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71/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents
AIDiscoverability54%Agent Easeof Use68%Security& Trust40%GEO, AIO, AEO78%SEO92%Performance& Accessibility91%
  • 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

CAPTURED SCREENSHOT

Captured website desktop screenshot

What AI sees of your website

The Context Layer for AI Agents | Airbyte favicon

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

Turn this report into a fix workflow

25 failed checks are ready to move into MCP or CLI remediation. Generate a repair prompt, connect the scanner to your coding agent, or open the integration docs before your next rescan.

Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
54
Needs work14100View details
Discoverability
57
Needs work450View details
Content Readiness
67
Needs work920View details
Bot Access Control
33
Priority fix130View details
Agent Ease of Use
68
Needs work24264View details
API
75
Mostly ready422View details
Auth
100
Strong1030View details
MCP
47
Priority fix471View details
Skill Discovery
18
Priority fix2101View details
Agent Commerce
75
Mostly ready440View details
GEO, AIO and AEO
78
Mostly ready6212View details
GEO Readiness
87
Mostly ready204
AIO Readiness
80
Mostly ready313View details
AEO Readiness
67
Needs work115View details
SEO
92
Strong1010View details
SEO
92
Strong1010View details
Security & Trust
40
Priority fix630View details
Security & Trust
40
Priority fix230View details
AI Training Exposure
Not Applicable
Not Applicable400
Performance and Accessibility
91
Strong2332View details
Performance
90
Strong1332View details
Accessibility
92
Strong1000

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

Needs attention

AI bot rules in robots.txt

Failed check
01

Issue

No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.

02

Why it matters

Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.

Result

AI bot rules in robots.txt is missing or incomplete.

Evidence
{
  "expectedBots": [
    "GPTBot",
    "ChatGPT-User",
    "ClaudeBot",
    "Claude-Web",
    "Anthropic-AI",
    "Google-Extended",
    "PerplexityBot",
    "CCBot",
    "Applebot-Extended",
    "Meta-ExternalAgent",
    "Bytespider",
    "Amazonbot",
    "Cohere-AI"
  ],
  "configuredBots": []
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is missing or incomplete.

50 Fail

Needs attention

Content freshness signals

Failed check
01

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.

02

Why it matters

Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.

Check name

Content freshness signals

Score

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

Needs attention

Semantic HTML

Failed check
01

Issue

Semantic HTML is incomplete: skipped heading levels; 1 links missing accessible names.

Details

02

Why it matters

Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence
{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": 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

Needs attention

Web Bot Auth request signing

Failed check
01

Issue

Web Bot Auth request signing was not found at the expected path.

02

Why it matters

Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.

Result

Web Bot Auth request signing failed at "Fetch to find resource".

Validation steps

  1. 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

Needs attention

Content-Security-Policy

Failed check
01

Issue

Content-Security-Policy is missing or incomplete.

02

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

Needs attention

FAQPage schema

Failed check
01

Issue

FAQ content was detected but no FAQPage schema was found.

02

Why it matters

FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Expose question-and-answer content in FAQPage structured data when FAQs are present.

Result

FAQPage schema is missing or incomplete.

Evidence
{
  "found": false,
  "visibleFaq": true,
  "allTypes": [
    "Organization",
    "WebSite"
  ]
}

Security & TrustSecurity & TrustEstablished

Frame protection

Frame protection is missing or incomplete.

33 Fail

Needs attention

Frame protection

Failed check
01

Issue

Frame protection is missing or incomplete.

02

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

Needs attention

High-value schema types

Failed check
01

Issue

No high-value schema types (e.g. Article, Product, Service) were found.

02

Why it matters

High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Use schema types that describe the page's primary content or offering.

Result

High-value schema types is missing or incomplete.

Evidence
{
  "found": [],
  "expected": [
    "Article",
    "BlogPosting",
    "NewsArticle",
    "Product",
    "SoftwareApplication",
    "FAQPage",
    "LocalBusiness",
    "VideoObject",
    "HowTo",
    "Event",
    "Course",
    "Review",
    "Service"
  ],
  "allTypes": [
    "Organization",
    "WebSite"
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

33 Fail

Needs attention

Link headers

Failed check
01

Issue

No useful agent discovery Link headers were found.

