Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 54 out of 100
- Agent Ease of Use 68 out of 100
- Security & Trust 40 out of 100
- GEO, AIO and AEO 78 out of 100
- SEO 92 out of 100
- Performance and Accessibility 91 out of 100
What AI sees of your website
The Context Layer for AI Agents | Airbyte
Airbyte turns every source into a queryable Context Store, giving AI agents the live context they need to reason across systems.
Next step
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 54 | Needs work | 14 | 10 | 0 | View details |
| Discoverability | 57 | Needs work | 4 | 5 | 0 | View details |
| Content Readiness | 67 | Needs work | 9 | 2 | 0 | View details |
| Bot Access Control | 33 | Priority fix | 1 | 3 | 0 | View details |
| Agent Ease of Use | 68 | Needs work | 24 | 26 | 4 | View details |
| API | 75 | Mostly ready | 4 | 2 | 2 | View details |
| Auth | 100 | Strong | 10 | 3 | 0 | View details |
| MCP | 47 | Priority fix | 4 | 7 | 1 | View details |
| Skill Discovery | 18 | Priority fix | 2 | 10 | 1 | View details |
| Agent Commerce | 75 | Mostly ready | 4 | 4 | 0 | View details |
| GEO, AIO and AEO | 78 | Mostly ready | 6 | 2 | 12 | View details |
| GEO Readiness | 87 | Mostly ready | 2 | 0 | 4 | |
| AIO Readiness | 80 | Mostly ready | 3 | 1 | 3 | View details |
| AEO Readiness | 67 | Needs work | 1 | 1 | 5 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| Security & Trust | 40 | Priority fix | 6 | 3 | 0 | View details |
| Security & Trust | 40 | Priority fix | 2 | 3 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 91 | Strong | 23 | 3 | 2 | View details |
| Performance | 90 | Strong | 13 | 3 | 2 | View details |
| Accessibility | 92 | Strong | 10 | 0 | 0 |
Prioritized recommendations
Issues ranked by score impact
44 items need attention
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
50 Fail
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
Needs attention
AI bot rules in robots.txt
Issue
No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.
Why it matters
Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.
Check name
AI bot rules in robots.txt
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Established
Goal
Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.
Result
AI bot rules in robots.txt is missing or incomplete.
Evidence
{
"expectedBots": [
"GPTBot",
"ChatGPT-User",
"ClaudeBot",
"Claude-Web",
"Anthropic-AI",
"Google-Extended",
"PerplexityBot",
"CCBot",
"Applebot-Extended",
"Meta-ExternalAgent",
"Bytespider",
"Amazonbot",
"Cohere-AI"
],
"configuredBots": []
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
50 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 ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
50 Fail
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
Needs attention
Semantic HTML
Issue
Semantic HTML is incomplete: skipped heading levels; 1 links missing accessible names.
Details
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": true,
"nav": true,
"footer": true,
"meaningfulH1": true,
"headingOrder": false,
"accessibleLinks": false,
"accessibleButtons": true,
"imageAltCoverage": true,
"formAutocompleteCoverage": true,
"details": {
"inaccessibleLinks": [
"<a href=\"/\" aria-current=\"page\" class=\"logo-wrapper w-nav-brand w--current\"><svg width=\"98\" height=\"25\" viewBox=\"0 0 98 25\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"navigation_logo navigation_logo--dark\" aria-label=\"Airbyte\" role=\"img\"><path d=\"M33.6101 5.2065H36.2411L41.8926 20.6965V20.9997H39.5465L38.1028 16.6132H31.6725L30.1623 20.9997H27.9492V20.6965L33.6101 5.2065ZM37.4379 14.69L34.9304 7.63185H34.8449L32.3564 14.69H37.4474H37.4379Z\" fill=\"white\"/><path d=\"M45.7963 4.80859V7.21"
],
"inaccessibleButtons": [],
"missingAutocompleteInputs": [],
"imagesMissingAlt": [],
"skippedHeadingLevels": [
"h1: The data and action layerfor AI agents.",
"h2: Meet the Context Store",
"h5: 600+ apps, connected in minutes",
"h5: Find anything, across every tool",
"h5: Ask a business question, get a cross-system answer",
"h2: Better context. Faster agents.",
"h3: 80%",
"h3: 40%",
"h3: 90%",
"h2: What Airbyte unlocks for your agents",
"h5: Your agent plugs into everything",
"h5: Your agent knows your business",
"h5: Your agent knows Sarah is Sarah",
"h5: Your agent is never behind",
"h2: One foundation, three ways to build",
"h5: Want ready-made agents?",
"h5: Already using Claude or ChatGPT?",
"h5: Building your own agents?",
"h2: Trusted by AI leaders and Innovators",
"h4: Franziska Ibscher",
"h4: Nate Chambers",
"h2: Build with the Agent SDK",
"h5: Authenticate once [01]",
"h5: Query across systems [02]",
"h5: Act on what you find [03]",
"h5: Managed Auth",
"h5: 50+ Agent Connectors",
"h5: Context Store",
"h5: Production Ready",
"h3: Works with your favorite frameworks",
"h2: Built on the same OSS foundation that runs data for thousands of companies",
"h2: Enterprise ready",
"h5: Compliant with standards",
"h5: Uptime & SLA Guarantees",
"h2: Build context-aware agents in minutes.",
"h2: Build with Airbyte"
]
},
"counts": {
"h1": 1,
"headings": 36,
"links": 51,
"inaccessibleLinks": 1,
"buttons": 7,
"inaccessibleButtons": 0,
"images": 31,
"imagesWithAlt": 31,
"autocompleteInputs": 0,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 0
}
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
50 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": 110248
}
]
},
"issue": "Web Bot Auth request signing was not found at the expected path.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
33 Fail
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
Needs attention
Content-Security-Policy
Issue
Content-Security-Policy is missing or incomplete.
Why it matters
Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.
Check name
Content-Security-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Constrain script, style, frame, and resource loading with a Content-Security-Policy header.
Result
Content-Security-Policy is missing or incomplete.
Evidence
{
"header": "content-security-policy",
"value": null
}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",
"WebSite"
]
}Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
33 Fail
Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
Needs attention
Frame protection
Issue
Frame protection is missing or incomplete.
Why it matters
Frame protection blocks hostile sites from embedding pages in deceptive frames, reducing clickjacking risk.
Check name
Frame protection
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent unwanted framing with X-Frame-Options or CSP frame-ancestors.
Result
Frame protection is missing or incomplete.
Evidence
{
"xFrameOptions": null,
"validXFrame": false,
"contentSecurityPolicy": null,
"cspFrameAncestors": false
}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",
"WebSite"
]
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
Issue
No useful agent discovery Link headers were found.
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
33 Fail
Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
Needs attention
Referrer-Policy
Issue
Referrer-Policy is missing or incomplete.
Why it matters
Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.
Check name
Referrer-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Limit how much referrer data leaves the site.
Result
Referrer-Policy is missing or incomplete.
Evidence
{
"header": "referrer-policy",
"value": null
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
33 Fail
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
Needs attention
WebMCP manifest
Issue
WebMCP manifest was not found at the expected path.
Why it matters
A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.
Check name
WebMCP manifest
Score
0/100
Status
fail
Category
MCP
Maturity
Informational
Goal
Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.
Result
WebMCP manifest failed at "Fetch to find resource".
Validation steps
Fetch to find resource
WebMCP manifest was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 110248
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 110248
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 110248
}
]
},
"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 UseAgent CommerceInformational
ACP - Agentic Commerce Protocol
ACP - Agentic Commerce Protocol failed at "Validate resource body".
25 Fail
Agent Ease of UseAgent CommerceInformational
ACP - Agentic Commerce Protocol
ACP - Agentic Commerce Protocol failed at "Validate resource body".
Needs attention
ACP - Agentic Commerce Protocol
Issue
Commerce Discovery response did not match the expected shape. missing version or protocolVersion; missing endpoint; missing payment details or explicit not_supported declaration.
Why it matters
ACP discovery gives commerce agents a structured way to find protocol endpoints, versions, and payment metadata before transacting.
Check name
ACP - Agentic Commerce Protocol
Score
50/100
Status
fail
Category
Agent Commerce
Maturity
Informational
Goal
Publish ACP discovery metadata when agents need to discover this site's commerce API.
Result
ACP - Agentic Commerce Protocol failed at "Validate resource body".
Validation steps
Validate resource body
Commerce Discovery response did not match the expected shape. missing version or protocolVersion; missing endpoint; missing payment details or explicit not_supported declaration.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/acp.json",
"statusCode": 200,
"contentType": "application/json; charset=utf-8"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": true,
"compatibleContentType": true,
"document": {
"protocol": {
"name": "acp",
"version": "0.1.0"
},
"api_base_url": "https://airbyte.com",
"transports": [
"https"
],
"capabilities": {
"services": [
"discovery",
"documentation"
],
"checkout": false
},
"links": {
"signup": "https://airbyte.com/signup",
"pricing": "https://airbyte.com/pricing",
"documentation": "https://docs.airbyte.com/"
}
},
"rawExcerpt": "{\"protocol\":{\"name\":\"acp\",\"version\":\"0.1.0\"},\"api_base_url\":\"https://airbyte.com\",\"transports\":[\"https\"],\"capabilities\":{\"services\":[\"discovery\",\"documentation\"],\"checkout\":false},\"links\":{\"signup\":\"https://airbyte.com/signup\",\"pricing\":\"https://airbyte.com/pricing\",\"documentation\":\"https://docs.airbyte.com/\"}}",
"issue": "Commerce Discovery response did not match the expected shape. missing version or protocolVersion; missing endpoint; missing payment details or explicit not_supported declaration.",
"hasVersion": false,
"hasEndpoint": false,
"hasPayment": false,
"explicitlyNotSupported": false
},
"issue": "Commerce Discovery response did not match the expected shape. missing version or protocolVersion; missing endpoint; missing payment details or explicit not_supported declaration.",
"howToFix": "For commerce sites, publish ACP discovery JSON with protocol version, endpoints, and payment metadata."
}
]
}Agent Ease of UseAgent CommerceInformational
Universal Commerce Protocol
Universal Commerce Protocol failed at "Validate resource body".
25 Fail
Agent Ease of UseAgent CommerceInformational
Universal Commerce Protocol
Universal Commerce Protocol failed at "Validate resource body".
