"href": "/about",
"text": "Our Story",
"html": "<a href=\"/about\" class=\"mn-text-sm mn-transition-all mn-no-underline mn-tracking-widest mn-text-ink hover:mn-text-crimson mn-border-0 mn-font-primary mn-font-normal\">Our Story</a>"
}
],
"contactLinks": [
{
"href": "/contact",
"text": "Contact Us",
"html": "<a href=\"/contact\" class=\"mn-flex mn-items-center lg:mn-gap-2 mn-justify-between mn-no-underline mn-font-primary mn-border-0 lg:mn-text-[0.938rem] mn-font-bold lg:mn-font-normal mn-text-ink hover:mn-text-crimson focus:mn-text-crimson focus:mn-outline-crimson mn-py-2 lg:mn-p-0 mn-w-full\" data-has-children=\"false\">Contact Us</a>"
},
{
"href": "/contact",
"text": "Contact",
"html": "<a href=\"/contact\" class=\"mn-text-sm mn-transition-all mn-no-underline mn-tracking-widest mn-text-ink hover:mn-text-crimson mn-border-0 mn-font-primary mn-font-normal\">Contact</a>"
}
],
"privacyLinks": [
{
"href": "https://generalassemb.ly/privacy-policy",
"text": "Privacy Policy",
"html": "<a class=\"mn-link\" rel=\"noopener noreferrer\" href=\"https://generalassemb.ly/privacy-policy\" target=\"_blank\">Privacy Policy</a>"
},
{
"href": "https://generalassemb.ly/terms-of-service",
"text": "Terms of Service",
"html": "<a class=\"mn-link\" rel=\"noopener noreferrer\" href=\"https://generalassemb.ly/terms-of-service\" target=\"_blank\">Terms of Service</a>"
},
{
"href": "https://policies.google.com/privacy",
"text": "Google Privacy Policy",
"html": "<a class=\"mn-link\" rel=\"noopener noreferrer\" href=\"https://policies.google.com/privacy\" target=\"_blank\">Google Privacy Policy</a>"
},
{
"href": "https://policies.google.com/terms",
"text": "Google Terms of Service",
"html": "<a class=\"mn-link\" rel=\"noopener noreferrer\" href=\"https://policies.google.com/terms\" target=\"_blank\">Google Terms of Service</a>"
},
{
"href": "/terms-of-service",
"text": "Terms of Service",
"html": "<a href=\"/terms-of-service\" class=\"mn-text-sm mn-transition-all mn-no-underline mn-tracking-widest mn-text-ink hover:mn-text-crimson mn-border-0 mn-font-primary mn-font-normal\">Terms of Service</a>"
},
{
"href": "/privacy-policy",
"text": "Privacy Policy",
"html": "<a href=\"/privacy-policy\" class=\"mn-text-sm mn-transition-all mn-no-underline mn-tracking-widest mn-text-ink hover:mn-text-crimson mn-border-0 mn-font-primary mn-font-normal\">Privacy Policy</a>"
},
{
"href": "/terms-of-service",
"text": "Terms",
"html": "<a href=\"/terms-of-service\" class=\"mn-link mn-leading-3 mn-mx-2\">Terms</a>"
},
{
"href": "/privacy-policy",
"text": "Privacy",
"html": "<a href=\"/privacy-policy\" class=\"mn-link mn-leading-3 mn-mx-2\">Privacy</a>"
}
],
"score": 40,
"weight": 20
}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="prospect[email]"> is missing tool-param-description.<input> is missing a name attribute.<input> is missing a label.<input> is missing tool-param-description.<textarea name="g-recaptcha-response"> is missing a label.<textarea name="g-recaptcha-response"> 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": 169,
"interactiveWithTags": 0,
"totalCount": 170,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"prospect[email]\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<textarea name=\"g-recaptcha-response\"> is missing a label.",
"<textarea name=\"g-recaptcha-response\"> is missing tool-param-description."
]
},
"issue": "No elements found with tool-name or tool-description attributes.",
"howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
},
{
"id": "declarative-annotation-quality",
"title": "Validate WebMCP declarative annotation quality",
"status": "warning",
"evidence": {
"issueCount": 6,
"issues": [
"<input name=\"prospect[email]\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<textarea name=\"g-recaptcha-response\"> is missing a label.",
"<textarea name=\"g-recaptcha-response\"> is missing tool-param-description."
]
},
"issue": "WebMCP declarative annotations need fixes.",
"issueDetails": [
{
"title": "WebMCP declarative annotation issues",
"items": [
{
"type": "code",
"value": "<input name=\"prospect[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."
},
{
"type": "code",
"value": "<textarea name=\"g-recaptcha-response\"> is missing a label."
},
{
"type": "code",
"value": "<textarea name=\"g-recaptcha-response\"> 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": 169,
"interactiveWithTags": 0,
"totalCount": 170,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"prospect[email]\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<textarea name=\"g-recaptcha-response\"> is missing a label.",
"<textarea name=\"g-recaptcha-response\"> 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": 169,
"interactiveWithTags": 0,
"totalCount": 170,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"prospect[email]\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<textarea name=\"g-recaptcha-response\"> is missing a label.",
"<textarea name=\"g-recaptcha-response\"> 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
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
6 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer evidence and trust
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "#",
"text": "About GA",
"html": "<a href=\"#\" class=\"mn-flex mn-items-center lg:mn-gap-2 mn-justify-between mn-no-underline mn-font-primary mn-border-0 lg:mn-text-[0.938rem] mn-menu-item-level-1 mn-font-bold mn-text-ink focus:mn-text-ink focus:mn-outline-none lg:mn-p-0 mn-w-full\" data-has-children=\"true\">About GA <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"16\" fill=\"none\" viewBox=\"17 9 16 30\" class=\"mn-block lg:mn-hidden mn-header-menu-link-icon\"><path stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoi..."
