CanAgentUse

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https://www.chainguard.dev/

SCANNED

Jun 8, 2026, 10:19 PM

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https://www.chainguard.dev/

SCANNED

Jun 8, 2026, 10:19:59 PMJun 8, 2026, 10:19 PM

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59/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

The trusted source for open source | Chainguard

Chainguard provides trusted open source artifacts for every layer of your modern software stack—containers, language libraries, and VM images.

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
Metric	Score	Status	Passed	Failed	Warning	Evidence
AI Discoverability	43	Priority fix	8	15	0	View details
Discoverability	86	Mostly ready	6	3	0	View details
Content Readiness	33	Priority fix	2	8	0	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	10	Priority fix	6	29	1	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	7	0	View details
MCP	25	Priority fix	2	6	0	View details
Skill Discovery	5	Priority fix	0	10	1	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	83	Mostly ready	8	0	12
GEO Readiness	89	Mostly ready	3	0	3
AIO Readiness	88	Mostly ready	3	0	4
AEO Readiness	73	Needs work	2	0	5
SEO	92	Strong	10	1	0	View details
SEO	92	Strong	10	1	0	View details
Security & Trust	60	Needs work	7	2	0	View details
Security & Trust	60	Needs work	3	2	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	79	Mostly ready	22	4	0	View details
Performance	74	Needs work	16	3	0	View details
Accessibility	88	Mostly ready	6	1	0	View details

Prioritized recommendations

Issues ranked by score impact

40 items need attention

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

100 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.

Evidence

{
  "failedStep": "presence",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "fail",
      "evidence": {
        "links": []
      },
      "issue": "No useful agent discovery Link headers were found.",
      "howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
    },
    {
      "id": "target-validation",
      "title": "Fetch same-origin Link header targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin Link header targets were available to fetch."
          }
        ]
      },
      "issue": "Link headers did not expose any same-origin targets to validate.",
      "howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
    }
  ]
}

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish an API catalog for automated API discovery using RFC 9727.

Result

API Catalog failed at "Fetch API catalog".

Validation steps

Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check

Issue

OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p"
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p"
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p"
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

50 Fail

Needs attention

Referrer-Policy

Failed check

Issue

Referrer-Policy is missing or incomplete.

Why it matters

Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.

Check name

Referrer-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Limit how much referrer data leaves the site.

Result

Referrer-Policy is missing or incomplete.

Evidence

{
  "header": "referrer-policy",
  "value": null
}

Security & TrustSecurity & TrustEstablished

X-Content-Type-Options

X-Content-Type-Options is missing or incomplete.

50 Fail

Needs attention

X-Content-Type-Options

Failed check

Issue

X-Content-Type-Options is missing or incomplete.

Why it matters

X-Content-Type-Options prevents browsers from treating mislabeled files as executable content, reducing content-sniffing attacks.

Check name

X-Content-Type-Options

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Prevent MIME sniffing for browser-loaded resources.

Result

X-Content-Type-Options is missing or incomplete.

Evidence

{
  "header": "x-content-type-options",
  "value": null
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check

Issue

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

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

Declare AI content usage preferences with Content Signal in robots.txt.

Result

Content Signal is missing or incomplete.

Evidence

{
  "signals": [],
  "ai-train": false,
  "search": false,
  "ai-input": false
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

MCP Server Card failed at "Fetch to find resource".

33 Fail

Needs attention

MCP Server Card

Failed check

Issue

MCP Server Card was not found at the expected path.

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

MCP Server Card failed at "Fetch to find resource".

Validation steps

Fetch to find resource
MCP Server Card was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

33 Fail

Needs attention

mcp.json

Failed check

Issue

mcp.json was not found at the expected path.

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.

Result

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

Validation steps

Fetch to find resource
mcp.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check

Issue

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

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

Fetch to find resource
Web Bot Auth request signing was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

33 Fail

Needs attention

WebMCP manifest

Failed check

Issue

WebMCP manifest was not found at the expected path.

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

Fetch to find resource
WebMCP manifest was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          }
        ]
      },
      "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."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is missing or incomplete.

25 Fail

Needs attention

Content freshness signals

Failed check

Issue

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

Why it matters

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

Check name

Content freshness signals

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose modified and published dates for freshness-aware retrieval and ranking.

Result

Content freshness signals is missing or incomplete.

Evidence

{
  "lastModified": null,
  "schemaDates": [],
  "metaDateCount": 0,
  "timeDateCount": 0
}

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

llms.txt failed at "Fetch to find resource".

25 Fail

Needs attention

llms.txt

Failed check

Issue

llms.txt was not found at the expected path.

Why it matters

llms.txt gives language-model clients a concise, curated summary of important site context and links before they crawl broadly.

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

Publish llms.txt to summarize agent-readable site guidance.

Result

llms.txt failed at "Fetch to find resource".

Validation steps

Fetch to find resource
llms.txt was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          }
        ]
      },
      "issue": "llms.txt was not found at the expected path.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

25 Fail

Needs attention

Markdown negotiation

Failed check

Issue

Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.