Needs attention
Universal Commerce Protocol
Issue
Commerce Discovery response did not match the expected shape. missing version or protocolVersion; missing payment details or explicit not_supported declaration.
Why it matters
Universal Commerce Protocol discovery helps agents identify paid content or commerce endpoints and the payment metadata needed to use them.
Check name
Universal Commerce Protocol
Score
50/100
Status
fail
Category
Agent Commerce
Maturity
Informational
Goal
Enable content payments via Universal Commerce Protocol when this site has paid content or commerce surfaces.
Result
Universal Commerce Protocol failed at "Validate resource body".
Validation steps
Validate resource body
Commerce Discovery response did not match the expected shape. missing version or protocolVersion; missing payment details or explicit not_supported declaration.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/ucp",
"statusCode": 200,
"contentType": "application/json; charset=utf-8"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": true,
"compatibleContentType": true,
"document": {
"ucp": {
"version": "2026-01-11",
"services": [
{
"id": "airbyte-marketing",
"name": "Airbyte marketing",
"description": "Product information and signup links; no checkout on this origin."
}
]
},
"capabilities": {
"checkout": false,
"subscriptions": false
},
"endpoints": {
"documentation": "https://docs.airbyte.com/",
"signup": "https://airbyte.com/signup",
"talk_to_sales": "https://airbyte.com/company/talk-to-sales"
},
"spec": "https://ucp.dev/specification/overview/"
},
"rawExcerpt": "{\"ucp\":{\"version\":\"2026-01-11\",\"services\":[{\"id\":\"airbyte-marketing\",\"name\":\"Airbyte marketing\",\"description\":\"Product information and signup links; no checkout on this origin.\"}]},\"capabilities\":{\"checkout\":false,\"subscriptions\":false},\"endpoints\":{\"documentation\":\"https://docs.airbyte.com/\",\"signup\":\"https://airbyte.com/signup\",\"talk_to_sales\":\"https://airbyte.com/company/talk-to-sales\"},\"spec\":\"https://ucp.dev/specification/overview/\"}",
"issue": "Commerce Discovery response did not match the expected shape. missing version or protocolVersion; missing payment details or explicit not_supported declaration.",
"hasVersion": false,
"hasEndpoint": true,
"hasPayment": false,
"explicitlyNotSupported": false
},
"issue": "Commerce Discovery response did not match the expected shape. missing version or protocolVersion; missing payment details or explicit not_supported declaration.",
"howToFix": "For paid content or commerce sites, publish UCP JSON with protocol version, endpoint, and payment metadata."
}
]
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Validate resource body".
21 Fail
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Validate resource body".
Needs attention
MCP Server Card
Issue
MCP Server Card response is missing required fields or has invalid transports.
Details
Why it matters
MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.
Check name
MCP Server Card
Score
38/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Publish an MCP Server Card for agent discovery.
Result
MCP Server Card failed at "Validate resource body".
Validation steps
Validate resource body
MCP Server Card response is missing required fields or has invalid transports.
Missing required fields
- protocolVersion
Verify advertised MCP transport endpoints
At least one same-origin transport failed MCP initialize or advertised capability list probes. See probes[].capabilityProbes for the exact method, status, JSON-RPC error, and response excerpt.
Verify advertised MCP tool execution
MCP discovery passed, but no advertised tool could be safely executed by this scanner.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/mcp/server-card.json",
"statusCode": 200,
"contentType": "application/json; charset=utf-8"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": true,
"compatibleContentType": true,
"document": {
"$schema": "https://modelcontextprotocol.io/schemas/server-card/v1/server-card.schema.json",
"serverInfo": {
"name": "Airbyte MCP Gateway",
"version": "1.0.0",
"description": "Context-aware MCP access to business systems via Airbyte Agents. Deploy from the product page or Airbyte Cloud."
},
"transports": [
{
"type": "streamable-http",
"endpoint": "https://app.airbyte.ai/signup",
"documentation": "https://airbyte.com/mcp-gateway"
}
],
"capabilities": {
"tools": true,
"resources": true,
"prompts": false
},
"links": {
"product": "https://airbyte.com/mcp-gateway",
"documentation": "https://docs.airbyte.com/ai-agents/"
}
},
"rawExcerpt": "{\"$schema\":\"https://modelcontextprotocol.io/schemas/server-card/v1/server-card.schema.json\",\"serverInfo\":{\"name\":\"Airbyte MCP Gateway\",\"version\":\"1.0.0\",\"description\":\"Context-aware MCP access to business systems via Airbyte Agents. Deploy from the product page or Airbyte Cloud.\"},\"transports\":[{\"type\":\"streamable-http\",\"endpoint\":\"https://app.airbyte.ai/signup\",\"documentation\":\"https://airbyte.com/mcp-gateway\"}],\"capabilities\":{\"tools\":true,\"resources\":true,\"prompts\":false},\"links\":{\"product\":\"https://airbyte.com/mcp-gateway\",\"documentation\":\"https://docs.airbyte.com/ai-agents/\"}}",
"issue": "MCP Server Card response is missing required fields or has invalid transports.",
"issueDetails": [
{
"title": "Missing required fields",
"items": [
"protocolVersion"
]
}
],
"missing": [
"protocolVersion"
],
"protocolVersion": "",
"transportCount": 1,
"transports": [
{
"type": "streamable-http",
"endpoint": "https://app.airbyte.ai/signup",
"documentation": "https://airbyte.com/mcp-gateway"
}
],
"invalidTransports": [],
"capabilityKeys": [
"tools",
"resources",
"prompts"
]
},
"issue": "MCP Server Card response is missing required fields or has invalid transports.",
"howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request.",
"issueDetails": [
{
"title": "Missing required fields",
"items": [
"protocolVersion"
]
}
]
},
{
"id": "endpoint-verification",
"title": "Verify advertised MCP transport endpoints",
"status": "fail",
"evidence": {
"probes": [
{
"url": "https://app.airbyte.ai/signup",
"skipped": "External transport endpoint was not probed."
}
]
},
"issue": "At least one same-origin transport failed MCP initialize or advertised capability list probes. See probes[].capabilityProbes for the exact method, status, JSON-RPC error, and response excerpt.",
"howToFix": "Expose a real MCP endpoint for advertised transports, or remove transports that point to ordinary HTTP APIs."
},
{
"id": "tool-execution",
"title": "Verify advertised MCP tool execution",
"status": "warning",
"evidence": {
"probes": [
{
"url": "https://app.airbyte.ai/signup",
"skipped": "External transport endpoint was not probed."
}
]
},
"issue": "MCP discovery passed, but no advertised tool could be safely executed by this scanner.",
"howToFix": "Implement tools/call for advertised tools, or report the MCP card as discovery-only until tools are executable."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "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": 110248
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 110248
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 110248
}
]
},
"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.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": 110248
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 110248
}
]
},
"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": 110248
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 110248
}
]
},
"issue": "agents.json was not found at the expected path.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Validate resource body".
17 Fail
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Validate resource body".
Needs attention
mcp.json
Issue
mcp.json response did not match the expected MCP server metadata shape. missing: protocolVersion.
Details
Why it matters
MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.
Check name
mcp.json
Score
50/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.
Result
mcp.json failed at "Validate resource body".
Validation steps
Validate resource body
mcp.json response did not match the expected MCP server metadata shape. missing: protocolVersion.
Missing required fields
- protocolVersion
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/mcp/server-card.json",
"statusCode": 200,
"contentType": "application/json; charset=utf-8"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": true,
"compatibleContentType": true,
"document": {
"$schema": "https://modelcontextprotocol.io/schemas/server-card/v1/server-card.schema.json",
"serverInfo": {
"name": "Airbyte MCP Gateway",
"version": "1.0.0",
"description": "Context-aware MCP access to business systems via Airbyte Agents. Deploy from the product page or Airbyte Cloud."
},
"transports": [
{
"type": "streamable-http",
"endpoint": "https://app.airbyte.ai/signup",
"documentation": "https://airbyte.com/mcp-gateway"
}
],
"capabilities": {
"tools": true,
"resources": true,
"prompts": false
},
"links": {
"product": "https://airbyte.com/mcp-gateway",
"documentation": "https://docs.airbyte.com/ai-agents/"
}
},
"rawExcerpt": "{\"$schema\":\"https://modelcontextprotocol.io/schemas/server-card/v1/server-card.schema.json\",\"serverInfo\":{\"name\":\"Airbyte MCP Gateway\",\"version\":\"1.0.0\",\"description\":\"Context-aware MCP access to business systems via Airbyte Agents. Deploy from the product page or Airbyte Cloud.\"},\"transports\":[{\"type\":\"streamable-http\",\"endpoint\":\"https://app.airbyte.ai/signup\",\"documentation\":\"https://airbyte.com/mcp-gateway\"}],\"capabilities\":{\"tools\":true,\"resources\":true,\"prompts\":false},\"links\":{\"product\":\"https://airbyte.com/mcp-gateway\",\"documentation\":\"https://docs.airbyte.com/ai-agents/\"}}",
"issue": "mcp.json response did not match the expected MCP server metadata shape. missing: protocolVersion.",
"issueDetails": [
{
"title": "Missing required fields",
"items": [
"protocolVersion"
]
}
],
"missing": [
"protocolVersion"
],
"protocolVersion": "",
"transportCount": 1,
"transports": [
{
"type": "streamable-http",
"endpoint": "https://app.airbyte.ai/signup",
"documentation": "https://airbyte.com/mcp-gateway"
}
],
"invalidTransports": [],
"toolCount": 0,
"capabilityKeys": [
"tools",
"resources",
"prompts"
]
},
"issue": "mcp.json response did not match the expected MCP server metadata shape. missing: protocolVersion.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities.",
"issueDetails": [
{
"title": "Missing required fields",
"items": [
"protocolVersion"
]
}
]
}
]
}Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch advertised API catalog targets".
17 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch advertised API catalog targets".
Needs attention
API Catalog
Issue
API Catalog did not expose any same-origin hrefs to validate.
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
67/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Fetch advertised API catalog targets".
Validation steps
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.
Evidence
{
"failedStep": "target-validation",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "pass",
"evidence": {
"statusCode": 200,
"contentType": "application/linkset+json; charset=utf-8"
},
"howToFix": "Publish /.well-known/api-catalog."