},
{
"href": "/about",
"text": "Our Mission & Impact",
"html": "<a href=\"/about\" class=\"mn-flex mn-items-center lg:mn-gap-2 mn-justify-between mn-no-underline mn-font-primary mn-border-0 lg:mn-text-[0.938rem] mn-font-bold lg:mn-font-normal mn-text-ink hover:mn-text-crimson focus:mn-text-crimson focus:mn-outline-crimson mn-py-2 lg:mn-p-0 mn-w-full\" data-has-children=\"false\">Our Mission & Impact</a>"
},
{
"href": "https://generalassemb.ly/employers/what-we-teach/ai",
"text": "Learn more about AI training",
"html": "<a href=\" https://generalassemb.ly/employers/what-we-teach/ai\" class=\"button_button__zYd_Q button_primary__Y48a6 button_wideOnMobile___cLJU\"> Learn more about AI training</a>"
},
{
"href": "https://generalassemb.ly/students/courses?formatCourse=true&topic=ai",
"text": "Learn more about our AI courses",
"html": "<a href=\"https://generalassemb.ly/students/courses?formatCourse=true&topic=ai\" class=\"button_button__zYd_Q button_primary__Y48a6 button_wideOnMobile___cLJU\">Learn more about our AI courses</a>"
},
{
"href": "/about",
"text": "Our Story",
"html": "<a href=\"/about\" class=\"mn-text-sm mn-transition-all mn-no-underline mn-tracking-widest mn-text-ink hover:mn-text-crimson mn-border-0 mn-font-primary mn-font-normal\">Our Story</a>"
}
],
"contactLinks": [
{
"href": "/contact",
"text": "Contact Us",
"html": "<a href=\"/contact\" class=\"mn-flex mn-items-center lg:mn-gap-2 mn-justify-between mn-no-underline mn-font-primary mn-border-0 lg:mn-text-[0.938rem] mn-font-bold lg:mn-font-normal mn-text-ink hover:mn-text-crimson focus:mn-text-crimson focus:mn-outline-crimson mn-py-2 lg:mn-p-0 mn-w-full\" data-has-children=\"false\">Contact Us</a>"
},
{
"href": "/contact",
"text": "Contact",
"html": "<a href=\"/contact\" class=\"mn-text-sm mn-transition-all mn-no-underline mn-tracking-widest mn-text-ink hover:mn-text-crimson mn-border-0 mn-font-primary mn-font-normal\">Contact</a>"
}
],
"privacyLinks": [
{
"href": "https://generalassemb.ly/privacy-policy",
"text": "Privacy Policy",
"html": "<a class=\"mn-link\" rel=\"noopener noreferrer\" href=\"https://generalassemb.ly/privacy-policy\" target=\"_blank\">Privacy Policy</a>"
},
{
"href": "https://generalassemb.ly/terms-of-service",
"text": "Terms of Service",
"html": "<a class=\"mn-link\" rel=\"noopener noreferrer\" href=\"https://generalassemb.ly/terms-of-service\" target=\"_blank\">Terms of Service</a>"
},
{
"href": "https://policies.google.com/privacy",
"text": "Google Privacy Policy",
"html": "<a class=\"mn-link\" rel=\"noopener noreferrer\" href=\"https://policies.google.com/privacy\" target=\"_blank\">Google Privacy Policy</a>"
},
{
"href": "https://policies.google.com/terms",
"text": "Google Terms of Service",
"html": "<a class=\"mn-link\" rel=\"noopener noreferrer\" href=\"https://policies.google.com/terms\" target=\"_blank\">Google Terms of Service</a>"
},
{
"href": "/terms-of-service",
"text": "Terms of Service",
"html": "<a href=\"/terms-of-service\" class=\"mn-text-sm mn-transition-all mn-no-underline mn-tracking-widest mn-text-ink hover:mn-text-crimson mn-border-0 mn-font-primary mn-font-normal\">Terms of Service</a>"
},
{
"href": "/privacy-policy",
"text": "Privacy Policy",
"html": "<a href=\"/privacy-policy\" class=\"mn-text-sm mn-transition-all mn-no-underline mn-tracking-widest mn-text-ink hover:mn-text-crimson mn-border-0 mn-font-primary mn-font-normal\">Privacy Policy</a>"
},
{
"href": "/terms-of-service",
"text": "Terms",
"html": "<a href=\"/terms-of-service\" class=\"mn-link mn-leading-3 mn-mx-2\">Terms</a>"
},
{
"href": "/privacy-policy",
"text": "Privacy",
"html": "<a href=\"/privacy-policy\" class=\"mn-link mn-leading-3 mn-mx-2\">Privacy</a>"
}
],
"score": 40,
"weight": 22
}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
30 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": 31,
"passing": 1,
"failing": [
{
"heading": "Courses",
"headingHtml": "<h3 class=\"mn-font-bold mn-text-ink mn-text-[15px] mn-py-2 lg:mn-p-0 mn-mb-2\">Courses</h3>",
"firstParagraph": "Structure, support, and hands-on practice you need to build new skills with confidence.",
"paragraphHtml": "<p class=\"mn-mb-[10px] mn-text-base mn-font-normal mn-leading-6 mn-tracking-normal\">Structure, support, and hands-on practice you need to build new skills with confidence.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "for AI training",
"headingHtml": "<h2 class=\"heading2\">for AI training</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Where AI expertise meets practical application",
"headingHtml": "<h2 class=\"colorBlockPanel_title__Iph4h\">Where AI expertise meets practical application</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Learn by doing",
"headingHtml": "<h3 class=\"colorBlock_title__ou5qN\">Learn by doing</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Professional, live instruction",
"headingHtml": "<h3 class=\"colorBlock_title__ou5qN\">Professional, live instruction</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "AI education at any scale",
"headingHtml": "<h3 class=\"colorBlock_title__ou5qN\">AI education at any scale</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "For companies",
"headingHtml": "<h2 class=\"heading2-3\">For companies</h2>",
"firstParagraph": "Workforce AI training that drives business impact",
"paragraphHtml": "<p><strong><span class=\"paragraph2\">Workforce AI training that drives business impact</span></strong></p>",
"words": 7,
"direct": false,
"issue": "First paragraph is 7 words and does not look like a concise direct answer."