Why it matters

Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

Markdown content type
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "rsc, next-router-state-tree, next-router-prefetch, next-router-segment-prefetch".
Structured Markdown body
Markdown response is missing a heading.

Evidence

{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "rsc, next-router-state-tree, next-router-prefetch, next-router-segment-prefetch"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"rsc, next-router-state-tree, next-router-prefetch, next-router-segment-prefetch\".",
      "howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
    },
    {
      "id": "markdown-content",
      "title": "Structured Markdown body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "hasHeading": false,
        "wordCount": 108083,
        "excerpt": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">The trusted source for open source | Chaingua",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: skipped heading levels; 2 links missing accessible names; 3 buttons missing accessible names.

Details

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": false,
  "accessibleLinks": false,
  "accessibleButtons": false,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [
      "<a class=\"flex items-center border border-r-[1px] border-neutral-border p-16\" href=\"/\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 125 20\" aria-label=\"Go to Chainguard Home Page\" class=\"h-[20px] w-[98px] flex-shrink-0 xl:w-[125px] text-brand-non-text-blurple\"><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M17.06 10.832a6.7 6.7 0 0 0 .251-1.861c0-4.22-3.476-8.971-6.95-8.971C6.89 0 3.413 4.75 3.413 8.97c0 .92.165 1.74.46 2.458l-2.088-.118c-.85-.048-1.633.56-1.5 1.405.05.327.",
      "<a class=\"max-sm:hidden\" href=\"/\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 156 25\" class=\"h-[20px] w-[130px] flex-shrink-0 md:h-[24px] md:w-[156px] text-neutral-ink\" aria-label=\"Go to Chainguard Home Page\"><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M21.29 13.502a8.3 8.3 0 0 0 .315-2.32C21.605 5.922 17.265 0 12.932 0S4.258 5.921 4.258 11.182c0 1.147.207 2.168.574 3.063L2.227 14.1c-1.061-.06-2.039.698-1.873 1.75.064.409.186.826.405 1.187-.738.52-1.039 1.477-.441 2.226"
    ],
    "inaccessibleButtons": [
      "<button id=\"radix-_R_356_-trigger-radix-_R_r56_\" data-state=\"closed\" aria-expanded=\"false\" aria-controls=\"radix-_R_356_-content-radix-_R_r56_\" class=\"group/navigation w-max justify-center bg-background text-sm font-medium transition-colors hover:text-accent-foreground disabled:pointer-events-none disabled:opacity-50 group/navigation flex h-full items-center gap-x-2 rounded-none px-16 py-0 hover:bg-brand-non-text-light-blurple focus:bg-brand-non-text-light-blurple focus:text-neutral-ink/90 focus:",
      "<button id=\"radix-_R_4p6_-trigger-radix-_R_sp6_\" data-state=\"closed\" aria-expanded=\"false\" aria-controls=\"radix-_R_4p6_-content-radix-_R_sp6_\" class=\"group/navigation w-max justify-center bg-background text-sm font-medium transition-colors hover:text-accent-foreground disabled:pointer-events-none disabled:opacity-50 group/navigation flex h-full items-center gap-x-2 rounded-none px-16 py-0 hover:bg-brand-non-text-light-blurple focus:bg-brand-non-text-light-blurple focus:text-neutral-ink/90 focus:",
      "<button type=\"button\" class=\"flex items-center bg-brand-non-text-blurple px-24 py-[13px] transition-colors duration-200 hover:bg-[#4F1FD1]\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 18 18\" class=\"flex-shrink-0 size-5\" aria-label=\"Open navigation menu\"><path stroke=\"#fff\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M3 4.5h12M3 9h12M3 13.5h12\"/></svg></button>"
    ],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": [
      "h1: Secure-by-default open source software",
      "h3: The world’s leading companies trust Chainguard",
      "h4: Anduril innovates at mission speed and scale with Chainguard",
      "h2: Trusted open source that unlocks mission-critical priorities",
      "h2: Your top priorities, shipped.",
      "h3: Implement a secure-by-default AI SDLC",
      "h3: Accelerate dev platform adoption",
      "h3: Scale your Golden Image program",
      "h3: Satisfy customer security requirements",
      "h3: Simplify continuous compliance",
      "h3: Protect against AI-assisted attacks",
      "h2: Trusted open source artifacts for every layer of your modern software stack",
      "h3: Chainguard Containers",
      "h3: Chainguard Libraries",
      "h3: Powered by Chainguard Factory",
      "h2: A secure stack for every stage of the AI software development lifecycle",
      "h2: Hear from our customers",
      "h2: $ chainguard learn --more"
    ]
  },
  "counts": {
    "h1": 1,
    "headings": 18,
    "links": 74,
    "inaccessibleLinks": 2,
    "buttons": 20,
    "inaccessibleButtons": 3,
    "images": 35,
    "imagesWithAlt": 35,
    "autocompleteInputs": 0,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 0
  }
}

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

Issue

A2A Agent Card was not found at the expected path.