02

Why it matters

Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

  1. Find useful Link headers

    No useful agent discovery Link headers were found.

  2. 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

Needs attention

Referrer-Policy

Failed check
01

Issue

Referrer-Policy is missing or incomplete.

02

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

Needs attention

WebMCP manifest

Failed check
01

Issue

WebMCP manifest was not found at the expected path.

02

Why it matters

A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

  1. 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

Needs attention

ACP - Agentic Commerce Protocol

Failed check
01

Issue

Commerce Discovery response did not match the expected shape. missing version or protocolVersion; missing endpoint; missing payment details or explicit not_supported declaration.

02

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

  1. 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

Needs attention

Universal Commerce Protocol

Failed check
01

Issue

Commerce Discovery response did not match the expected shape. missing version or protocolVersion; missing payment details or explicit not_supported declaration.

02

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

  1. 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

Needs attention

MCP Server Card

Failed check
01

Issue

MCP Server Card response is missing required fields or has invalid transports.

Details

02

Why it matters

MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.

Check name

MCP Server Card

Score

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

  1. Validate resource body

    MCP Server Card response is missing required fields or has invalid transports.

    Missing required fields
    • protocolVersion
  2. 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.

  3. 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

Needs attention

A2A Agent Card

Failed check
01

Issue

A2A Agent Card was not found at the expected path.

02

Why it matters

A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent card so A2A-compatible clients can discover capabilities.

Result

A2A Agent Card failed at "Fetch to find resource".

Validation steps

  1. 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

Needs attention

agent.json

Failed check
01

Issue

agent.json was not found at the expected path.

02

Why it matters

agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.

Result

agent.json failed at "Fetch to find resource".

Validation steps

  1. 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

Needs attention

agents.json

Failed check
01

Issue

agents.json was not found at the expected path.

02

Why it matters

agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.

Result

agents.json failed at "Fetch to find resource".

Validation steps

  1. 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

Needs attention

mcp.json

Failed check
01

Issue

mcp.json response did not match the expected MCP server metadata shape. missing: protocolVersion.

Details

02

Why it matters

MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.

Check name

mcp.json

Score

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

  1. 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

Needs attention

API Catalog

Failed check
01

Issue

API Catalog did not expose any same-origin hrefs to validate.

02

Why it matters

API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.

Check name

API Catalog

Score

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

  1. 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

Needs attention

DNS-AID Agent Discovery

Failed check
01

Issue

No DNS-AID entrypoint records were found under _agents.

02

Why it matters

DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.

Result

DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".

Validation steps

  1. Resolve DNS-AID SVCB/HTTPS records

    No DNS-AID entrypoint records were found under _agents.

  2. Validate alpn and endpoint parameters

    Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.

  3. 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

Needs attention

AIO: Source and trust signals

Failed check
01

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

02

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Source and trust signals scored 40/100 and needs a fix.

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/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

Needs attention

OpenAPI discovery

Warning
01

Issue

OpenAPI is valid, but missing schemas, parameters, servers, or security details reduce machine usability.

02

Why it matters

OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.

Check name

OpenAPI discovery

Score

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

  1. 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

Needs attention

Agent Skills index

Failed check
01

Issue

Agent Skills Index response did not match the expected shape. missing or invalid top-level fields: version=0.2.0.

02

Why it matters

An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.

Check name

Agent Skills index

Score

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

  1. 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

Needs attention

AEO: Answer evidence and trust

Failed check
01

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

02

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer evidence and trust

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer evidence and trust scored 40/100 and needs a fix.

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/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

Needs attention

AEO: Answer-first sections

Warning
01

Issue

14 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.

Details

02

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer-first sections scored 65/100 and needs improvement.

Evidence
{
  "sectionCount": 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

Needs attention

GEO: Entity clarity

Warning
01

Issue

Title/H1 terms missing from description: layer, data, action, layerfor.