},
{
"heading": "For individuals",
"headingHtml": "<h2 class=\"heading2-3\">For individuals</h2>",
"firstParagraph": "Practical AI education that fits your life",
"paragraphHtml": "<p><span class=\"paragraph2\"><b>Practical AI education that fits your life</b></span></p>",
"words": 7,
"direct": false,
"issue": "First paragraph is 7 words and does not look like a concise direct answer."
},
{
"heading": "We build AI leaders",
"headingHtml": "<h2 class=\"stackedList_title___6DT0\">We build AI leaders</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Fortune 500 companies trust us for AI transformation",
"headingHtml": "<h3 class=\"heading4\">Fortune 500 companies trust us for AI transformation</h3>",
"firstParagraph": "Leading organizations choose General Assembly to upskill their workforce and drive AI adoption. From startups to global enterprises, we've trained teams at the world's most innovative companies.",
"paragraphHtml": "<p class=\"paragraph2\">Leading organizations choose General Assembly to upskill their workforce and drive AI adoption. From startups to global enterprises, we've trained teams at the world's most innovative companies.</p>",
"words": 27,
"direct": false,
"issue": "First paragraph is 27 words and does not look like a concise direct answer."
},
{
"heading": "Learn from real-world AI practitioners",
"headingHtml": "<h3 class=\"heading4\">Learn from real-world AI practitioners</h3>",
"firstParagraph": "Our instructors aren't just educators—they're current AI practitioners. They bring real industry knowledge and battle-tested frameworks directly from the field.",
"paragraphHtml": "<p class=\"paragraph2\">Our instructors aren't just educators—they're current AI practitioners. They bring real industry knowledge and battle-tested frameworks directly from the field.</p>",
"words": 21,
"direct": false,
"issue": "First paragraph is 21 words and does not look like a concise direct answer."
},
{
"heading": "Flexible training that fits your org",
"headingHtml": "<h3 class=\"heading4\">Flexible training that fits your org</h3>",
"firstParagraph": "Choose from our proven curriculum paths or work with us to create custom programs aligned with your specific business objectives, technical requirements, and timeline.",
"paragraphHtml": "<p class=\"paragraph2\">Choose from our proven curriculum paths or work with us to create custom programs aligned with your specific business objectives, technical requirements, and timeline.</p>",
"words": 24,
"direct": false,
"issue": "First paragraph is 24 words and does not look like a concise direct answer."
},
{
"heading": "Move past AI basics to business breakthroughs",
"headingHtml": "<h2 class=\"imageCardCarousel_title__QcLEE\">Move past AI basics to business breakthroughs</h2>",
"firstParagraph": "Professionals at leading organizations use GA's hands-on AI training to solve actual business challenges and unlock new opportunities.",
"paragraphHtml": "<p class=\"paragraph2 imageCardCarousel_description__4emRB\">Professionals at leading organizations use GA's hands-on AI training to solve actual business challenges and unlock new opportunities. <br></p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "\"I found the background, how it all works, and the endless capabilities engaging. It makes me want to expand my horizons with AI. Just being exposed to the different ways Copilot can help you and bring efficiency to your daily work life.\"",
"headingHtml": "<h3 class=\"heading5 imageCard_title__LFMPK\">"I found the background, how it all works, and the endless capabilities engaging. It makes me want to expand my horizons with AI. Just being exposed to the different ways Copilot can help you and bring efficiency to your daily work life."</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "\"This was the BEST career development training I've had here and anywhere to be honest.\"",
"headingHtml": "<h3 class=\"heading5 imageCard_title__LFMPK\">"This was the BEST career development training I've had here and anywhere to be honest."</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "\"Engaging, interactive, relatable, and actionable. The last case study to build a business case was very relevant.\"",
"headingHtml": "<h3 class=\"heading5 imageCard_title__LFMPK\">"Engaging, interactive, relatable, and actionable. The last case study to build a business case was very relevant." </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "\"I found it refreshing to go deeper than hearing ‘GenAI will change your business.’ GA actually covered the HOW and the WHY.”",
"headingHtml": "<h3 class=\"heading5 imageCard_title__LFMPK\">"I found it refreshing to go deeper than hearing ‘GenAI will change your business.’ GA actually covered the HOW and the WHY.”</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Our AI instructors",
"headingHtml": "<h2 class=\"imageCardCarouselV2_title__UCOrR\">Our AI instructors</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "FAQS",
"headingHtml": "<h2>FAQS</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "What makes General Assembly's AI training different?",
"headingHtml": "<h3 class=\"heading4 stackedAccordionItem_title__r6qLQ\">What makes General Assembly's AI training different?</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "How are General Assembly’s courses different from online courses or other AI training?",
"headingHtml": "<h3 class=\"heading4 stackedAccordionItem_title__r6qLQ\">How are General Assembly’s courses different from online courses or other AI training? </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Can General Assembly customize training for specific industries or roles?",
"headingHtml": "<h3 class=\"heading4 stackedAccordionItem_title__r6qLQ\">Can General Assembly customize training for specific industries or roles?</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "What kind of support does General Assembly provide during and after training?",
"headingHtml": "<h3 class=\"heading4 stackedAccordionItem_title__r6qLQ\">What kind of support does General Assembly provide during and after training? </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "How do I know if this training is right for me/my organization?",
"headingHtml": "<h3 class=\"heading4 stackedAccordionItem_title__r6qLQ\">How do I know if this training is right for me/my organization?</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "LET’S CONNECT",
"headingHtml": "<h2 class=\"twoColumnLeadFormDesign_mainTitle__VVuWN\">LET’S CONNECT  </h2>",
"firstParagraph": "Whether you’re exploring training for yourself or for your organization, we’re here to help you level up. Share your details and we’ll connect you with the right team.",
"paragraphHtml": "<p class=\"paragraph2-3 twoColumnLeadFormDesign_mainDescription__vHCU4\">Whether you’re exploring training for yourself or for your organization, we’re here to help you level up. Share your details and we’ll connect you with the right team.  </p>",
"words": 31,
"direct": false,
"issue": "First paragraph is 31 words and does not look like a concise direct answer."