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

Fetch to find resource
A2A Agent Card was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

Agent Skills index failed at "Fetch to find resource".

20 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index was not found at the expected path.

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

Agent Skills index failed at "Fetch to find resource".

Validation steps

Fetch to find resource
Agent Skills index was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

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

20 Fail

Needs attention

agent.json

Failed check

Issue

agent.json was not found at the expected path.

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

Fetch to find resource
agent.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          }
        ]
      },
      "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

Issue

agents.json was not found at the expected path.

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

Fetch to find resource
agents.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

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

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check

Issue

No DNS-AID entrypoint records were found under _agents.

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.

Evidence

{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "www.chainguard.dev",
        "probes": [
          {
            "name": "_index._agents.www.chainguard.dev",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.chainguard.dev",
            "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": "www.chainguard.dev",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "chainguard.dev",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          }
        ]
      },
      "issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
      "howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

5 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 16,
  "passing": 1,
  "failing": [
    {
      "heading": "The world’s leading companies trust Chainguard",
      "headingHtml": "<h3 class=\"font-gellixBold text-tempSM leading-tempSM tracking-n3 text-[#0D161C] lg:text-tempMD lg:leading-tempLG lg:tracking-n3\"><span>The world&#x2019;s leading companies trust Chainguard</span></h3>",
      "firstParagraph": "Why Chainguard?",
      "paragraphHtml": "<p class=\"font-roobertSemiMono text-XS3 leading-tempXS4 tracking-s6 uppercase text-brand-deep-blurple\">Why Chainguard?<span class=\"inline-flex h-4 w-2.5 align-text-top ml-2 mt-[1px] md:mt-0.5 bg-brand-non-text-blurple\" aria-hidden=\"true\"></span></p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Trusted open source that unlocks mission-critical priorities",
      "headingHtml": "<h2 class=\"font-gellixBold text-tempSM leading-SM tracking-n3 lg:max-w-[680px] lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Trusted open source that unlocks mission-critical priorities</h2>",
      "firstParagraph": "Only Chainguard can deliver the security and compliance your organization needs while being the partner that engineering teams can count on.",
      "paragraphHtml": "<p class=\"font-gellixRegular text-XS3 leading-tempXS3 tracking-s0 text-neutral-ink/70\">Only Chainguard can deliver the security and compliance your organization needs while being the partner that engineering teams can count on.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Your top priorities, shipped.",
      "headingHtml": "<h2 class=\"font-gellixBold text-tempSM leading-tempSM tracking-n3 lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Your top priorities, shipped.</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Implement a secure-by-default AI SDLC",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"open\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_4ll5m_\" aria-expanded=\"true\" data-state=\"open\" aria-disabled=\"true\" data-orientation=\"vertical\" id=\"radix-_R_ll5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] d...",
      "firstParagraph": "Implement a secure-by-default AI SDLC",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Implement a secure-by-default AI SDLC</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Accelerate dev platform adoption",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"closed\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_55l5m_\" aria-expanded=\"false\" data-state=\"closed\" data-orientation=\"vertical\" id=\"radix-_R_15l5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] data-[state=clos...",
      "firstParagraph": "Accelerate dev platform adoption",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Accelerate dev platform adoption</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Scale your Golden Image program",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"closed\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_5ll5m_\" aria-expanded=\"false\" data-state=\"closed\" data-orientation=\"vertical\" id=\"radix-_R_1ll5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] data-[state=clos...",