Details

02

Why it matters

Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.

Check name

GEO: Entity clarity

Score

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

Needs attention

GEO: Explanatory content depth

Warning
01

Issue

8 explanatory paragraph(s) could be stronger for citation or AI extraction.

Details

02

Why it matters

Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: Explanatory content depth scored 75/100 and needs improvement.

Evidence
{
  "candidatePassages": 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&#x2019;t fire off a dozen API calls on the fly and hope nothing breaks. It hits one knowledge layer that&#x2019;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&#x2019;s data isn&#x2019;t a stale snapshot from last Tuesday. Updates flow in as they happen, so your agent acts on what&#x2019;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\">&quot;<!-- -->Without Airbyte, we&apos;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&apos;re running automated financial models or powering AI agents that answer questions about a brand&apos;s business, none of it works without trustworthy data flowing in, and that&apos;s what Airbyte gives us.<!-- -->&quot;</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\">&quot;<!-- -->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&apos;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&apos;re building an AI product, you can stop rolling your own pipelines and start shipping.<!-- -->&quot;</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> &#xa0; &#xa0;airbyte_client_id=os.environ[<span class=\"code-span_green\">&quot;AIRBYTE_CLIENT_ID&quot;</span>],<br> &#xa0; &#xa0;airbyte_client_secret=os.environ[<span class=\"code-span_green\">&quot;AIRBYTE_CLIENT_SECRET&quot;</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> &#xa0;auth_config=AirbyteAuthConfig( &#xa0; &#xa0;airbyte_client_id<code>=os.getenv(</code><span><code class=\"code-span_green\">&quot;AIRBYTE_CLIENT_ID&quot;</code></span><code>),<br>&#xa0;&#xa0;&#xa0;&#xa0;airbyte_client_secret=os.getenv(</code><span class=\"code-span_green\"><code>&quot;AIRBYTE_CLIENT_SECRET</code></span><code>),<br> &#xa0; &#xa0;)<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

Needs attention

AIO: Answer block readiness

Warning
01

Issue

14 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.

Details

02

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Answer block readiness scored 65/100 and needs improvement.

Evidence
{
  "sectionCount": 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

Needs attention

AEO: Question-led structure

Warning
01

Issue

14 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.

02

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Question-led structure

Score

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

Needs attention

GEO: Extraction-friendly structure

Warning
01

Issue

Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, optional visible FAQ or FAQPage schema.

Details

02

Why it matters

Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.

Check name

GEO: Extraction-friendly structure

Score

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

Needs attention

AIO: Page experience for AIO

Warning
01

Issue

25 image(s) are missing width/height attributes.