},
{
"heading": "Stay in the loop",
"headingHtml": "<h2 class=\"mn-text-3xl lg:mn-text-[4rem] mn-font-secondary mn-font-bold mn-uppercase mn-text-ink mn-m-0\" id=\"consumer-newsletter\">Stay in the loop</h2>",
"firstParagraph": "Be the first to hear about exclusives, promotions, and more.",
"paragraphHtml": "<p class=\"mn-font-primary mn-font-extrabold mn-text-md lg:mn-text-lg mn-mt-2 lg:mn-mt-6 mn-text-ink\">Be the first to hear about exclusives, promotions, and more.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "Thanks. We'll be in touch soon!",
"headingHtml": "<h3 class=\"mn-text-2xl lg:mn-text-[2rem]\">Thanks. We'll be in touch soon!</h3>",
"firstParagraph": "You'll receive all the latest updates on GA courses and events.",
"paragraphHtml": "<p class=\"mn-text-base\">You'll receive all the latest updates on GA courses and events.</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "Legal Pages",
"headingHtml": "<h3 tabindex=\"0\" class=\"mn-footer-menu-group-title mn-flex mn-justify-between mn-items-center lg:mn-block mn-font-secondary mn-text-xl mn-uppercase mn-tracking-widest mn-mt-0 mn-mb-0 lg:mn-mb-2 mn-text-ink\" data-open=\"false\">Legal Pages <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" class=\"mn-w-6 mn-h-6 mn-block lg:mn-hidden\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M19.5 8.25l-7.5 7.5-7.5-7.5\"/></svg></h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Company",
"headingHtml": "<h3 tabindex=\"0\" class=\"mn-footer-menu-group-title mn-flex mn-justify-between mn-items-center lg:mn-block mn-font-secondary mn-text-xl mn-uppercase mn-tracking-widest mn-mt-0 mn-mb-0 lg:mn-mb-2 mn-text-ink\" data-open=\"false\">Company <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" class=\"mn-w-6 mn-h-6 mn-block lg:mn-hidden\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M19.5 8.25l-7.5 7.5-7.5-7.5\"/></svg></h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Community",
"headingHtml": "<h3 tabindex=\"0\" class=\"mn-footer-menu-group-title mn-flex mn-justify-between mn-items-center lg:mn-block mn-font-secondary mn-text-xl mn-uppercase mn-tracking-widest mn-mt-0 mn-mb-0 lg:mn-mb-2 mn-text-ink\" data-open=\"false\">Community <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" class=\"mn-w-6 mn-h-6 mn-block lg:mn-hidden\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M19.5 8.25l-7.5 7.5-7.5-7.5\"/></svg></h3>",
"firstParagraph": "",
"paragraphHtml": "<p aria-live=\"assertive\" id=\"__next-route-announcer__\" role=\"alert\" style=\"border: 0px; clip: rect(0px, 0px, 0px, 0px); height: 1px; margin: -1px; overflow: hidden; padding: 0px; position: absolute; top: 0px; width: 1px; white-space: nowrap; overflow-wrap: normal;\"></p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
3 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
30 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Answer block readiness
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Answer block readiness scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 31,
"passing": 1,
"failing": [
{
"heading": "Courses",
"headingHtml": "<h3 class=\"mn-font-bold mn-text-ink mn-text-[15px] mn-py-2 lg:mn-p-0 mn-mb-2\">Courses</h3>",
"firstParagraph": "Structure, support, and hands-on practice you need to build new skills with confidence.",
"paragraphHtml": "<p class=\"mn-mb-[10px] mn-text-base mn-font-normal mn-leading-6 mn-tracking-normal\">Structure, support, and hands-on practice you need to build new skills with confidence.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "for AI training",
"headingHtml": "<h2 class=\"heading2\">for AI training</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Where AI expertise meets practical application",
"headingHtml": "<h2 class=\"colorBlockPanel_title__Iph4h\">Where AI expertise meets practical application</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Learn by doing",
"headingHtml": "<h3 class=\"colorBlock_title__ou5qN\">Learn by doing</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Professional, live instruction",
"headingHtml": "<h3 class=\"colorBlock_title__ou5qN\">Professional, live instruction</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "AI education at any scale",
"headingHtml": "<h3 class=\"colorBlock_title__ou5qN\">AI education at any scale</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "For companies",
"headingHtml": "<h2 class=\"heading2-3\">For companies</h2>",
"firstParagraph": "Workforce AI training that drives business impact",
"paragraphHtml": "<p><strong><span class=\"paragraph2\">Workforce AI training that drives business impact</span></strong></p>",
"words": 7,
"direct": false,
"issue": "First paragraph is 7 words and does not look like a concise direct answer."
},
{
"heading": "For individuals",
"headingHtml": "<h2 class=\"heading2-3\">For individuals</h2>",
"firstParagraph": "Practical AI education that fits your life",
"paragraphHtml": "<p><span class=\"paragraph2\"><b>Practical AI education that fits your life</b></span></p>",
"words": 7,
"direct": false,
"issue": "First paragraph is 7 words and does not look like a concise direct answer."
},
{
"heading": "We build AI leaders",
"headingHtml": "<h2 class=\"stackedList_title___6DT0\">We build AI leaders</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Fortune 500 companies trust us for AI transformation",
"headingHtml": "<h3 class=\"heading4\">Fortune 500 companies trust us for AI transformation</h3>",
"firstParagraph": "Leading organizations choose General Assembly to upskill their workforce and drive AI adoption. From startups to global enterprises, we've trained teams at the world's most innovative companies.",
"paragraphHtml": "<p class=\"paragraph2\">Leading organizations choose General Assembly to upskill their workforce and drive AI adoption. From startups to global enterprises, we've trained teams at the world's most innovative companies.</p>",
"words": 27,
"direct": false,
"issue": "First paragraph is 27 words and does not look like a concise direct answer."