      "firstParagraph": "Scale your Golden Image program",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Scale your Golden Image program</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Satisfy customer security requirements",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"closed\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_65l5m_\" aria-expanded=\"false\" data-state=\"closed\" data-orientation=\"vertical\" id=\"radix-_R_25l5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] data-[state=clos...",
      "firstParagraph": "Satisfy customer security requirements",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Satisfy customer security requirements</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Simplify continuous compliance",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"closed\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_6ll5m_\" aria-expanded=\"false\" data-state=\"closed\" data-orientation=\"vertical\" id=\"radix-_R_2ll5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] data-[state=clos...",
      "firstParagraph": "Simplify continuous compliance",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Simplify continuous compliance</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Protect against AI-assisted attacks",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"closed\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_75l5m_\" aria-expanded=\"false\" data-state=\"closed\" data-orientation=\"vertical\" id=\"radix-_R_35l5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] data-[state=clos...",
      "firstParagraph": "Protect against AI-assisted attacks",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Protect against AI-assisted attacks</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Trusted open source artifacts for every layer of your modern software stack",
      "headingHtml": "<h2 class=\"mt-5 max-w-[868px] font-gellixBold text-tempSM leading-SM tracking-n3 text-neutral-ink lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Trusted open source artifacts for every layer of your modern software stack</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Chainguard Containers",
      "headingHtml": "<h3 class=\"mt-32 font-gellixBold text-XS leading-tempSM tracking-s0 text-neutral-ink md:text-tempSM md:leading-tempSM md:tracking-n3\">Chainguard Containers</h3>",
      "firstParagraph": "Minimal, customizable, zero-CVE container images with a best-in-class SLA for CVE remediation.",
      "paragraphHtml": "<p class=\"mt-3 font-gellixRegular text-XS3 leading-tempXS3 tracking-s0 text-neutral-ink/80\">Minimal, customizable, zero-CVE container images with a best-in-class SLA for CVE remediation.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Chainguard Libraries",
      "headingHtml": "<h3 class=\"mt-32 font-gellixBold text-XS leading-tempSM tracking-s0 text-neutral-ink md:text-tempSM md:leading-tempSM md:tracking-n3\">Chainguard Libraries</h3>",
      "firstParagraph": "A guarded catalog of malware-resistant language libraries to protect against supply chain attacks.",
      "paragraphHtml": "<p class=\"mt-3 font-gellixRegular text-XS3 leading-tempXS3 tracking-s0 text-neutral-ink/80\">A guarded catalog of malware-resistant language libraries to protect against supply chain attacks.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Powered by Chainguard Factory",
      "headingHtml": "<h3 class=\"font-gellixBold text-XS leading-tempSM tracking-s0 text-neutral-ink md:text-tempSM md:leading-tempSM md:tracking-n3\">Powered by Chainguard Factory</h3>",
      "firstParagraph": "An agentic software factory run by open source experts.",
      "paragraphHtml": "<p class=\"mt-24 font-gellixRegular text-XS3 leading-tempXS3 tracking-s0 text-neutral-ink/80 lg:mt-16 lg:max-w-[404px]\">An agentic software factory run by open source experts. </p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "A secure stack for every stage of the AI software development lifecycle",
      "headingHtml": "<h2 class=\"mt-5 max-w-[730px] font-gellixBold text-tempSM leading-tempSM tracking-n3 text-neutral-ink lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">A secure stack for every stage of the AI software development lifecycle</h2>",
      "firstParagraph": "Engineering Hours Saved",
      "paragraphHtml": "<p class=\"uppercase text-neutral-ink/40 font-gellixRegular text-XS4 leading-tempXS4 tracking-s6\">Engineering Hours Saved</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "$ chainguard learn --more",
      "headingHtml": "<h2 class=\"font-roobertSemiMonoSemiBold text-XS leading-tempSM tracking-s0 text-white md:text-tempSM md:leading-tempSM md:tracking-n3\"><span>&#x24; chainguard learn --more</span></h2>",
      "firstParagraph": "The trusted source for open source",
      "paragraphHtml": "<p class=\"max-w-[250px] text-left font-gellixBold text-SM leading-[30px] tracking-LG md:max-w-[400px] md:text-XL md:leading-[44px] md:tracking-XL\">The trusted source for open source</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