},
{
"id": "validate",
"title": "Validate RFC 9727 linkset",
"status": "pass",
"evidence": {
"valid": true,
"compatibleContentType": true,
"linksetItems": 1,
"relations": [
"service-desc",
"service-doc",
"status"
],
"usefulRelations": [
"service-desc",
"service-doc",
"status"
],
"legacyRelations": [],
"hrefIssues": [],
"targetUrlIssues": [],
"links": [
{
"anchor": "https://api.airbyte.com/",
"rel": "service-desc",
"href": "https://reference.airbyte.com/reference/getting-started",
"type": "text/html"
},
{
"anchor": "https://api.airbyte.com/",
"rel": "service-doc",
"href": "https://docs.airbyte.com/developers/api-documentation",
"type": "text/html"
},
{
"anchor": "https://api.airbyte.com/",
"rel": "status",
"href": "https://api.airbyte.com/v1/applications/token",
"type": "application/json"
}
],
"parsedSummary": [
{
"anchor": "https://api.airbyte.com/",
"service-desc": [
{
"href": "https://reference.airbyte.com/reference/getting-started",
"type": "text/html",
"title": "Airbyte API reference"
}
],
"service-doc": [
{
"href": "https://docs.airbyte.com/developers/api-documentation",
"type": "text/html",
"title": "Airbyte API documentation"
}
],
"status": [
{
"href": "https://api.airbyte.com/v1/applications/token",
"type": "application/json",
"title": "OAuth2 client credentials token endpoint"
}
]
}
],
"rawExcerpt": "{\"linkset\":[{\"anchor\":\"https://api.airbyte.com/\",\"service-desc\":[{\"href\":\"https://reference.airbyte.com/reference/getting-started\",\"type\":\"text/html\",\"title\":\"Airbyte API reference\"}],\"service-doc\":[{\"href\":\"https://docs.airbyte.com/developers/api-documentation\",\"type\":\"text/html\",\"title\":\"Airbyte API documentation\"}],\"status\":[{\"href\":\"https://api.airbyte.com/v1/applications/token\",\"type\":\"application/json\",\"title\":\"OAuth2 client credentials token endpoint\"}]}]}"
},
"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": [
{
"rel": "service-desc",
"href": "https://reference.airbyte.com/reference/getting-started",
"skipped": "External target was not fetched."
},
{
"rel": "service-doc",
"href": "https://docs.airbyte.com/developers/api-documentation",
"skipped": "External target was not fetched."
},
{
"rel": "status",
"href": "https://api.airbyte.com/v1/applications/token",
"skipped": "External target was not fetched."
}
],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
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": "airbyte.com",
"probes": [
{
"name": "_index._agents.airbyte.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.airbyte.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
}
]
},
"issue": "No DNS-AID entrypoint records were found under _agents.",
"howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
},
{
"id": "service-params",
"title": "Validate alpn and endpoint parameters",
"status": "informational",
"evidence": {
"discovered": []
},
"howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
},
{
"id": "dnssec",
"title": "Check DNSSEC material",
"status": "warning",
"evidence": {
"hasDnssecMaterial": false,
"checked": [
{
"name": "airbyte.com",
"dnssecTypes": [],
"dnssecRecordCount": 0
}
]
},
"issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
"howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
9 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": "/company/talk-to-sales",
"text": "Talk to us",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--sm ab-marketing-btn--secondary-dark max-width-full-tablet\">Talk to us</a>"
},
{
"href": "/company/talk-to-sales",
"text": "Talk to sales",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--md ab-marketing-btn--secondary-dark\">Talk to sales</a>"
},
{
"href": "/company/talk-to-sales",
"text": "talk to us",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--md ab-marketing-btn--secondary-dark\">talk to us</a>"
},
{
"href": "/company/talk-to-sales",
"text": "talk to us",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--md ab-marketing-btn--primary-dark\" target=\"_blank\" rel=\"noopener noreferrer\">talk to us</a>"
},
{
"href": "/company/talk-to-sales",
"text": "Talk to sales",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--md ab-marketing-btn--secondary-purple\">Talk to sales</a>"
},
{
"href": "/company/talk-to-sales",
"text": "Talk to US",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--md ab-marketing-btn--secondary-dark max-width-full-tablet\">Talk to US</a>"
},
{
"href": "/company/about-us",
"text": "About Airbyte",
"html": "<a href=\"/company/about-us\" class=\"footer12_link\">About Airbyte</a>"
},
{
"href": "/company/careers",
"text": "Careers",
"html": "<a href=\"/company/careers\" class=\"footer12_link\">Careers</a>"
},
{
"href": "/company/privacy-policy",
"text": "Privacy Policy",
"html": "<a href=\"/company/privacy-policy\" class=\"footer12_link\">Privacy Policy</a>"
},
{
"href": "/company/terms",
"text": "Terms - Data Replication",
"html": "<a href=\"/company/terms\" class=\"footer12_link\">Terms - Data Replication</a>"
},
{
"href": "/company/terms-airbyte-agents",
"text": "Terms - Airbyte Agents",
"html": "<a href=\"/company/terms-airbyte-agents\" class=\"footer12_link\">Terms - Airbyte Agents</a>"
},
{
"href": "https://www.linkedin.com/company/airbytehq/",
"text": "",
"html": "<a href=\"https://www.linkedin.com/company/airbytehq/\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"LinkedIn\" class=\"footer12_social-link w-inline-block\"><div class=\"icon-embed-xsmall w-embed\" aria-hidden=\"true\"><svg width=\"100%\" height=\"100%\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" aria-hidden=\"true\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M4.5 3C3.67157 3 3 3.67157 3 4.5V19.5C3 20.3284 3.67157 21 4.5 21H19.5C20.3284 21 21 20.3284 21 19.5V4.5C21 3...."
}
],
"contactLinks": [
{
"href": "https://support.airbyte.com/",
"text": "Support Center",
"html": "<a href=\"https://support.airbyte.com/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"footer12_link\">Support Center</a>"
}
],
"privacyLinks": [
{
"href": "/company/privacy-policy",
"text": "Privacy Policy",
"html": "<a href=\"/company/privacy-policy\" class=\"footer12_link\">Privacy Policy</a>"
},
{
"href": "/company/terms",
"text": "Terms - Data Replication",
"html": "<a href=\"/company/terms\" class=\"footer12_link\">Terms - Data Replication</a>"
},
{
"href": "/company/terms-airbyte-agents",
"text": "Terms - Airbyte Agents",
"html": "<a href=\"/company/terms-airbyte-agents\" class=\"footer12_link\">Terms - Airbyte Agents</a>"
}
],
"score": 40,
"weight": 20
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery has a validation warning at "Check machine-usable API details".
9 Warning
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery has a validation warning at "Check machine-usable API details".
Needs attention
OpenAPI discovery
Issue
OpenAPI is valid, but missing schemas, parameters, servers, or security details reduce machine usability.
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
83/100
Status
warning
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery has a validation warning at "Check machine-usable API details".
Validation steps
Check machine-usable API details
OpenAPI is valid, but missing schemas, parameters, servers, or security details reduce machine usability.
Evidence
{
"failedStep": "machine-usable-detail",
"steps": [
{
"id": "fetch",
"title": "Fetch OpenAPI document",
"status": "pass",
"evidence": {
"found": "/openapi.json",
"statusCode": 200,
"contentType": "application/json; charset=utf-8"
}
},
{
"id": "validate",
"title": "Validate baseline OpenAPI structure",
"status": "pass",
"evidence": {
"valid": true,
"compatibleContentType": true,
"format": "json",
"version": "3.1.0",
"pathCount": 3,
"operationCount": 3,
"operationWarnings": [
{
"field": "components.securitySchemes",
"issue": "No security schemes or explicit no-auth declaration."
},
{
"path": "/",
"method": "get",
"field": "responses",
"issue": "No response schema declared."
},
{
"path": "/.well-known/api-catalog",
"method": "get",
"field": "responses",
"issue": "No response schema declared."
},
{
"path": "/api/x402",
"method": "get",
"field": "responses",
"issue": "No response schema declared."
}
],
"hasServers": true,
"hasSecuritySchemes": false,
"hasExplicitNoAuth": false,
"rawExcerpt": "{\"openapi\":\"3.1.0\",\"info\":{\"title\":\"Airbyte marketing site\",\"version\":\"1.0.0\",\"description\":\"Discovery and documentation surface for airbyte.com. Programmatic data plane APIs are hosted at https://api.airbyte.com.\"},\"servers\":[{\"url\":\"https://airbyte.com\"}],\"paths\":{\"/\":{\"get\":{\"operationId\":\"getHomepage\",\"summary\":\"Marketing homepage\",\"responses\":{\"200\":{\"description\":\"HTML homepage (default) or markdown when negotiated\"}}}},\"/.well-known/api-catalog\":{\"get\":{\"operationId\":\"getApiCatalog\",\"summary\":\"RFC 9727 API catalog\",\"responses\":{\"200\":{\"description\":\"application/linkset+json\"}}}},\"/api/x402\":{\"get\":{\"operationId\":\"x402DiscoveryProbe\",\"summary\":\"x402 payment discovery probe\",\"description\":\"Returns HTTP 402 with PAYMENT-REQUIRED for agent scanners. No charge on the marketing origin.\",\""
}
},
{
"id": "machine-usable-detail",
"title": "Check machine-usable API details",
"status": "warning",
"evidence": {
"warningCount": 4,
"warnings": [
{
"field": "components.securitySchemes",
"issue": "No security schemes or explicit no-auth declaration."
},
{
"path": "/",
"method": "get",
"field": "responses",
"issue": "No response schema declared."
},
{
"path": "/.well-known/api-catalog",
"method": "get",
"field": "responses",
"issue": "No response schema declared."
},
{
"path": "/api/x402",
"method": "get",
"field": "responses",
"issue": "No response schema declared."
}
],
"hasServers": true,
"hasSecuritySchemes": false,
"hasExplicitNoAuth": false
},
"issue": "OpenAPI is valid, but missing schemas, parameters, servers, or security details reduce machine usability.",
"howToFix": "Add servers, parameters, request bodies, response schemas, and security or explicit no-auth declarations where they apply."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Validate resource body".
7 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Validate resource body".
Needs attention
Agent Skills index
Issue
Agent Skills Index response did not match the expected shape. missing or invalid top-level fields: version=0.2.0.