},
{
"heading": "Learn from real-world AI practitioners",
"headingHtml": "<h3 class=\"heading4\">Learn from real-world AI practitioners</h3>",
"firstParagraph": "Our instructors aren't just educators—they're current AI practitioners. They bring real industry knowledge and battle-tested frameworks directly from the field.",
"paragraphHtml": "<p class=\"paragraph2\">Our instructors aren't just educators—they're current AI practitioners. They bring real industry knowledge and battle-tested frameworks directly from the field.</p>",
"words": 21,
"direct": false,
"issue": "First paragraph is 21 words and does not look like a concise direct answer."
},
{
"heading": "Flexible training that fits your org",
"headingHtml": "<h3 class=\"heading4\">Flexible training that fits your org</h3>",
"firstParagraph": "Choose from our proven curriculum paths or work with us to create custom programs aligned with your specific business objectives, technical requirements, and timeline.",
"paragraphHtml": "<p class=\"paragraph2\">Choose from our proven curriculum paths or work with us to create custom programs aligned with your specific business objectives, technical requirements, and timeline.</p>",
"words": 24,
"direct": false,
"issue": "First paragraph is 24 words and does not look like a concise direct answer."
},
{
"heading": "Move past AI basics to business breakthroughs",
"headingHtml": "<h2 class=\"imageCardCarousel_title__QcLEE\">Move past AI basics to business breakthroughs</h2>",
"firstParagraph": "Professionals at leading organizations use GA's hands-on AI training to solve actual business challenges and unlock new opportunities.",
"paragraphHtml": "<p class=\"paragraph2 imageCardCarousel_description__4emRB\">Professionals at leading organizations use GA's hands-on AI training to solve actual business challenges and unlock new opportunities. <br></p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "\"I found the background, how it all works, and the endless capabilities engaging. It makes me want to expand my horizons with AI. Just being exposed to the different ways Copilot can help you and bring efficiency to your daily work life.\"",
"headingHtml": "<h3 class=\"heading5 imageCard_title__LFMPK\">"I found the background, how it all works, and the endless capabilities engaging. It makes me want to expand my horizons with AI. Just being exposed to the different ways Copilot can help you and bring efficiency to your daily work life."</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "\"This was the BEST career development training I've had here and anywhere to be honest.\"",
"headingHtml": "<h3 class=\"heading5 imageCard_title__LFMPK\">"This was the BEST career development training I've had here and anywhere to be honest."</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "\"Engaging, interactive, relatable, and actionable. The last case study to build a business case was very relevant.\"",
"headingHtml": "<h3 class=\"heading5 imageCard_title__LFMPK\">"Engaging, interactive, relatable, and actionable. The last case study to build a business case was very relevant." </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "\"I found it refreshing to go deeper than hearing ‘GenAI will change your business.’ GA actually covered the HOW and the WHY.”",
"headingHtml": "<h3 class=\"heading5 imageCard_title__LFMPK\">"I found it refreshing to go deeper than hearing ‘GenAI will change your business.’ GA actually covered the HOW and the WHY.”</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Our AI instructors",
"headingHtml": "<h2 class=\"imageCardCarouselV2_title__UCOrR\">Our AI instructors</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "FAQS",
"headingHtml": "<h2>FAQS</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "What makes General Assembly's AI training different?",
"headingHtml": "<h3 class=\"heading4 stackedAccordionItem_title__r6qLQ\">What makes General Assembly's AI training different?</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "How are General Assembly’s courses different from online courses or other AI training?",
"headingHtml": "<h3 class=\"heading4 stackedAccordionItem_title__r6qLQ\">How are General Assembly’s courses different from online courses or other AI training? </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Can General Assembly customize training for specific industries or roles?",
"headingHtml": "<h3 class=\"heading4 stackedAccordionItem_title__r6qLQ\">Can General Assembly customize training for specific industries or roles?</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "What kind of support does General Assembly provide during and after training?",
"headingHtml": "<h3 class=\"heading4 stackedAccordionItem_title__r6qLQ\">What kind of support does General Assembly provide during and after training? </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "How do I know if this training is right for me/my organization?",
"headingHtml": "<h3 class=\"heading4 stackedAccordionItem_title__r6qLQ\">How do I know if this training is right for me/my organization?</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "LET’S CONNECT",
"headingHtml": "<h2 class=\"twoColumnLeadFormDesign_mainTitle__VVuWN\">LET’S CONNECT  </h2>",
"firstParagraph": "Whether you’re exploring training for yourself or for your organization, we’re here to help you level up. Share your details and we’ll connect you with the right team.",
"paragraphHtml": "<p class=\"paragraph2-3 twoColumnLeadFormDesign_mainDescription__vHCU4\">Whether you’re exploring training for yourself or for your organization, we’re here to help you level up. Share your details and we’ll connect you with the right team.  </p>",
"words": 31,
"direct": false,
"issue": "First paragraph is 31 words and does not look like a concise direct answer."