AEO: Question-led structure scored 50/100 and needs improvement.

4 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

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

Why it matters

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

Check name

AEO: Question-led structure

Score

50/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AEO: Question-led structure scored 50/100 and needs improvement.

Evidence

{
  "h2Count": 6,
  "questionH2s": [],
  "hasFaq": true,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

4 Warning

Needs attention

GEO: Explanatory content depth

Warning

Issue

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

Details

Why it matters

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

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "candidatePassages": 5,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 33,
      "heading": "H2: Hear from our customers",
      "text": "“It's a remarkable thing when you introduce Chainguard [Containers] and see the vulnerability count plummet. Watching various applications go from hundreds or even thousands of vulnerabilities down to zero overnight is a really powerful testament to what Chainguard [Containers] can do. And we would not have been able to get [to FedRAMP High] in time without their support.”",
      "words": 58,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (58 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"font-gellixRegular text-XS2 leading-tempXS3 tracking-s0 text-neutral-ink\">&#x201c;It&apos;s a remarkable thing when you introduce Chainguard [Containers] and see the vulnerability count plummet. Watching various applications go from hundreds or even thousands of vulnerabilities down to zero overnight is a really powerful testament to what Chainguard [Containers] can do. And we would not have been able to get [to FedRAMP High] in time without their support.&#x201d;</p>"
    },
    {
      "index": 34,
      "heading": "H2: Hear from our customers",
      "text": "At Snap, security is critical to maintaining the trust of our users and ensuring the integrity of our application. Chainguard's secure container images help to drive down vulnerabilities and provide us with a solid technology foundation. This, in turn, enables us to focus on scaling and innovating rapidly to deliver new features and experiences for our users.",
      "words": 57,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (57 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"font-gellixRegular text-XS2 leading-tempXS3 tracking-s0 text-neutral-ink\">At Snap, security is critical to maintaining the trust of our users and ensuring the integrity of our application. Chainguard&apos;s secure container images help to drive down vulnerabilities and provide us with a solid technology foundation. This, in turn, enables us to focus on scaling and innovating rapidly to deliver new features and experiences for our users.</p>"
    },
    {
      "index": 35,
      "heading": "H2: Hear from our customers",
      "text": "“Anduril is redefining what defense contractors look like, in part by implementing commercial technology and moving at the pace of relevance. Doing so while remaining compliant in a highly regulated environment is extremely challenging. Chainguard [Containers] help us deliver on this mission with hardened container images that lead the market in secure software development.”",
      "words": 54,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (54 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"font-gellixRegular text-XS2 leading-tempXS3 tracking-s0 text-neutral-ink\">&#x201c;Anduril is redefining what defense contractors look like, in part by implementing commercial technology and moving at the pace of relevance. Doing so while remaining compliant in a highly regulated environment is extremely challenging. Chainguard [Containers] help us deliver on this mission with hardened container images that lead the market in secure software development.&#x201d;</p>"
    },
    {
      "index": 36,
      "heading": "H2: Hear from our customers",
      "text": "“Our partnership with Chainguard enabled us to meet or exceed the rigorous standards required in highly regulated industries and government sectors where we serve our customers. By reducing the burden of patching and hardening associated with managing supply chain risks, we can increase our developers' focus on driving innovation in support of our customers' missions.”",
      "words": 55,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (55 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"font-gellixRegular text-XS2 leading-tempXS3 tracking-s0 text-neutral-ink\">&#x201c;Our partnership with Chainguard enabled us to meet or exceed the rigorous standards required in highly regulated industries and government sectors where we serve our customers. By reducing the burden of patching and hardening associated with managing supply chain risks, we can increase our developers&apos; focus on driving innovation in support of our customers&apos; missions.&#x201d;</p>"
    },
    {
      "index": 37,
      "heading": "H2: Hear from our customers",
      "text": "“We have adopted Chainguard [Containers] to reduce the burden of vulnerability triage on our developers so they can focus on building and establishing a secure avenue for the broad adoption of AI technologies. We are thrilled to see Chainguard expand its offering to include AI and ML workloads and look forward to working together to bring secure AI innovation to the forefront.”",
      "words": 62,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (62 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"font-gellixRegular text-XS2 leading-tempXS3 tracking-s0 text-neutral-ink\">&#x201c;We have adopted Chainguard [Containers] to reduce the burden of vulnerability triage on our developers so they can focus on building and establishing a secure avenue for the broad adoption of AI technologies. We are thrilled to see Chainguard expand its offering to include AI and ML workloads and look forward to working together to bring secure AI innovation to the forefront.&#x201d;</p>"
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

GEO: Extraction-friendly structure scored 85/100 and needs improvement.

3 Warning

Needs attention

GEO: Extraction-friendly structure

Warning

Issue

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

Details

Why it matters

Check name

GEO: Extraction-friendly structure

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: Extraction-friendly structure scored 85/100 and needs improvement.

Evidence

{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": true,
  "definitionPatterns": 6,
  "schemaBlocks": 1,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process"
  ],
  "score": 85,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

AIO: Source and trust signals scored 80/100 and needs improvement.

3 Warning

Needs attention

AIO: Source and trust signals

Warning

Issue

Missing AIO trust signals: freshnessDate.

Details

Why it matters

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

Check name

AIO: Source and trust signals

Score

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: Source and trust signals scored 80/100 and needs improvement.