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
67/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent skills discovery index.
Result
Agent Skills index failed at "Validate resource body".
Validation steps
Validate resource body
Agent Skills Index response did not match the expected shape. missing or invalid top-level fields: version=0.2.0.
Evidence
{
"failedStep": "validate",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/agent-skills/index.json",
"statusCode": 200,
"contentType": "application/json"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "fail",
"evidence": {
"valid": false,
"validJson": true,
"compatibleContentType": true,
"document": {
"$schema": "https://schemas.agentskills.io/discovery/0.2.0/schema.json",
"skills": [
{
"name": "api-access",
"type": "skill-md",
"description": "Obtain Airbyte Cloud API tokens via client credentials and call the public REST API.",
"url": "https://airbyte.com/.well-known/agent-skills/api-access/SKILL.md",
"digest": "sha256:d9ea662386b60d35c059026bfc0c94c9fcb784c210deee87c93e4e69e9391ba1"
},
{
"name": "site-overview",
"type": "skill-md",
"description": "Overview of airbyte.com marketing pages, product routes, and machine-readable discovery endpoints for agents.",
"url": "https://airbyte.com/.well-known/agent-skills/site-overview/SKILL.md",
"digest": "sha256:a5642c4e15b0e3e4891b89fdd13cbbda701a1a22ff3f2383b9b1be73b222760c"
}
]
},
"rawExcerpt": "{\n \"$schema\": \"https://schemas.agentskills.io/discovery/0.2.0/schema.json\",\n \"skills\": [\n {\n \"name\": \"api-access\",\n \"type\": \"skill-md\",\n \"description\": \"Obtain Airbyte Cloud API tokens via client credentials and call the public REST API.\",\n \"url\": \"https://airbyte.com/.well-known/agent-skills/api-access/SKILL.md\",\n \"digest\": \"sha256:d9ea662386b60d35c059026bfc0c94c9fcb784c210deee87c93e4e69e9391ba1\"\n },\n {\n \"name\": \"site-overview\",\n \"type\": \"skill-md\",\n \"description\": \"Overview of airbyte.com marketing pages, product routes, and machine-readable discovery endpoints for agents.\",\n \"url\": \"https://airbyte.com/.well-known/agent-skills/site-overview/SKILL.md\",\n \"digest\": \"sha256:a5642c4e15b0e3e4891b89fdd13cbbda701a1a22ff3f2383b9b1be73b",
"issue": "Agent Skills Index response did not match the expected shape. missing or invalid top-level fields: version=0.2.0.",
"schema": "https://schemas.agentskills.io/discovery/0.2.0/schema.json",
"skillCount": 2,
"validSkillCount": 2,
"invalidSkills": [],
"skills": [
{
"name": "api-access",
"type": "skill-md",
"description": "Obtain Airbyte Cloud API tokens via client credentials and call the public REST API.",
"url": "https://airbyte.com/.well-known/agent-skills/api-access/SKILL.md",
"digest": "sha256:d9ea662386b60d35c059026bfc0c94c9fcb784c210deee87c93e4e69e9391ba1"
},
{
"name": "site-overview",
"type": "skill-md",
"description": "Overview of airbyte.com marketing pages, product routes, and machine-readable discovery endpoints for agents.",
"url": "https://airbyte.com/.well-known/agent-skills/site-overview/SKILL.md",
"digest": "sha256:a5642c4e15b0e3e4891b89fdd13cbbda701a1a22ff3f2383b9b1be73b222760c"
}
]
},
"issue": "Agent Skills Index response did not match the expected shape. missing or invalid top-level fields: version=0.2.0.",
"howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
},
{
"id": "skill-documents",
"title": "Fetch advertised SKILL.md files",
"status": "pass",
"evidence": {
"checkedCount": 2,
"totalCount": 2,
"checked": [
{
"url": "https://airbyte.com/.well-known/agent-skills/api-access/SKILL.md",
"statusCode": 200,
"contentType": "text/markdown; charset=UTF-8",
"hasSkillHeading": true,
"length": 652,
"advertisedDigest": "sha256:d9ea662386b60d35c059026bfc0c94c9fcb784c210deee87c93e4e69e9391ba1",
"actualDigest": "sha256:d9ea662386b60d35c059026bfc0c94c9fcb784c210deee87c93e4e69e9391ba1",
"digestMatches": true
},
{
"url": "https://airbyte.com/.well-known/agent-skills/site-overview/SKILL.md",
"statusCode": 200,
"contentType": "text/markdown; charset=UTF-8",
"hasSkillHeading": true,
"length": 974,
"advertisedDigest": "sha256:a5642c4e15b0e3e4891b89fdd13cbbda701a1a22ff3f2383b9b1be73b222760c",
"actualDigest": "sha256:a5642c4e15b0e3e4891b89fdd13cbbda701a1a22ff3f2383b9b1be73b222760c",
"digestMatches": true
}
]
},
"howToFix": "Make every advertised skill URL return Markdown with a top-level heading and a matching sha256 digest, or remove broken entries from the index."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
5 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
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": "/company/talk-to-sales",
"text": "Talk to us",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--sm ab-marketing-btn--secondary-dark max-width-full-tablet\">Talk to us</a>"
},
{
"href": "/company/talk-to-sales",
"text": "Talk to sales",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--md ab-marketing-btn--secondary-dark\">Talk to sales</a>"
},
{
"href": "/company/talk-to-sales",
"text": "talk to us",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--md ab-marketing-btn--secondary-dark\">talk to us</a>"
},
{
"href": "/company/talk-to-sales",
"text": "talk to us",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--md ab-marketing-btn--primary-dark\" target=\"_blank\" rel=\"noopener noreferrer\">talk to us</a>"
},
{
"href": "/company/talk-to-sales",
"text": "Talk to sales",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--md ab-marketing-btn--secondary-purple\">Talk to sales</a>"
},
{
"href": "/company/talk-to-sales",
"text": "Talk to US",
"html": "<a href=\"/company/talk-to-sales\" class=\"ab-marketing-btn ab-marketing-btn--md ab-marketing-btn--secondary-dark max-width-full-tablet\">Talk to US</a>"
},
{
"href": "/company/about-us",
"text": "About Airbyte",
"html": "<a href=\"/company/about-us\" class=\"footer12_link\">About Airbyte</a>"
},
{
"href": "/company/careers",
"text": "Careers",
"html": "<a href=\"/company/careers\" class=\"footer12_link\">Careers</a>"
},
{
"href": "/company/privacy-policy",
"text": "Privacy Policy",
"html": "<a href=\"/company/privacy-policy\" class=\"footer12_link\">Privacy Policy</a>"
},
{
"href": "/company/terms",
"text": "Terms - Data Replication",
"html": "<a href=\"/company/terms\" class=\"footer12_link\">Terms - Data Replication</a>"
},
{
"href": "/company/terms-airbyte-agents",
"text": "Terms - Airbyte Agents",
"html": "<a href=\"/company/terms-airbyte-agents\" class=\"footer12_link\">Terms - Airbyte Agents</a>"
},
{
"href": "https://www.linkedin.com/company/airbytehq/",
"text": "",
"html": "<a href=\"https://www.linkedin.com/company/airbytehq/\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"LinkedIn\" class=\"footer12_social-link w-inline-block\"><div class=\"icon-embed-xsmall w-embed\" aria-hidden=\"true\"><svg width=\"100%\" height=\"100%\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" aria-hidden=\"true\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M4.5 3C3.67157 3 3 3.67157 3 4.5V19.5C3 20.3284 3.67157 21 4.5 21H19.5C20.3284 21 21 20.3284 21 19.5V4.5C21 3...."
}
],
"contactLinks": [
{
"href": "https://support.airbyte.com/",
"text": "Support Center",
"html": "<a href=\"https://support.airbyte.com/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"footer12_link\">Support Center</a>"
}
],
"privacyLinks": [
{
"href": "/company/privacy-policy",
"text": "Privacy Policy",
"html": "<a href=\"/company/privacy-policy\" class=\"footer12_link\">Privacy Policy</a>"
},
{
"href": "/company/terms",
"text": "Terms - Data Replication",
"html": "<a href=\"/company/terms\" class=\"footer12_link\">Terms - Data Replication</a>"
},
{
"href": "/company/terms-airbyte-agents",
"text": "Terms - Airbyte Agents",
"html": "<a href=\"/company/terms-airbyte-agents\" class=\"footer12_link\">Terms - Airbyte Agents</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.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
Needs attention
AEO: Answer-first sections
Issue
14 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": 14,
"passing": 0,
"failing": [
{
"heading": "Meet the Context Store",
"headingHtml": "<h2 class=\"heading-style-h2\">Meet the Context Store</h2>",
"firstParagraph": "Without context, agents make things up. Airbyte gives every agent a live, searchable index of your customers, deals, tickets, and conversations across your tools. Your agents stop guessing. They know.",
"paragraphHtml": "<p class=\"text-color-content-muted\">Without context, agents make things up. Airbyte gives every agent a live, searchable index of your customers, deals, tickets, and conversations across your tools. Your agents stop guessing. They know.</p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "Better context. Faster agents.",
"headingHtml": "<h2>Better context. Faster agents.</h2>",
"firstParagraph": "From our open-source benchmarks comparing the Airbyte MCP with native MCPs and APIs from Salesforce, Gong, Slack, Linear, and Zendesk.",
"paragraphHtml": "<p class=\"text-color-muted-light-bg\">From our open-source benchmarks comparing the Airbyte MCP with native MCPs and APIs from Salesforce, Gong, Slack, Linear, and Zendesk.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "80%",
"headingHtml": "<h3 class=\"data-replication-stats_h1 is-dark-bg\">80%</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "40%",
"headingHtml": "<h3 class=\"data-replication-stats_h1 is-dark-bg\">40%</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "90%",
"headingHtml": "<h3 class=\"data-replication-stats_h1 is-dark-bg\">90%</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "What Airbyte unlocks for your agents",
"headingHtml": "<h2 class=\"heading-style-h2\">What Airbyte unlocks for your agents</h2>",
"firstParagraph": "They see your business the way you do: every system, every record, in real time.",
"paragraphHtml": "<p class=\"text-color-content-muted\">They see your business the way you do: every system, every record, in real time.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "One foundation, three ways to build",
"headingHtml": "<h2 class=\"heading-style-h2\">One foundation, three ways to build</h2>",
"firstParagraph": "Turn any interface into an agent with full business context. Prompt Claude, ChatGPT, Cursor, and more through MCP, build custom agents with the SDK, or chat with our Automation builder. Every path starts with your data already connected, unified, and ready.",
"paragraphHtml": "<p class=\"text-color-content-muted\">Turn any interface into an agent with full business context. Prompt Claude, ChatGPT, Cursor, and more through MCP, build custom agents with the SDK, or chat with our Automation builder. Every path starts with your data already connected, unified, and ready.</p>",
"words": 41,
"direct": false,
"issue": "First paragraph is 41 words and does not look like a concise direct answer."