},
{
"heading": "Stay in the loop",
"headingHtml": "<h2 class=\"mn-text-3xl lg:mn-text-[4rem] mn-font-secondary mn-font-bold mn-uppercase mn-text-ink mn-m-0\" id=\"consumer-newsletter\">Stay in the loop</h2>",
"firstParagraph": "Be the first to hear about exclusives, promotions, and more.",
"paragraphHtml": "<p class=\"mn-font-primary mn-font-extrabold mn-text-md lg:mn-text-lg mn-mt-2 lg:mn-mt-6 mn-text-ink\">Be the first to hear about exclusives, promotions, and more.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "Thanks. We'll be in touch soon!",
"headingHtml": "<h3 class=\"mn-text-2xl lg:mn-text-[2rem]\">Thanks. We'll be in touch soon!</h3>",
"firstParagraph": "You'll receive all the latest updates on GA courses and events.",
"paragraphHtml": "<p class=\"mn-text-base\">You'll receive all the latest updates on GA courses and events.</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "Legal Pages",
"headingHtml": "<h3 tabindex=\"0\" class=\"mn-footer-menu-group-title mn-flex mn-justify-between mn-items-center lg:mn-block mn-font-secondary mn-text-xl mn-uppercase mn-tracking-widest mn-mt-0 mn-mb-0 lg:mn-mb-2 mn-text-ink\" data-open=\"false\">Legal Pages <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" class=\"mn-w-6 mn-h-6 mn-block lg:mn-hidden\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M19.5 8.25l-7.5 7.5-7.5-7.5\"/></svg></h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Company",
"headingHtml": "<h3 tabindex=\"0\" class=\"mn-footer-menu-group-title mn-flex mn-justify-between mn-items-center lg:mn-block mn-font-secondary mn-text-xl mn-uppercase mn-tracking-widest mn-mt-0 mn-mb-0 lg:mn-mb-2 mn-text-ink\" data-open=\"false\">Company <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" class=\"mn-w-6 mn-h-6 mn-block lg:mn-hidden\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M19.5 8.25l-7.5 7.5-7.5-7.5\"/></svg></h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Community",
"headingHtml": "<h3 tabindex=\"0\" class=\"mn-footer-menu-group-title mn-flex mn-justify-between mn-items-center lg:mn-block mn-font-secondary mn-text-xl mn-uppercase mn-tracking-widest mn-mt-0 mn-mb-0 lg:mn-mb-2 mn-text-ink\" data-open=\"false\">Community <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" class=\"mn-w-6 mn-h-6 mn-block lg:mn-hidden\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M19.5 8.25l-7.5 7.5-7.5-7.5\"/></svg></h3>",
"firstParagraph": "",
"paragraphHtml": "<p aria-live=\"assertive\" id=\"__next-route-announcer__\" role=\"alert\" style=\"border: 0px; clip: rect(0px, 0px, 0px, 0px); height: 1px; margin: -1px; overflow: hidden; padding: 0px; position: absolute; top: 0px; width: 1px; white-space: nowrap; overflow-wrap: normal;\"></p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 80/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 80/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: coding, data, general, assembly, global, leader.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Entity clarity
Score
80/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Entity clarity scored 80/100 and needs improvement.
Evidence
{
"title": "Tech Training in AI, Coding, Data, & UX | General Assembly",
"h1": "The global leader in AI skills training.",
"description": "Get the tech skills to get hired. Our award-winning tech courses give you the training you need to break into your dream technology career.",
"topicOverlap": 0.3333333333333333,
"topicTerms": [
"tech",
"training",
"coding",
"data",
"general",
"assembly",
"global",
"leader",
"skills"
],
"descriptionTerms": [
"get",
"tech",
"skills",
"hired",
"award",
"winning",
"courses",
"give",
"training",
"need",
"break",
"into",
"dream",
"technology",
"career"
],
"missingFromDescription": [
"coding",
"data",
"general",
"assembly",
"global",
"leader"
],
"score": 80,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
Needs attention
GEO: Explanatory content depth
Issue
No substantial explanatory paragraphs were found.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 1,
"citablePassages": 0,
"failingCandidateParagraphs": [],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
Needs attention
GEO: Extraction-friendly structure
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process.
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,
"definitionPatterns": 5,
"schemaBlocks": 1,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process"
],
"score": 85,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 83/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 83/100 and needs improvement.
Needs attention
AEO: Entity and definition clarity
Issue
Entity or definition gaps: coding, data, general, assembly, global, leader.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Entity and definition clarity
Score
83/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Entity and definition clarity scored 83/100 and needs improvement.
Evidence
{
"title": "Tech Training in AI, Coding, Data, & UX | General Assembly",
"h1": "The global leader in AI skills training.",
"description": "Get the tech skills to get hired. Our award-winning tech courses give you the training you need to break into your dream technology career.",
"topicOverlap": 0.3333333333333333,
"definitionCount": 5,
"topicTerms": [
"tech",
"training",
"coding",
"data",
"general",
"assembly",
"global",
"leader",
"skills"
],
"descriptionTerms": [
"get",
"tech",
"skills",
"hired",
"award",
"winning",
"courses",
"give",
"training",
"need",
"break",
"into",
"dream",
"technology",
"career"
],
"missingFromDescription": [
"coding",
"data",
"general",
"assembly",
"global",
"leader"
],
"score": 83,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
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": "for AI training",
"html": "<h2 class=\"heading2\">for AI training</h2>"
},
{
"text": "Where AI expertise meets practical application",
"html": "<h2 class=\"colorBlockPanel_title__Iph4h\">Where AI expertise meets practical application</h2>"
},
{
"text": "For companies",
"html": "<h2 class=\"heading2-3\">For companies</h2>"
},
{
"text": "For individuals",
"html": "<h2 class=\"heading2-3\">For individuals</h2>"
},
{
"text": "We build AI leaders",
"html": "<h2 class=\"stackedList_title___6DT0\">We build AI leaders</h2>"
},
{
"text": "Move past AI basics to business breakthroughs",
"html": "<h2 class=\"imageCardCarousel_title__QcLEE\">Move past AI basics to business breakthroughs</h2>"
},
{
"text": "Our AI instructors",
"html": "<h2 class=\"imageCardCarouselV2_title__UCOrR\">Our AI instructors</h2>"
},
{
"text": "FAQS",
"html": "<h2>FAQS</h2>"
},
{
"text": "LET’S CONNECT",
"html": "<h2 class=\"twoColumnLeadFormDesign_mainTitle__VVuWN\">LET’S CONNECT  </h2>"
},
{
"text": "Stay in the loop",
"html": "<h2 class=\"mn-text-3xl lg:mn-text-[4rem] mn-font-secondary mn-font-bold mn-uppercase mn-text-ink mn-m-0\" id=\"consumer-newsletter\">Stay in the loop</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Tech Training in AI, Coding, Data, & UX?",
"pattern": {}
},
{
"id": "how",
"label": "How does Tech Training in AI, Coding, Data, & UX work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Tech Training in AI, Coding, Data, & UX?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Tech Training in AI, Coding, Data, & UX free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Tech Training in AI, Coding, Data, & UX compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Tech Training in AI, Coding, Data, & UX?",
"pattern": {}
},
{
"id": "how",
"label": "How does Tech Training in AI, Coding, Data, & UX work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Tech Training in AI, Coding, Data, & UX?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Tech Training in AI, Coding, Data, & UX free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Tech Training in AI, Coding, Data, & UX 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": 240225
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240225
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
}
]
},
"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": "for AI training",
"html": "<h2 class=\"heading2\">for AI training</h2>"
},
{
"text": "Where AI expertise meets practical application",