Evidence

{
  "signals": {
    "author": true,
    "publisher": true,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [
    "Brandon Sterne",
    "Joe McCaffrey",
    "Andrew Cunje"
  ],
  "schemaPublishers": [
    "Snowflake",
    "Anduril",
    "Appian"
  ],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/about-us",
      "text": "About Us",
      "html": "<a class=\"font-gellixRegular font-500 leading-5 text-[#0D161C]/90\" href=\"/about-us\">About Us</a>"
    },
    {
      "href": "https://www.linkedin.com/company/chainguard-dev/",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/chainguard-dev/\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"Visit our LinkedIn profile\" role=\"link\"><div class=\"flex-shrink-0 text-brand-non-text-blurple lg:text-neutral-ink\" aria-hidden=\"true\"><svg width=\"24\" height=\"25\" viewBox=\"0 0 24 25\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M21.3333 0.465332C22.8061 0.465332 24 1.65924 24 3.132V21.7987C24 23.2714 22.8061 24.4653 21.3333 24.4653H2.66667C1.19391 24.4653 0 23.2714 0 21...."
    }
  ],
  "contactLinks": [
    {
      "href": "/contact",
      "text": "Contact us",
      "html": "<a data-slot=\"button\" class=\"inline-flex items-center self-start justify-center gap-x-8 whitespace-nowrap border disabled:pointer-events-none disabled:opacity-50 shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] [&amp;_svg]:pointer-events-none [&amp;_svg:not([class*=&apos;size-&apos;])]:size-4 [&amp;_svg]:shrink-0 bg-brand-non-text-blurple text-white border-brand-non-text-blurple [&amp;_svg]:fill-current [&amp;_svg]:text-white hover:bg-brand-d..."
    },
    {
      "href": "/contact",
      "text": "Talk to an expert",
      "html": "<a data-slot=\"button\" class=\"inline-flex items-center self-start justify-center gap-x-8 whitespace-nowrap border disabled:pointer-events-none disabled:opacity-50 shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] [&amp;_svg]:pointer-events-none [&amp;_svg:not([class*=&apos;size-&apos;])]:size-4 [&amp;_svg]:shrink-0 bg-brand-non-text-blurple text-white border-brand-non-text-blurple [&amp;_svg]:fill-current [&amp;_svg]:text-white hover:bg-brand-d..."
    },
    {
      "href": "/contact",
      "text": "Talk to an expert",
      "html": "<a role=\"link\" target=\"_self\" aria-label=\"Learn more at /contact\" data-slot=\"button\" class=\"inline-flex items-center self-start justify-center gap-x-8 whitespace-nowrap border disabled:pointer-events-none disabled:opacity-50 shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] [&amp;_svg]:pointer-events-none [&amp;_svg:not([class*=&apos;size-&apos;])]:size-4 [&amp;_svg]:shrink-0 bg-brand-non-text-blurple text-white border-brand-non-text-blurple [..."
    },
    {
      "href": "/unchained/its-time-to-rethink-golden-images-chainguard-can-help",
      "text": "Learn more",
      "html": "<a class=\"flex items-center gap-x-8\" role=\"link\" target=\"_self\" aria-label=\"Learn more at /unchained/its-time-to-rethink-golden-images-chainguard-can-help\" href=\"/unchained/its-time-to-rethink-golden-images-chainguard-can-help\"><span aria-hidden=\"true\" class=\"font-gellixBold text-XS3 leading-XS2 tracking-n1\" style=\"color:#6226FB\">Learn more</span><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 16 16\" class=\"size-16 flex-shrink-0\" aria-hidden=\"true\"><path fill=\"#6226FB\" d=\"M12..."
    },
    {
      "href": "/unchained/meeting-the-zero-cve-mandate-how-chainguard-helps-businesses-ship-secure-software-that-customers-trust",
      "text": "Learn more",
      "html": "<a class=\"flex items-center gap-x-8\" role=\"link\" target=\"_self\" aria-label=\"Learn more at /unchained/meeting-the-zero-cve-mandate-how-chainguard-helps-businesses-ship-secure-software-that-customers-trust\" href=\"/unchained/meeting-the-zero-cve-mandate-how-chainguard-helps-businesses-ship-secure-software-that-customers-trust\"><span aria-hidden=\"true\" class=\"font-gellixBold text-XS3 leading-XS2 tracking-n1\" style=\"color:#6226FB\">Learn more</span><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none..."
    },
    {
      "href": "/contact",
      "text": "contact us",
      "html": "<a role=\"link\" target=\"_self\" aria-label=\"Learn more at /contact\" class=\"dashed-border-8 flex items-center justify-center gap-x-3 border-white/70 p-24 font-roobertSemiMonoSemiBold text-XS leading-tempSM tracking-s0 text-white max-lg:w-full md:text-tempSM md:leading-tempSM md:tracking-n3 lg:gap-x-24 lg:px-56 lg:py-40\" href=\"/contact\">contact us<span class=\"h-[17px] w-[10.5px] bg-brand-non-text-lime lg:h-[35px] lg:w-[22px]\" style=\"opacity: 1;\"></span></a>"
    },
    {
      "href": "https://www.chainguard.dev/contact",
      "text": "Talk to an expert",
      "html": "<a class=\"inline-flex items-center self-start justify-center gap-x-8 whitespace-nowrap border disabled:pointer-events-none disabled:opacity-50 shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] [&amp;_svg]:pointer-events-none [&amp;_svg:not([class*=&apos;size-&apos;])]:size-4 [&amp;_svg]:shrink-0 bg-brand-non-text-blurple text-white border-brand-non-text-blurple [&amp;_svg]:fill-current [&amp;_svg]:text-white hover:bg-brand-deep-blurple transit..."
    }
  ],
  "privacyLinks": [
    {
      "href": "/legal/privacy-notice",
      "text": "Privacy",
      "html": "<a class=\"font-gellixRegular font-500 leading-5 text-[#0D161C]/60\" href=\"/legal/privacy-notice\">Privacy</a>"
    },
    {
      "href": "/legal/terms-of-use",
      "text": "Terms",
      "html": "<a class=\"pl-2.5 font-gellixRegular font-500 leading-5 text-[#0D161C]/60\" href=\"/legal/terms-of-use\">Terms</a>"
    },
    {
      "href": "/legal/privacy-notice",
      "text": "Privacy",
      "html": "<a class=\"font-gellixRegular font-500 leading-5 text-[#0D161C]/60\" href=\"/legal/privacy-notice\">Privacy</a>"
    },
    {
      "href": "/legal/terms-of-use",
      "text": "Terms",
      "html": "<a class=\"pl-2.5 font-gellixRegular font-500 leading-5 text-[#0D161C]/60\" href=\"/legal/terms-of-use\">Terms</a>"
    }
  ],
  "score": 80,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

AEO: Answer evidence and trust scored 80/100 and needs improvement.