},
{
"heading": "Trusted by AI leaders and Innovators",
"headingHtml": "<h2 class=\"heading-style-h2\">Trusted by AI leaders and Innovators</h2>",
"firstParagraph": "Product Manager at Drivepoint",
"paragraphHtml": "<p data-animate=\"2\" class=\"paragraph_2-regular\">Product Manager at Drivepoint</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Build with the Agent SDK",
"headingHtml": "<h2 class=\"heading-style-h2\">Build with the Agent SDK</h2>",
"firstParagraph": "Connect with the SDK, plug into your existing stack, and ship agents with full programmatic control.",
"paragraphHtml": "<p class=\"text-color-content-muted\">Connect with the SDK, plug into your existing stack, and ship agents with full programmatic control.</p>",
"words": 16,
"direct": false,
"issue": "First paragraph is 16 words and does not look like a concise direct answer."
},
{
"heading": "Works with your favorite frameworks",
"headingHtml": "<h3 class=\"frameworks_h3\">Works with your favorite frameworks</h3>",
"firstParagraph": "LangChain",
"paragraphHtml": "<p class=\"text-weight-medium\">LangChain</p>",
"words": 1,
"direct": false,
"issue": "First paragraph is 1 words and does not look like a concise direct answer."
},
{
"heading": "Built on the same OSS foundation that runs data for thousands of companies",
"headingHtml": "<h2 class=\"oss-foundation-h2\">Built on the same OSS foundation that runs data for thousands of companies</h2>",
"firstParagraph": "Airbyte has been moving production data for thousands of companies since 2020. The same infrastructure that syncs 1.2M pipelines daily now powers every agent you build.",
"paragraphHtml": "<p class=\"text-color-content-muted\">Airbyte has been moving production data for thousands of companies since 2020. The same infrastructure that syncs 1.2M pipelines daily now powers every agent you build.</p>",
"words": 27,
"direct": false,
"issue": "First paragraph is 27 words and does not look like a concise direct answer."
},
{
"heading": "Enterprise ready",
"headingHtml": "<h2 class=\"enterprise-ready_h2\">Enterprise ready</h2>",
"firstParagraph": "SOC 2 Type II certified, GDPR and HIPAA support, with tools to help you meet internal and external regulatory requirements.",
"paragraphHtml": "<p class=\"text-color-content-muted\">SOC 2 Type II certified, GDPR and HIPAA support, with tools to help you meet internal and external regulatory requirements.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Build context-aware agents in minutes.",
"headingHtml": "<h2 class=\"heading-style-h3\">Build context-aware agents in minutes.</h2>",
"firstParagraph": "Connect your systems once. Every agent you build runs on the same unified data layer.",
"paragraphHtml": "<p class=\"ab-marketing-purple-bottom-cta__description text-align-left text-color-white\">Connect your systems once. Every agent you build runs on the same unified data layer.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "Build with Airbyte",
"headingHtml": "<h2 class=\"footer-h2\">Build with <span class=\"text-span-21\">Airbyte</span></h2>",
"firstParagraph": "Airbyte Agents",
"paragraphHtml": "<p class=\"footer-column_header\">Airbyte Agents</p>",
"words": 2,
"direct": false,
"issue": "First paragraph is 2 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 83/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 83/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: layer, data, action, layerfor.
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
83/100
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 83/100 and needs improvement.
Evidence
{
"title": "The Context Layer for AI Agents | Airbyte",
"h1": "The data and action layerfor AI agents.",
"description": "Airbyte turns every source into a queryable Context Store, giving AI agents the live context they need to reason across systems.",
"topicOverlap": 0.42857142857142855,
"topicTerms": [
"context",
"layer",
"agents",
"airbyte",
"data",
"action",
"layerfor"
],
"descriptionTerms": [
"airbyte",
"turns",
"every",
"source",
"into",
"queryable",
"context",
"store",
"giving",
"agents",
"live",
"they",
"need",
"reason",
"across",
"systems"
],
"missingFromDescription": [
"layer",
"data",
"action",
"layerfor"
],
"score": 83,
"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
8 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 8,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 44,
"heading": "H5: Your agent knows your business",
"text": "Every customer record, support ticket, pull request, invoice, and conversation. Synced, structured, and queryable in one place. Your agent doesn’t fire off a dozen API calls on the fly and hope nothing breaks. It hits one knowledge layer that’s always current. One query, not ten.",
"words": 47,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (47 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"text-color-content-muted paragraph_2-regular\">Every customer record, support ticket, pull request, invoice, and conversation. Synced, structured, and queryable in one place. Your agent doesn’t fire off a dozen API calls on the fly and hope nothing breaks. It hits one knowledge layer that’s always current. One query, not ten.</p>"
},
{
"index": 45,
"heading": "H5: Your agent knows Sarah is Sarah",
"text": "Sarah Chen in Salesforce. [email protected] in Zendesk. Account #4821 in Stripe. The Context Store puts them side by side, so your agent can reason across all of them: joining records, following relationships, building the full picture. One person, one company, one record.",
"words": 44,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (44 words; target 80-220)."
],
"html": "<p class=\"text-color-content-muted paragraph_2-regular\">Sarah Chen in Salesforce. [email protected] in Zendesk. Account #4821 in Stripe. The Context Store puts them side by side, so your agent can reason across all of them: joining records, following relationships, building the full picture. One person, one company, one record.</p>"
},
{
"index": 46,
"heading": "H5: Your agent is never behind",
"text": "Built on the same replication infrastructure 20% of the F500 trusts for production data pipelines. Your agent’s data isn’t a stale snapshot from last Tuesday. Updates flow in as they happen, so your agent acts on what’s true right now.",
"words": 43,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (43 words; target 80-220)."
],
"html": "<p class=\"text-color-content-muted paragraph_2-regular\">Built on the same replication infrastructure 20% of the F500 trusts for production data pipelines. Your agent’s data isn’t a stale snapshot from last Tuesday. Updates flow in as they happen, so your agent acts on what’s true right now.</p>"
},
{
"index": 47,
"heading": "H2: One foundation, three ways to build",
"text": "Turn any interface into an agent with full business context. Prompt Claude, ChatGPT, Cursor, and more through MCP, build custom agents with the SDK, or chat with our Automation builder. Every path starts with your data already connected, unified, and ready.",
"words": 41,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (41 words; target 80-220)."
],
"html": "<p class=\"text-color-content-muted\">Turn any interface into an agent with full business context. Prompt Claude, ChatGPT, Cursor, and more through MCP, build custom agents with the SDK, or chat with our Automation builder. Every path starts with your data already connected, unified, and ready.</p>"
},
{
"index": 53,
"heading": "H4: Franziska Ibscher",
"text": "\"Without Airbyte, we'd be stitching together bespoke connectors for every integration, which would slow us down dramatically. With Airbyte, our AI features have fresh, reliable data to work with. Whether we're running automated financial models or powering AI agents that answer questions about a brand's business, none of it works without trustworthy data flowing in, and that's what Airbyte gives us.\"",
"words": 61,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (61 words; target 80-220)."
],
"html": "<p data-animate=\"1\">"<!-- -->Without Airbyte, we'd be stitching together bespoke connectors for every integration, which would slow us down dramatically. With Airbyte, our AI features have fresh, reliable data to work with. Whether we're running automated financial models or powering AI agents that answer questions about a brand's business, none of it works without trustworthy data flowing in, and that's what Airbyte gives us.<!-- -->"</p>"
},
{
"index": 55,
"heading": "H4: Nate Chambers",
"text": "\"Airbyte Agents has massively accelerated our roadmap. What we thought would take 6+ months, we were testing in the first week of the beta program. They're shipping everything we need for agentic workflows, and launching new connections faster than we can build them into our product. The team is awesome, both technically and as humans. If you're building an AI product, you can stop rolling your own pipelines and s...",
"words": 71,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (71 words; target 80-220)."
],
"html": "<p data-animate=\"1\">"<!-- -->Airbyte Agents has massively accelerated our roadmap. What we thought would take 6+ months, we were testing in the first week of the beta program. They're shipping everything we need for agentic workflows, and launching new connections faster than we can build them into our product. The team is awesome, both technically and as humans. If you're building an AI product, you can stop rolling your own pipelines and start shipping.<!-- -->"</p>"
},
{
"index": 60,
"heading": "H5: Act on what you find [03]",
"text": "auth = AirbyteAuthConfig( airbyte_client_id=os.environ[\"AIRBYTE_CLIENT_ID\"], airbyte_client_secret=os.environ[\"AIRBYTE_CLIENT_SECRET\"])hubspot = HubspotConnector(auth_config=auth)stripe = StripeConnector(auth_config=auth)email = \"[email protected]\"# Search for the contact in HubSpotcontact = (await hubspot.contacts.context_store_search( query={\"filter\": {\"eq\": {\"properties.email\": email}}}, limit=1)).data[0]# S...",
"words": 71,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (71 words; target 80-220)."
],
"html": "<p class=\"agent-builder_image-wrapper\"><span class=\"code-span_orange\">auth</span> = AirbyteAuthConfig(<br>    airbyte_client_id=os.environ[<span class=\"code-span_green\">"AIRBYTE_CLIENT_ID"</span>],<br>    airbyte_client_secret=os.environ[<span class=\"code-span_green\">"AIRBYTE_CLIENT_SECRET"</span>]<br>)<br><br><span class=\"code-span_orange\">hubspot</span> = HubspotConnector(auth_config=auth)<br><span class=\"code-span_orange\">stripe</span> = StripeConnec..."