"html": "<h2 class=\"colorBlockPanel_title__Iph4h\">Where AI expertise meets practical application</h2>"
},
{
"text": "For companies",
"html": "<h2 class=\"heading2-3\">For companies</h2>"
},
{
"text": "For individuals",
"html": "<h2 class=\"heading2-3\">For individuals</h2>"
},
{
"text": "We build AI leaders",
"html": "<h2 class=\"stackedList_title___6DT0\">We build AI leaders</h2>"
},
{
"text": "Move past AI basics to business breakthroughs",
"html": "<h2 class=\"imageCardCarousel_title__QcLEE\">Move past AI basics to business breakthroughs</h2>"
},
{
"text": "Our AI instructors",
"html": "<h2 class=\"imageCardCarouselV2_title__UCOrR\">Our AI instructors</h2>"
},
{
"text": "FAQS",
"html": "<h2>FAQS</h2>"
},
{
"text": "LET’S CONNECT",
"html": "<h2 class=\"twoColumnLeadFormDesign_mainTitle__VVuWN\">LET’S CONNECT  </h2>"
},
{
"text": "Stay in the loop",
"html": "<h2 class=\"mn-text-3xl lg:mn-text-[4rem] mn-font-secondary mn-font-bold mn-uppercase mn-text-ink mn-m-0\" id=\"consumer-newsletter\">Stay in the loop</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Tech Training in AI, Coding, Data, & UX?",
"pattern": {}
},
{
"id": "how",
"label": "How does Tech Training in AI, Coding, Data, & UX work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Tech Training in AI, Coding, Data, & UX?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Tech Training in AI, Coding, Data, & UX free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Tech Training in AI, Coding, Data, & UX compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Tech Training in AI, Coding, Data, & UX?",
"pattern": {}
},
{
"id": "how",
"label": "How does Tech Training in AI, Coding, Data, & UX work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Tech Training in AI, Coding, Data, & UX?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Tech Training in AI, Coding, Data, & UX free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Tech Training in AI, Coding, Data, & UX compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Needs attention
Auth.md Agent Registration
Issue
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.
Why it matters
Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.
Check name
Auth.md Agent Registration
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.
Result
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Validation steps
Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.
Evidence
{
"failedStep": "auth-md",
"steps": [
{
"id": "auth-md",
"title": "Fetch and validate /auth.md",
"status": "fail",
"evidence": {
"path": "/auth.md",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173,
"validation": {
"valid": false,
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.",
"compatibleContentType": false,
"contentLength": 239231,
"hasRegisterInstructions": false,
"hasProtectedResourceLink": false,
"hasAuthorizationServerLink": false,
"mentionsIdentity": true,
"mentionsCredential": false,
"links": [
"https://generalassemb.ly/[[...path]]\"",
"/x-icon",
"https://vercel-production.generalassemb.ly/favicon.ico\"",
"/png",
"https://vercel-production.generalassemb.ly/apple-touch-icon.png\"",
"https://generalassembly.bynder.com/\"",
"https://generalassembly.bynder.com/\"",
"https://www.googletagmanager.com/\"",
"https://www.googletagmanager.com/\"",
"/title"
],
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/[[...path]]\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head=\"\""
}
},
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.",
"howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
},
{
"id": "oauth-protected-resource",
"title": "Publish protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173,
"text": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/[[...path]]\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com/\" class=\"jsx-2726722771\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found | General Assembly</title><meta name=\"description\" content=\"Page Description\" data-next-head=\"\"/><meta name=\"keywords\" content=\"Page Keywords\" data-next-head=\"\"/><meta name=\"twitter:card\" content=\"summary_large_image\" data-next-head=\"\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/89e98769e81ce167-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/adc39e83ff8dd438-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/52d750ed94b6182e-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/a9ba2b893281959a-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/b579f759dc371b04-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/ccf61282a701fb6b-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/ca07ea7069a42384-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/9dda9b2b750fa974-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/f9dadb35f9fef531-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/aea2beb65035a4f8-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/css/b6f7a64c1d7b99bc.css\" as=\"style\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/css/1e4fccaad004d0f0.css\" as=\"style\"/><script class=\"jsx-2726722771\" data-next-head=\"\">window.dataLayer = window.dataLayer || []; window.dataLayer.push({\"VISITOR_ID_COOKIE_NAME\":\"_general_assembly_visitor_id\",\"HOTJAR_ENABLE_TRACKING\":\"true\",\"ONETRUST_DOMAIN_SCRIPT\":\"f6196789-3737-41b9-a8f5-f8dd92ed627d\",\"ONETRUST_SRC\":\"https://cdn.cookielaw.org/scripttemplates/otSDKStub.js\",\"HOTJAR_SITE_ID\":\"55734\"});</script><script type=\"application/ld+json\" data-next-head=\"\">{\"@context\":\"https://schema.org\",\"@type\":\"Organization\",\"name\":\"General Assembly"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
},
{
"id": "agent-auth-block",
"title": "Validate agent_auth authorization metadata",
"status": "fail",
"evidence": {
"valid": false,
"issue": "OAuth authorization server metadata could not be fetched.",
"fetch": {
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173,
"text": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/[[...path]]\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com/\" class=\"jsx-2726722771\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found | General Assembly</title><meta name=\"description\" content=\"Page Description\" data-next-head=\"\"/><meta name=\"keywords\" content=\"Page Keywords\" data-next-head=\"\"/><meta name=\"twitter:card\" content=\"summary_large_image\" data-next-head=\"\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/89e98769e81ce167-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/adc39e83ff8dd438-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/52d750ed94b6182e-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/a9ba2b893281959a-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/b579f759dc371b04-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/ccf61282a701fb6b-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/ca07ea7069a42384-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/9dda9b2b750fa974-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/f9dadb35f9fef531-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/media/aea2beb65035a4f8-s.p.ttf\" as=\"font\" type=\"font/ttf\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/css/b6f7a64c1d7b99bc.css\" as=\"style\"/><link rel=\"preload\" href=\"https://vercel-production.generalassemb.ly/_next/static/css/1e4fccaad004d0f0.css\" as=\"style\"/><script class=\"jsx-2726722771\" data-next-head=\"\">window.dataLayer = window.dataLayer || []; window.dataLayer.push({\"VISITOR_ID_COOKIE_NAME\":\"_general_assembly_visitor_id\",\"HOTJAR_ENABLE_TRACKING\":\"true\",\"ONETRUST_DOMAIN_SCRIPT\":\"f6196789-3737-41b9-a8f5-f8dd92ed627d\",\"ONETRUST_SRC\":\"https://cdn.cookielaw.org/scripttemplates/otSDKStub.js\",\"HOTJAR_SITE_ID\":\"55734\"});</script><script type=\"application/ld+json\" data-next-head=\"\">{\"@context\":\"https://schema.org\",\"@type\":\"Organization\",\"name\":\"General Assembly"
}
},
"issue": "OAuth authorization server metadata could not be fetched.",
"howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 5,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 2,
"match": "my account"
}
]
},
"resourceFetchSucceeded": false
}AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Needs attention
IndexNow key
Issue
IndexNow key is informational for this page.