Details

02

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: 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&apos;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\">"
    },
    {
      "src": "data:image/svg+xml,%3csvg%20preserveAspectRatio='none'%20width='100%25'%20height='100%25'%20overflow='visible'%20style='display:%20block;'%20viewBox='0%200%20844%20844'%20fill='none'%20xmlns='http://www.w3.org/2000/svg'%3e%3cg%20id='Ellipse%201'%20opacity='0.3'%20filter='url(%23filter0_f_0_4)'%3e%3ccircle%20cx='422'%20cy='422'%20r='222'%20fill='url(%23paint0_linear_0_4)'/%3e%3c/g%3e%3cdefs%3e%3cfilter%20id='filter0_f_0_4'%20x='0'%20y='0'%20width='844'%20height='844'%20filterUnits='userSpaceOnUse'%20color-interpolation-filters='sRGB'%3e%3cfeFlood%20flood-opacity='0'%20result='BackgroundImageFix'/%3e%3cfeBlend%20mode='normal'%20in='SourceGraphic'%20in2='BackgroundImageFix'%20result='shape'/%3e%3cfeGaussianBlur%20stdDeviation='100'%20result='effect1_foregroundBlur_0_4'/%3e%3c/filter%3e%3clinearGradient%20id='paint0_linear_0_4'%20x1='644'%20y1='477.911'%20x2='200.016'%20y2='475.206'%20gradientUnits='userSpaceOnUse'%3e%3cstop%20offset='0.00480771'%20stop-color='%235D51D5'/%3e%3cstop%20offset='1'%20stop-color='%23D763EC'/%3e%3c/linearGradient%3e%3c/defs%3e%3c/svg%3e",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"data:image/svg+xml,%3csvg%20preserveAspectRatio=&apos;none&apos;%20width=&apos;100%25&apos;%20height=&apos;100%25&apos;%20overflow=&apos;visible&apos;%20style=&apos;display:%20block;&apos;%20viewBox=&apos;0%200%20844%20844&apos;%20fill=&apos;none&apos;%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%3e%3cg%20id=&apos;Ellipse%201&apos;%20opacity=&apos;0.3&apos;%20filter=&apos;url(%23filter0_f_0_4)&apos;%3e%3ccircle%20cx=&apos;422&apos;%20cy=&apos;422&apos;%20r=&apos;222&apos;%20fill=&..."
    },
    {
      "src": "/assets/badge-iso-Dw3QjNlr.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/assets/badge-iso-Dw3QjNlr.svg\" alt class=\"_badgeImg_9xn9h_85\">"
    },
    {
      "src": "/assets/badge-soc-BuMiETvT.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/assets/badge-soc-BuMiETvT.svg\" alt class=\"_badgeImg_9xn9h_85\">"
    },
    {
      "src": "/assets/badge-gdpr-I9_Mx5sd.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/assets/badge-gdpr-I9_Mx5sd.svg\" alt class=\"_badgeImg_9xn9h_85\">"
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    {
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      "src": "/assets/badge-hipaa-logo-wJeAK5ZD.svg",
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  "possibleDialogs": [],
  "score": 80,
  "weight": 10
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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

Needs attention

AEO: Entity and definition clarity

Warning
01

Issue

Entity or definition gaps: layer, data, action, layerfor.

Details

02

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Entity and definition clarity

Score

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

Needs attention

AEO: Answer intent coverage

Warning
01

Issue

Missing likely AI Overview intent sections: how, benefits, cost, compare.

Details

02

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer intent coverage scored 70/100 and needs improvement.

Evidence
{
  "headings": [
    {
      "text": "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

Needs attention

AI context endpoint

Informational
01

Issue

AI context endpoint is informational for this page.

02

Why it matters

A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.

Result

AI context endpoint is informational for this page.

Validation steps

  1. 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

Needs attention

AIO: Query intent coverage

Informational
01

Issue

Missing likely AI Overview intent sections: how, benefits, cost, compare.

Details

02

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Query intent coverage is informational for this page.

Evidence
{
  "headings": [
    {
      "text": "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

Needs attention

Auth.md Agent Registration

Informational
01

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.

02

Why it matters

Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.

Result

Auth.md Agent Registration has an informational finding because the page appears to support authentication.

Validation steps

  1. 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

Needs attention

IndexNow key

Informational
01

Issue

IndexNow key is informational for this page.

02

Why it matters

IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

Verify that IndexNow ownership key placement is detectable when the site advertises it.

Result

IndexNow key is informational for this page.

Validation steps

  1. Find advertised IndexNow key location

    No IndexNow key location was advertised in HTML, Link headers, or robots.txt.

  2. 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

Needs attention

OAuth / OIDC discovery

Informational
01

Issue

authorization_endpoint did not behave like an operational OAuth authorization endpoint.

02

Why it matters

OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.

Result

OAuth / OIDC discovery has an informational finding because the page appears to support authentication.

Validation steps

  1. Probe authorization endpoint with an authorization-code request

    authorization_endpoint did not behave like an operational OAuth authorization endpoint.

  2. 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

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

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.

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

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/).

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

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/).

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

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)

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

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.

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.

1 reports
Public score history report links
Scan dateScoreReadinessReport
71/100Level 3, Bot-AwareCurrent report
Report ID afdab551-1248-448d-9e94-b99a895aa727. Scanned Jun 8, 2026, 6:57 PM.
airbyte.com AI SEO Report: 71/100 (Level 3, Bot-Aware)