},
{
"index": 61,
"heading": "H5: Act on what you find [03]",
"text": "connector = LinearConnector( auth_config=AirbyteAuthConfig( airbyte_client_id=os.getenv(\"AIRBYTE_CLIENT_ID\"), airbyte_client_secret=os.getenv(\"AIRBYTE_CLIENT_SECRET), ))# Updated the model name to gpt-5.5agent = Agent(\"openai:gpt-5.5\", system_prompt=\"You have access to Linear.\")@agent.tool_plain # assumes you're using Pydantic [email protected]_utilsasync def linear_execute( entity: str, action: str, param...",
"words": 68,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (68 words; target 80-220)."
],
"html": "<p class=\"agent-builder_image-wrapper\"><span class=\"code-span_orange\"><code>connector</code></span><code> = </code>LinearConnector(<br>  auth_config=AirbyteAuthConfig(    airbyte_client_id<code>=os.getenv(</code><span><code class=\"code-span_green\">"AIRBYTE_CLIENT_ID"</code></span><code>),<br>    airbyte_client_secret=os.getenv(</code><span class=\"code-span_green\"><code>"AIRBYTE_CLIENT_SECRET</code></span><code>),<br>    )<br>)<br><br..."
}
],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
Needs attention
AIO: Answer block readiness
Issue
14 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": 14,
"passing": 0,
"failing": [
{
"heading": "Meet the Context Store",
"headingHtml": "<h2 class=\"heading-style-h2\">Meet the Context Store</h2>",
"firstParagraph": "Without context, agents make things up. Airbyte gives every agent a live, searchable index of your customers, deals, tickets, and conversations across your tools. Your agents stop guessing. They know.",
"paragraphHtml": "<p class=\"text-color-content-muted\">Without context, agents make things up. Airbyte gives every agent a live, searchable index of your customers, deals, tickets, and conversations across your tools. Your agents stop guessing. They know.</p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "Better context. Faster agents.",
"headingHtml": "<h2>Better context. Faster agents.</h2>",
"firstParagraph": "From our open-source benchmarks comparing the Airbyte MCP with native MCPs and APIs from Salesforce, Gong, Slack, Linear, and Zendesk.",
"paragraphHtml": "<p class=\"text-color-muted-light-bg\">From our open-source benchmarks comparing the Airbyte MCP with native MCPs and APIs from Salesforce, Gong, Slack, Linear, and Zendesk.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "80%",
"headingHtml": "<h3 class=\"data-replication-stats_h1 is-dark-bg\">80%</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "40%",
"headingHtml": "<h3 class=\"data-replication-stats_h1 is-dark-bg\">40%</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "90%",
"headingHtml": "<h3 class=\"data-replication-stats_h1 is-dark-bg\">90%</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "What Airbyte unlocks for your agents",
"headingHtml": "<h2 class=\"heading-style-h2\">What Airbyte unlocks for your agents</h2>",
"firstParagraph": "They see your business the way you do: every system, every record, in real time.",
"paragraphHtml": "<p class=\"text-color-content-muted\">They see your business the way you do: every system, every record, in real time.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "One foundation, three ways to build",
"headingHtml": "<h2 class=\"heading-style-h2\">One foundation, three ways to build</h2>",
"firstParagraph": "Turn any interface into an agent with full business context. Prompt Claude, ChatGPT, Cursor, and more through MCP, build custom agents with the SDK, or chat with our Automation builder. Every path starts with your data already connected, unified, and ready.",
"paragraphHtml": "<p class=\"text-color-content-muted\">Turn any interface into an agent with full business context. Prompt Claude, ChatGPT, Cursor, and more through MCP, build custom agents with the SDK, or chat with our Automation builder. Every path starts with your data already connected, unified, and ready.</p>",
"words": 41,
"direct": false,
"issue": "First paragraph is 41 words and does not look like a concise direct answer."
},
{
"heading": "Trusted by AI leaders and Innovators",
"headingHtml": "<h2 class=\"heading-style-h2\">Trusted by AI leaders and Innovators</h2>",
"firstParagraph": "Product Manager at Drivepoint",
"paragraphHtml": "<p data-animate=\"2\" class=\"paragraph_2-regular\">Product Manager at Drivepoint</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Build with the Agent SDK",
"headingHtml": "<h2 class=\"heading-style-h2\">Build with the Agent SDK</h2>",
"firstParagraph": "Connect with the SDK, plug into your existing stack, and ship agents with full programmatic control.",
"paragraphHtml": "<p class=\"text-color-content-muted\">Connect with the SDK, plug into your existing stack, and ship agents with full programmatic control.</p>",
"words": 16,
"direct": false,
"issue": "First paragraph is 16 words and does not look like a concise direct answer."
},
{
"heading": "Works with your favorite frameworks",
"headingHtml": "<h3 class=\"frameworks_h3\">Works with your favorite frameworks</h3>",
"firstParagraph": "LangChain",
"paragraphHtml": "<p class=\"text-weight-medium\">LangChain</p>",
"words": 1,
"direct": false,
"issue": "First paragraph is 1 words and does not look like a concise direct answer."
},
{
"heading": "Built on the same OSS foundation that runs data for thousands of companies",
"headingHtml": "<h2 class=\"oss-foundation-h2\">Built on the same OSS foundation that runs data for thousands of companies</h2>",
"firstParagraph": "Airbyte has been moving production data for thousands of companies since 2020. The same infrastructure that syncs 1.2M pipelines daily now powers every agent you build.",
"paragraphHtml": "<p class=\"text-color-content-muted\">Airbyte has been moving production data for thousands of companies since 2020. The same infrastructure that syncs 1.2M pipelines daily now powers every agent you build.</p>",
"words": 27,
"direct": false,
"issue": "First paragraph is 27 words and does not look like a concise direct answer."
},
{
"heading": "Enterprise ready",
"headingHtml": "<h2 class=\"enterprise-ready_h2\">Enterprise ready</h2>",
"firstParagraph": "SOC 2 Type II certified, GDPR and HIPAA support, with tools to help you meet internal and external regulatory requirements.",
"paragraphHtml": "<p class=\"text-color-content-muted\">SOC 2 Type II certified, GDPR and HIPAA support, with tools to help you meet internal and external regulatory requirements.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Build context-aware agents in minutes.",
"headingHtml": "<h2 class=\"heading-style-h3\">Build context-aware agents in minutes.</h2>",
"firstParagraph": "Connect your systems once. Every agent you build runs on the same unified data layer.",
"paragraphHtml": "<p class=\"ab-marketing-purple-bottom-cta__description text-align-left text-color-white\">Connect your systems once. Every agent you build runs on the same unified data layer.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "Build with Airbyte",
"headingHtml": "<h2 class=\"footer-h2\">Build with <span class=\"text-span-21\">Airbyte</span></h2>",
"firstParagraph": "Airbyte Agents",
"paragraphHtml": "<p class=\"footer-column_header\">Airbyte Agents</p>",
"words": 2,
"direct": false,
"issue": "First paragraph is 2 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 70/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 70/100 and needs improvement.
Needs attention
AEO: Question-led structure
Issue
14 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Question-led structure
Score
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: Question-led structure scored 70/100 and needs improvement.
Evidence
{
"h2Count": 10,
"questionH2s": [
{
"index": 3,
"text": "What Airbyte unlocks for your agents",
"isQuestion": true,
"html": "<h2 class=\"heading-style-h2\">What Airbyte unlocks for your agents</h2>"
}
],
"hasFaq": false,
"score": 70,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
Needs attention
GEO: Extraction-friendly structure
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, optional visible FAQ or FAQPage schema.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Extraction-friendly structure
Score
85/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": false,
"definitionPatterns": 4,
"schemaBlocks": 1,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process",
"optional visible FAQ or FAQPage schema"
],
"score": 85,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
Needs attention
AIO: Page experience for AIO
Issue
25 image(s) are missing width/height attributes.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Page experience for AIO
Score
80/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Page experience for AIO scored 80/100 and needs improvement.
Evidence
{
"viewportContent": "width=device-width, initial-scale=1",
"visibleWords": 1452,
"htmlBytes": 892685,
"imagesMissingDimensions": [
{
"src": "/images/feature-1.png",
"width": "213.5",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/feature-1.png\" loading=\"lazy\" alt=\"Grid of software logos including DaVinci Resolve, HubSpot, Notion, Salesforce, GitHub, Stripe and others\" width=\"213.5\" class=\"home-features_image is-1\">"
},
{
"src": "/images/Features-2.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/Features-2.png\" loading=\"lazy\" alt=\"Dashboard showing Sarah Chen's profile with support tickets, unpaid invoices, and integrations with Slack, Stripe, and other apps\" class=\"home-features_image is-2\">"
},
{
"src": "/images/Features-3.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/Features-3.png\" loading=\"lazy\" alt=\"Data integration diagram showing Salesforce, Zendesk, and Stripe connecting to unified customer profile for Sarah Chen\" class=\"home-features_image is-4\">"
},
{
"src": "/images/Features-4.png",
"width": "279",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/Features-4.png\" loading=\"lazy\" alt=\"Dashboard showing multiple software integrations synced at different times with checkmarks and progress indicators\" width=\"279\" class=\"home-features_image is-3\">"
},
{
"src": "/images/how-it-works-1.png",
"width": "302.5",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/how-it-works-1.png\" loading=\"lazy\" alt=\"Diagram showing renewal monitoring prompt and results with 3 flagged accounts from Salesforce, Zendesk, and Stripe\" width=\"302.5\" class=\"how-it-works_image is-1\">"
},
{
"src": "/images/how-it-works-2.png",
"width": "323",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/how-it-works-2.png\" loading=\"lazy\" alt=\"AI assistant named Claude showing query results for customers with open support tickets, displaying 3 flagged accounts\" width=\"323\" class=\"how-it-works_image is-2\">"
},
{
"src": "/images/build-your-own-agent-image.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/build-your-own-agent-image.png\" loading=\"lazy\" alt=\"Code snippet showing how to install and configure Airbyte Agent SDK with GitHub connector\" class=\"how-it-works_image is-3\">"
},
{
"src": "/images/Franziska-Ibscher---square.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/Franziska-Ibscher---square.png\" loading=\"lazy\" alt=\"Franziska Ibscher, woman with shoulder-length brown hair and white top, smiling at camera\" class=\"testimonial-client_image\">"
},
{
"src": "/images/attachment.jpeg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/attachment.jpeg\" loading=\"lazy\" alt=\"Smiling bearded man in Nike athletic shirt laughing and looking to the side\" class=\"testimonial-client_image\">"
},
{
"src": "/images/Agent-hero-2.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/Agent-hero-2.png\" srcset=\"/images/Agent-hero-2-p-500.png 500w, /images/Agent-hero-2-p-800.png 800w, /images/Agent-hero-2-p-1080.png 1080w, /images/Agent-hero-2.png 1304w\" sizes=\"100vw\" loading=\"lazy\" alt=\"Airbyte agent builder interface showing data sources, pipelines, and destinations.\" class=\"agent-builder_image-wrapper is-no-padding\">"
},
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"html": "<img src=\"/assets/badge-iso-Dw3QjNlr.svg\" alt class=\"_badgeImg_9xn9h_85\">"
},
{
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{
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"loading": "",
"html": "<img src=\"data:image/svg+xml,%3csvg%20preserveAspectRatio='none'%20width='100%25'%20height='100%25'%20overflow='visible'%20style='display:%20block;'%20viewBox='0%200%2058.4122%2029.2063'%20fill='none'%20xmlns='http://www.w3.org/2000/svg'%3e%3cg%20id='Group'%3e%3cpath%20id='Vector'%20d='M0.67842%2029.2061C0.67842%2013.4612%2013.4612%200.67842%2029.2061%200.67842C44.9509%200.67842%2057.7338%..."