2 Warning

Needs attention

AEO: Answer evidence and trust

Warning

Issue

Missing AIO trust signals: freshnessDate.

Details

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AEO: Answer evidence and trust scored 80/100 and needs improvement.

Evidence

{
  "signals": {
    "author": true,
    "publisher": true,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [
    "Brandon Sterne",
    "Joe McCaffrey",
    "Andrew Cunje"
  ],
  "schemaPublishers": [
    "Snowflake",
    "Anduril",
    "Appian"
  ],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/about-us",
      "text": "About Us",
      "html": "<a class=\"font-gellixRegular font-500 leading-5 text-[#0D161C]/90\" href=\"/about-us\">About Us</a>"
    },
    {
      "href": "https://www.linkedin.com/company/chainguard-dev/",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/chainguard-dev/\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"Visit our LinkedIn profile\" role=\"link\"><div class=\"flex-shrink-0 text-brand-non-text-blurple lg:text-neutral-ink\" aria-hidden=\"true\"><svg width=\"24\" height=\"25\" viewBox=\"0 0 24 25\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M21.3333 0.465332C22.8061 0.465332 24 1.65924 24 3.132V21.7987C24 23.2714 22.8061 24.4653 21.3333 24.4653H2.66667C1.19391 24.4653 0 23.2714 0 21...."
    }
  ],
  "contactLinks": [
    {
      "href": "/contact",
      "text": "Contact us",
      "html": "<a data-slot=\"button\" class=\"inline-flex items-center self-start justify-center gap-x-8 whitespace-nowrap border disabled:pointer-events-none disabled:opacity-50 shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] [&amp;_svg]:pointer-events-none [&amp;_svg:not([class*=&apos;size-&apos;])]:size-4 [&amp;_svg]:shrink-0 bg-brand-non-text-blurple text-white border-brand-non-text-blurple [&amp;_svg]:fill-current [&amp;_svg]:text-white hover:bg-brand-d..."
    },
    {
      "href": "/contact",
      "text": "Talk to an expert",
      "html": "<a data-slot=\"button\" class=\"inline-flex items-center self-start justify-center gap-x-8 whitespace-nowrap border disabled:pointer-events-none disabled:opacity-50 shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] [&amp;_svg]:pointer-events-none [&amp;_svg:not([class*=&apos;size-&apos;])]:size-4 [&amp;_svg]:shrink-0 bg-brand-non-text-blurple text-white border-brand-non-text-blurple [&amp;_svg]:fill-current [&amp;_svg]:text-white hover:bg-brand-d..."
    },
    {
      "href": "/contact",
      "text": "Talk to an expert",
      "html": "<a role=\"link\" target=\"_self\" aria-label=\"Learn more at /contact\" data-slot=\"button\" class=\"inline-flex items-center self-start justify-center gap-x-8 whitespace-nowrap border disabled:pointer-events-none disabled:opacity-50 shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] [&amp;_svg]:pointer-events-none [&amp;_svg:not([class*=&apos;size-&apos;])]:size-4 [&amp;_svg]:shrink-0 bg-brand-non-text-blurple text-white border-brand-non-text-blurple [..."
    },
    {
      "href": "/unchained/its-time-to-rethink-golden-images-chainguard-can-help",
      "text": "Learn more",
      "html": "<a class=\"flex items-center gap-x-8\" role=\"link\" target=\"_self\" aria-label=\"Learn more at /unchained/its-time-to-rethink-golden-images-chainguard-can-help\" href=\"/unchained/its-time-to-rethink-golden-images-chainguard-can-help\"><span aria-hidden=\"true\" class=\"font-gellixBold text-XS3 leading-XS2 tracking-n1\" style=\"color:#6226FB\">Learn more</span><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 16 16\" class=\"size-16 flex-shrink-0\" aria-hidden=\"true\"><path fill=\"#6226FB\" d=\"M12..."
    },
    {
      "href": "/unchained/meeting-the-zero-cve-mandate-how-chainguard-helps-businesses-ship-secure-software-that-customers-trust",
      "text": "Learn more",
      "html": "<a class=\"flex items-center gap-x-8\" role=\"link\" target=\"_self\" aria-label=\"Learn more at /unchained/meeting-the-zero-cve-mandate-how-chainguard-helps-businesses-ship-secure-software-that-customers-trust\" href=\"/unchained/meeting-the-zero-cve-mandate-how-chainguard-helps-businesses-ship-secure-software-that-customers-trust\"><span aria-hidden=\"true\" class=\"font-gellixBold text-XS3 leading-XS2 tracking-n1\" style=\"color:#6226FB\">Learn more</span><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none..."
    },
    {
      "href": "/contact",
      "text": "contact us",
      "html": "<a role=\"link\" target=\"_self\" aria-label=\"Learn more at /contact\" class=\"dashed-border-8 flex items-center justify-center gap-x-3 border-white/70 p-24 font-roobertSemiMonoSemiBold text-XS leading-tempSM tracking-s0 text-white max-lg:w-full md:text-tempSM md:leading-tempSM md:tracking-n3 lg:gap-x-24 lg:px-56 lg:py-40\" href=\"/contact\">contact us<span class=\"h-[17px] w-[10.5px] bg-brand-non-text-lime lg:h-[35px] lg:w-[22px]\" style=\"opacity: 1;\"></span></a>"
    },
    {
      "href": "https://www.chainguard.dev/contact",
      "text": "Talk to an expert",
      "html": "<a class=\"inline-flex items-center self-start justify-center gap-x-8 whitespace-nowrap border disabled:pointer-events-none disabled:opacity-50 shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] [&amp;_svg]:pointer-events-none [&amp;_svg:not([class*=&apos;size-&apos;])]:size-4 [&amp;_svg]:shrink-0 bg-brand-non-text-blurple text-white border-brand-non-text-blurple [&amp;_svg]:fill-current [&amp;_svg]:text-white hover:bg-brand-deep-blurple transit..."
    }
  ],
  "privacyLinks": [
    {
      "href": "/legal/privacy-notice",
      "text": "Privacy",
      "html": "<a class=\"font-gellixRegular font-500 leading-5 text-[#0D161C]/60\" href=\"/legal/privacy-notice\">Privacy</a>"
    },
    {
      "href": "/legal/terms-of-use",
      "text": "Terms",
      "html": "<a class=\"pl-2.5 font-gellixRegular font-500 leading-5 text-[#0D161C]/60\" href=\"/legal/terms-of-use\">Terms</a>"
    },
    {
      "href": "/legal/privacy-notice",
      "text": "Privacy",
      "html": "<a class=\"font-gellixRegular font-500 leading-5 text-[#0D161C]/60\" href=\"/legal/privacy-notice\">Privacy</a>"
    },
    {
      "href": "/legal/terms-of-use",
      "text": "Terms",
      "html": "<a class=\"pl-2.5 font-gellixRegular font-500 leading-5 text-[#0D161C]/60\" href=\"/legal/terms-of-use\">Terms</a>"
    }
  ],
  "score": 80,
  "weight": 22
}