Why it matters
IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.
Check name
IndexNow key
Score
100/100
Status
informational
Category
Discoverability
Maturity
Established
Goal
Verify that IndexNow ownership key placement is detectable when the site advertises it.
Result
IndexNow key is informational for this page.
Validation steps
Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.
Evidence
{
"steps": [
{
"id": "advertised-location",
"title": "Find advertised IndexNow key location",
"status": "informational",
"evidence": {
"advertised": []
},
"issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
"howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
},
{
"id": "fetch-key",
"title": "Fetch and validate IndexNow key file",
"status": "informational",
"evidence": {
"advertised": [],
"checked": []
},
"issue": "No discoverable IndexNow key file was found.",
"howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
}
]
}Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Needs attention
OAuth / OIDC discovery
Issue
OAuth / OIDC discovery was not found at the expected path.
Why it matters
OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.
Check name
OAuth / OIDC discovery
Score
0/100
Status
informational
Category
Auth
Maturity
Established
Goal
Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.
Result
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Validation steps
Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/openid-configuration",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
},
{
"path": "/.well-known/oauth-authorization-server",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 240173
}
]
},
"issue": "OAuth / OIDC discovery was not found at the expected path.",
"howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 5,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 2,
"match": "my account"
}
]
},
"resourceFetchSucceeded": false
}Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Needs attention
OAuth Protected Resource
Issue
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Why it matters
Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.
Check name
OAuth Protected Resource
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.
Result
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Validation steps
Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
},
{
"id": "metadata",
"title": "Validate protected resource metadata",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://generalassemb.ly/[[...path]]\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"shortcut icon\" type=\"image/x-icon\" href=\"https://vercel-production.generalassemb.ly/favicon.ico\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" type=\"image/png\" href=\"https://vercel-production.generalassemb.ly/apple-touch-icon.png\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://generalassembly.bynder.com/\" crossorigin=\"true\" class=\"jsx-2726722771\" data-next-head=\"\"/><link rel=\"dns-prefetch\" href=\"https://generalassembly.bynder.com/\" class=\"jsx-2726722771\" data-next-head=\"\""
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish resource and authorization_servers as absolute URLs."
},
{
"id": "resource-identity",
"title": "Validate protected resource identity",
"status": "fail",
"evidence": {
"expectedResource": "https://generalassemb.ly"
},
"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://generalassemb.ly/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://generalassemb.ly/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://generalassemb.ly/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
}
]
},
"issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
"howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 5,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 2,
"match": "my account"
}
]
},
"resourceFetchSucceeded": false
}Performance and AccessibilityAccessibilityBrowser audit
Heading elements are not in a sequentially-descending order
100 Fail
Performance and AccessibilityAccessibilityBrowser audit
Heading elements are not in a sequentially-descending order
Check name
Heading elements are not in a sequentially-descending order
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order)."
}SEOSEOBrowser audit
Links do not have descriptive text
100 Fail
SEOSEOBrowser audit
Links do not have descriptive text
Check name
Links do not have descriptive text
Score
0/100
Status
fail
Device
desktop
Category
SEO
Estimated savings
1 link found
Fix guidance
Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).
Evidence
{
"displayValue": "1 link found",
"description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}Performance and AccessibilityPerformanceBrowser audit
Network dependency tree
25 Fail
Performance and AccessibilityPerformanceBrowser audit
Network dependency tree
Check name
Network dependency tree
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load.
References
https://web.dev/learn/performance/Evidence
{
"description": "[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load."
}Performance and AccessibilityPerformanceBrowser audit
Avoid enormous network payloads
13 Warning
Performance and AccessibilityPerformanceBrowser audit
Avoid enormous network payloads
Check name
Avoid enormous network payloads
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Total size was 4,176 KiB
Fix guidance
Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Total size was 4,176 KiB",
"description": "Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).",
"numericValue": 4276358
}Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
13 Warning
Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
Check name
Use efficient cache lifetimes
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 396 KiB
Fix guidance
A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 396 KiB",
"description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
11 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
56/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Review the grouped loading performance checks and improve the failing sub-checks listed in evidence.
References
https://web.dev/learn/performance/Evidence
{
"checks": [
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 63,
"displayValue": "1.4 s",
"numericValue": 1377.0079903680953
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 7,
"displayValue": "920 ms",
"numericValue": 921.9999999999995
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 63,
"displayValue": "210 ms",
"numericValue": 210
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 36,
"displayValue": "2.7 s",
"numericValue": 2664.7208400773843
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 51,
"displayValue": "2.3 s",
"numericValue": 2346.0101859135743
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "10 ms",
"numericValue": 11.328164999999998
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 27,
"displayValue": "6.0 s",
"numericValue": 5967.704247738673
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 340 ms",
"numericValue": 335
}
]
}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 |
|---|---|---|---|
| 52/100 | Level 3, Bot-Aware | Current report |