},
{
"src": "/assets/badge-g2-high-performer-CVI9CyE6.png",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/assets/badge-g2-high-performer-CVI9CyE6.png\" alt class=\"_badgeImg_9xn9h_85\">"
},
{
"src": "/images/blog-cta-visual-loop-dark-1-1920-poster.png",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/blog-cta-visual-loop-dark-1-1920-poster.png\" alt decoding=\"async\" loading=\"lazy\" class=\"absolute inset-0 z-0 h-full w-full scale-150 object-cover object-[80%_100%] opacity-100 transition-none\">"
},
{
"src": "/images/01.png",
"width": "61",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/01.png\" loading=\"lazy\" width=\"61\" alt>"
},
{
"src": "/images/02.png",
"width": "61",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/02.png\" loading=\"lazy\" width=\"61\" alt>"
},
{
"src": "/images/03.png",
"width": "61",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/03.png\" loading=\"lazy\" width=\"61\" alt>"
},
{
"src": "/images/04.png",
"width": "61",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/04.png\" loading=\"lazy\" width=\"61\" alt>"
},
{
"src": "/images/image-5.png",
"width": "61",
"height": "",
"loading": "lazy",
"html": "<img src=\"/images/image-5.png\" loading=\"lazy\" width=\"61\" alt>"
}
],
"possibleDialogs": [],
"score": 80,
"weight": 10
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 86/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 86/100 and needs improvement.
Needs attention
AEO: Entity and definition clarity
Issue
Entity or definition gaps: layer, data, action, layerfor.
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
86/100
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 86/100 and needs improvement.
Evidence
{
"title": "The Context Layer for AI Agents | Airbyte",
"h1": "The data and action layerfor AI agents.",
"description": "Airbyte turns every source into a queryable Context Store, giving AI agents the live context they need to reason across systems.",
"topicOverlap": 0.42857142857142855,
"definitionCount": 4,
"topicTerms": [
"context",
"layer",
"agents",
"airbyte",
"data",
"action",
"layerfor"
],
"descriptionTerms": [
"airbyte",
"turns",
"every",
"source",
"into",
"queryable",
"context",
"store",
"giving",
"agents",
"live",
"they",
"need",
"reason",
"across",
"systems"
],
"missingFromDescription": [
"layer",
"data",
"action",
"layerfor"
],
"score": 86,
"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: 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": "Meet the Context Store",
"html": "<h2 class=\"heading-style-h2\">Meet the Context Store</h2>"
},
{
"text": "Better context. Faster agents.",
"html": "<h2>Better context. Faster agents.</h2>"
},
{
"text": "What Airbyte unlocks for your agents",
"html": "<h2 class=\"heading-style-h2\">What Airbyte unlocks for your agents</h2>"
},
{
"text": "One foundation, three ways to build",
"html": "<h2 class=\"heading-style-h2\">One foundation, three ways to build</h2>"
},
{
"text": "Trusted by AI leaders and Innovators",
"html": "<h2 class=\"heading-style-h2\">Trusted by AI leaders and Innovators</h2>"
},
{
"text": "Build with the Agent SDK",
"html": "<h2 class=\"heading-style-h2\">Build with the Agent SDK</h2>"
},
{
"text": "Built on the same OSS foundation that runs data for thousands of companies",
"html": "<h2 class=\"oss-foundation-h2\">Built on the same OSS foundation that runs data for thousands of companies</h2>"
},
{
"text": "Enterprise ready",
"html": "<h2 class=\"enterprise-ready_h2\">Enterprise ready</h2>"
},
{
"text": "Build context-aware agents in minutes.",
"html": "<h2 class=\"heading-style-h3\">Build context-aware agents in minutes.</h2>"
},
{
"text": "Build with Airbyte",
"html": "<h2 class=\"footer-h2\">Build with <span class=\"text-span-21\">Airbyte</span></h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is The Context Layer for AI Agents?",
"pattern": {}
},
{
"id": "how",
"label": "How does The Context Layer for AI Agents work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use The Context Layer for AI Agents?",
"pattern": {}
},
{
"id": "cost",
"label": "Is The Context Layer for AI Agents free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does The Context Layer for AI Agents compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "how",
"label": "How does The Context Layer for AI Agents work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use The Context Layer for AI Agents?",
"pattern": {}
},
{
"id": "cost",
"label": "Is The Context Layer for AI Agents free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does The Context Layer for AI Agents 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": 110248
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 110248
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 110248
}
]
},
"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: 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": "Meet the Context Store",
"html": "<h2 class=\"heading-style-h2\">Meet the Context Store</h2>"
},
{
"text": "Better context. Faster agents.",
"html": "<h2>Better context. Faster agents.</h2>"
},
{
"text": "What Airbyte unlocks for your agents",
"html": "<h2 class=\"heading-style-h2\">What Airbyte unlocks for your agents</h2>"
},
{
"text": "One foundation, three ways to build",
"html": "<h2 class=\"heading-style-h2\">One foundation, three ways to build</h2>"
},
{
"text": "Trusted by AI leaders and Innovators",
"html": "<h2 class=\"heading-style-h2\">Trusted by AI leaders and Innovators</h2>"
},
{
"text": "Build with the Agent SDK",
"html": "<h2 class=\"heading-style-h2\">Build with the Agent SDK</h2>"
},
{
"text": "Built on the same OSS foundation that runs data for thousands of companies",
"html": "<h2 class=\"oss-foundation-h2\">Built on the same OSS foundation that runs data for thousands of companies</h2>"
},
{
"text": "Enterprise ready",
"html": "<h2 class=\"enterprise-ready_h2\">Enterprise ready</h2>"
},
{
"text": "Build context-aware agents in minutes.",
"html": "<h2 class=\"heading-style-h3\">Build context-aware agents in minutes.</h2>"
},
{
"text": "Build with Airbyte",
"html": "<h2 class=\"footer-h2\">Build with <span class=\"text-span-21\">Airbyte</span></h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is The Context Layer for AI Agents?",
"pattern": {}
},
{
"id": "how",
"label": "How does The Context Layer for AI Agents work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use The Context Layer for AI Agents?",
"pattern": {}
},
{
"id": "cost",
"label": "Is The Context Layer for AI Agents free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does The Context Layer for AI Agents compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "how",
"label": "How does The Context Layer for AI Agents work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use The Context Layer for AI Agents?",
"pattern": {}
},
{
"id": "cost",
"label": "Is The Context Layer for AI Agents free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does The Context Layer for AI Agents 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
OAuth authorization metadata did not include a usable agent_auth block. missing supported_identity_types; missing credential_types_supported; missing claim or revocation URL.
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
Validate agent_auth authorization metadata
OAuth authorization metadata did not include a usable agent_auth block. missing supported_identity_types; missing credential_types_supported; missing claim or revocation URL.
Evidence
{
"failedStep": "agent-auth-block",
"steps": [
{
"id": "auth-md",
"title": "Fetch and validate /auth.md",
"status": "pass",
"evidence": {
"path": "/auth.md",
"ok": true,
"statusCode": 200,
"contentType": "text/markdown; charset=utf-8",
"length": 1537,
"validation": {
"valid": true,
"compatibleContentType": true,
"contentLength": 1445,
"hasRegisterInstructions": true,
"hasProtectedResourceLink": true,
"hasAuthorizationServerLink": true,
"mentionsIdentity": true,
"mentionsCredential": true,
"links": [
"https://airbyte.com`",
"https://api.airbyte.com`.",
"https://cloud.airbyte.com/signup",
"https://api.airbyte.com/v1/applications/token`",
"https://airbyte.com/.well-known/oauth-protected-resource`",
"https://airbyte.com/.well-known/oauth-authorization-server`",
"https://airbyte.com/.well-known/api-catalog`",
"https://docs.airbyte.com/developers/api-documentation",
"https://airbyte.com/.well-known/oauth-protected-resource`"
],
"rawExcerpt": "# auth.md — Airbyte agent registration\n\nThis document describes how AI agents obtain credentials for **Airbyte Cloud API** access. The marketing site (`https://airbyte.com`) is informational; tokens are issued by `https://api.airbyte.com`.\n\n## Audience\n\n- Automation agents integrating with Airbyte Cloud\n- MCP clients using Airbyte Agents / MCP Gateway\n\n## Registration\n\n1. Create an Airbyte Cloud organization: https://cloud.airbyte.com/signup\n2. In **Settings → Applications**, create an application to receive `client_id` and `client_secret`.\n3. Exchange credentials at the token endpoint (client credentials grant).\n\n## Token endpoint\n\n`POST https://api.airbyte.com/v1/applications/token`\n\n```json\n{\n \"client_id\": \"<CLIENT_ID>\",\n \"client_secret\": \"<CLIENT_SECRET>\",\n \"grant-type\": \"client_cre"
}
},
"howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
},
{
"id": "oauth-protected-resource",
"title": "Publish protected resource metadata",
"status": "pass",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"ok": true,
"statusCode": 200,
"contentType": "application/json; charset=utf-8",
"length": 247,
"text": "{\"resource\":\"https://airbyte.com\",\"authorization_servers\":[\"https://airbyte.com\"],\"bearer_methods_supported\":[\"header\"],\"scopes_supported\":[\"api\"],\"resource_documentation\":\"https://airbyte.com/auth.md\",\"signup_uri\":\"https://app.airbyte.ai/signup\"}"
},
"howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
},
{
"id": "agent-auth-block",
"title": "Validate agent_auth authorization metadata",
"status": "fail",
"evidence": {
"valid": false,
"validJson": true,
"compatibleContentType": true,
"document": {
"issuer": "https://airbyte.com",
"authorization_endpoint": "https://cloud.airbyte.com/signup",
"token_endpoint": "https://api.airbyte.com/v1/applications/token",
"registration_endpoint": "https://cloud.airbyte.com/signup",
"jwks_uri": "https://api.airbyte.com/.well-known/jwks.json",
"grant_types_supported": [
"client_credentials"
],
"response_types_supported": [
"token"
],
"token_endpoint_auth_methods_supported": [
"client_secret_post"
],
"scopes_supported": [
"api"
],
"agent_auth": {
"skill": "https://airbyte.com/.well-known/agent-skills/index.json",
"register_uri": "https://cloud.airbyte.com/signup",
"identity_types_supported": [
"anonymous",
"verified_email"
],
"methods": [
{
"type": "client_credentials",
"description": "Create an Airbyte application in Cloud settings, then exchange client_id and client_secret at the token endpoint.",
"documentation": "https://airbyte.com/auth.md"
}
],
"anonymous": {
"credential_types_supported": [
"none"
],
"claim_uri": "https://airbyte.com/auth.md#anonymous"
},
"verified_email": {
"assertion_types_supported": [
"verified_email"
],
"credential_types_supported": [
"client_secret"
],
"claim_uri": "https://cloud.airbyte.com/signup"
}
}
},
"rawExcerpt": "{\"issuer\":\"https://airbyte.com\",\"authorization_endpoint\":\"https://cloud.airbyte.com/signup\",\"token_endpoint\":\"https://api.airbyte.com/v1/applications/token\",\"registration_endpoint\":\"https://cloud.airbyte.com/signup\",\"jwks_uri\":\"https://api.airbyte.com/.well-known/jwks.json\",\"grant_types_supported\":[\"client_credentials\"],\"response_types_supported\":[\"token\"],\"token_endpoint_auth_methods_supported\":[\"client_secret_post\"],\"scopes_supported\":[\"api\"],\"agent_auth\":{\"skill\":\"https://airbyte.com/.well-known/agent-skills/index.json\",\"register_uri\":\"https://cloud.airbyte.com/signup\",\"identity_types_supported\":[\"anonymous\",\"verified_email\"],\"methods\":[{\"type\":\"client_credentials\",\"description\":\"Create an Airbyte application in Cloud settings, then exchange client_id and client_secret at the token endp",
"issue": "OAuth authorization metadata did not include a usable agent_auth block. missing supported_identity_types; missing credential_types_supported; missing claim or revocation URL.",
"hasAgentAuth": true,
"registerUri": "https://cloud.airbyte.com/signup",
"supportedIdentityTypes": [],
"credentialTypesSupported": [],
"registerUriIssues": [],
"claimUrlIssues": [],
"revocationUrlIssues": []
},
"issue": "OAuth authorization metadata did not include a usable agent_auth block. missing supported_identity_types; missing credential_types_supported; missing claim or revocation URL.",
"howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
},
{
"source": "visible-text",
"weight": 3,
"match": "oauth"
}
]
},
"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
authorization_endpoint did not behave like an operational OAuth authorization endpoint.
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
Probe authorization endpoint with an authorization-code request
authorization_endpoint did not behave like an operational OAuth authorization endpoint.
Fetch and validate jwks_uri
jwks_uri did not return usable JWK entries for the advertised signing algorithms.
Evidence
{
"failedStep": "authorization-endpoint",
"steps": [
{
"id": "fetch",
"title": "Fetch discovery resource",
"status": "pass",
"evidence": {
"path": "/.well-known/openid-configuration",
"statusCode": 200,
"contentType": "application/json; charset=utf-8"
}
},
{
"id": "validate",
"title": "Validate resource body",
"status": "pass",
"evidence": {
"valid": true,
"compatibleContentType": true,
"missing": [],
"endpointIssues": [],
"issuer": "https://airbyte.com",
"authorizationEndpoint": "https://cloud.airbyte.com/signup",
"tokenEndpoint": "https://api.airbyte.com/v1/applications/token",
"jwksUri": "https://api.airbyte.com/.well-known/jwks.json",
"responseTypesSupported": [
"token"
],
"grantTypesSupported": [
"client_credentials"
],
"idTokenSigningAlgValuesSupported": [
"RS256"
],
"rawExcerpt": "{\"issuer\":\"https://airbyte.com\",\"authorization_endpoint\":\"https://cloud.airbyte.com/signup\",\"token_endpoint\":\"https://api.airbyte.com/v1/applications/token\",\"jwks_uri\":\"https://api.airbyte.com/.well-known/jwks.json\",\"response_types_supported\":[\"token\"],\"grant_types_supported\":[\"client_credentials\"],\"subject_types_supported\":[\"public\"],\"id_token_signing_alg_values_supported\":[\"RS256\"],\"scopes_supported\":[\"openid\",\"api\"],\"token_endpoint_auth_methods_supported\":[\"client_secret_post\"]}"
},
"howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
},
{
"id": "authorization-endpoint",
"title": "Probe authorization endpoint with an authorization-code request",
"status": "fail",
"evidence": {
"url": "https://cloud.airbyte.com/signup?response_type=token&client_id=can-agent-use-scanner&redirect_uri=https%3A%2F%2Fcan-agent-use.invalid%2Foauth%2Fcallback&scope=openid&state=can-agent-use-probe",
"method": "GET",
"statusCode": 200,
"location": null,
"contentType": "text/html",
"excerpt": "<!DOCTYPE html>\n<html lang=\"en\">\n <head>\n <meta charset=\"utf-8\">\n <link rel=\"icon\" href=\"/favicon.ico\">\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n <meta name=\"theme-color\" content=\"#000000\">\n <meta\n name=\"description\"\n content=\"Airbyte is the tur"
},
"issue": "authorization_endpoint did not behave like an operational OAuth authorization endpoint.",
"howToFix": "Implement an authorization endpoint that can process syntactically valid authorization requests, or remove it from discovery metadata until it exists."
},
{
"id": "authorization-redirect-safety",
"title": "Reject unregistered authorization redirects",
"status": "pass",
"evidence": {
"url": "https://cloud.airbyte.com/signup?response_type=code&client_id=can-agent-use-unknown-client&redirect_uri=https%3A%2F%2Fcan-agent-use.invalid%2Fattacker-callback&scope=openid&state=can-agent-use-redirect-safety",
"method": "GET",
"statusCode": 200,
"location": null,
"redirectedToUntrusted": false,
"contentType": "text/html",
"excerpt": "<!DOCTYPE html>\n<html lang=\"en\">\n <head>\n <meta charset=\"utf-8\">\n <link rel=\"icon\" href=\"/favicon.ico\">\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n <meta name=\"theme-color\" content=\"#000000\">\n <meta\n name=\"description\"\n content=\"Airbyte is the tur"
},
"howToFix": "Validate client_id and registered redirect_uri values before redirecting. Return a direct OAuth error for invalid clients or redirect URIs."
},
{
"id": "token-endpoint",
"title": "Probe token endpoint with advertised grant type",
"status": "pass",
"evidence": {
"url": "https://api.airbyte.com/v1/applications/token",
"method": "POST",
"grantType": "client_credentials",
"statusCode": 400,
"contentType": "application/json",
"excerpt": "{\"message\":\"Bad Request\",\"_links\":{\"self\":{\"href\":\"/api/public/v1/applications/token\",\"templated\":false}},\"_embedded\":{\"errors\":[{\"message\":\"Failed to convert argument [applicationTokenRequestWithGrant] for value [null] due to: Cannot construct instance of `io.airbyte.publicApi.server.generated.mode"
},
"howToFix": "Support every advertised grant type enough to return a protocol-appropriate response, or stop advertising unsupported grants."
},
{
"id": "jwks",
"title": "Fetch and validate jwks_uri",
"status": "fail",
"evidence": {
"jwksUri": "https://api.airbyte.com/.well-known/jwks.json",
"statusCode": 401,
"contentType": "application/json"
},
"issue": "jwks_uri did not return usable JWK entries for the advertised signing algorithms.",
"howToFix": "Implement the advertised jwks_uri route with usable JWK metadata or remove it from discovery metadata until it exists."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
},
{
"source": "visible-text",
"weight": 3,
"match": "oauth"
}
]
},
"resourceFetchSucceeded": true
}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
20 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
Reduce unused JavaScript
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
Check name
Reduce unused JavaScript
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 170 KiB
Fix guidance
Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 170 KiB",
"description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
"numericValue": 40
}Performance and AccessibilityPerformanceBrowser audit
Avoid enormous network payloads
10 Warning
Performance and AccessibilityPerformanceBrowser audit
Avoid enormous network payloads
Check name
Avoid enormous network payloads
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Total size was 3,408 KiB
Fix guidance
Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Total size was 3,408 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": 3489519
}Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
10 Warning
Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
Check name
Improve image delivery
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 100 KiB
Fix guidance
Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 100 KiB",
"description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
5 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
76/100
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": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 91,
"displayValue": "120 ms",
"numericValue": 124
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 90,
"displayValue": "1.2 s",
"numericValue": 1182
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "10 ms",
"numericValue": 5.311912500000003
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 35,
"displayValue": "2.7 s",
"numericValue": 2719.787137434779
},
{
"id": "server-response-time",
"title": "Reduce initial server response time",
"score": 0,
"displayValue": "Root document took 1,970 ms",
"numericValue": 1967
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 100,
"displayValue": "1.3 s",
"numericValue": 1310.7
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 90,
"displayValue": "0.9 s",
"numericValue": 922
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 99,
"displayValue": "70 ms",
"numericValue": 74
}
]
}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 |
|---|---|---|---|
| 71/100 | Level 3, Bot-Aware | Current report |