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

Issue

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

Details

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 16,
  "passing": 1,
  "failing": [
    {
      "heading": "The world’s leading companies trust Chainguard",
      "headingHtml": "<h3 class=\"font-gellixBold text-tempSM leading-tempSM tracking-n3 text-[#0D161C] lg:text-tempMD lg:leading-tempLG lg:tracking-n3\"><span>The world&#x2019;s leading companies trust Chainguard</span></h3>",
      "firstParagraph": "Why Chainguard?",
      "paragraphHtml": "<p class=\"font-roobertSemiMono text-XS3 leading-tempXS4 tracking-s6 uppercase text-brand-deep-blurple\">Why Chainguard?<span class=\"inline-flex h-4 w-2.5 align-text-top ml-2 mt-[1px] md:mt-0.5 bg-brand-non-text-blurple\" aria-hidden=\"true\"></span></p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Trusted open source that unlocks mission-critical priorities",
      "headingHtml": "<h2 class=\"font-gellixBold text-tempSM leading-SM tracking-n3 lg:max-w-[680px] lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Trusted open source that unlocks mission-critical priorities</h2>",
      "firstParagraph": "Only Chainguard can deliver the security and compliance your organization needs while being the partner that engineering teams can count on.",
      "paragraphHtml": "<p class=\"font-gellixRegular text-XS3 leading-tempXS3 tracking-s0 text-neutral-ink/70\">Only Chainguard can deliver the security and compliance your organization needs while being the partner that engineering teams can count on.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Your top priorities, shipped.",
      "headingHtml": "<h2 class=\"font-gellixBold text-tempSM leading-tempSM tracking-n3 lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Your top priorities, shipped.</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Implement a secure-by-default AI SDLC",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"open\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_4ll5m_\" aria-expanded=\"true\" data-state=\"open\" aria-disabled=\"true\" data-orientation=\"vertical\" id=\"radix-_R_ll5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] d...",
      "firstParagraph": "Implement a secure-by-default AI SDLC",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Implement a secure-by-default AI SDLC</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Accelerate dev platform adoption",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"closed\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_55l5m_\" aria-expanded=\"false\" data-state=\"closed\" data-orientation=\"vertical\" id=\"radix-_R_15l5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] data-[state=clos...",
      "firstParagraph": "Accelerate dev platform adoption",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Accelerate dev platform adoption</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Scale your Golden Image program",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"closed\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_5ll5m_\" aria-expanded=\"false\" data-state=\"closed\" data-orientation=\"vertical\" id=\"radix-_R_1ll5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] data-[state=clos...",
      "firstParagraph": "Scale your Golden Image program",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Scale your Golden Image program</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Satisfy customer security requirements",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"closed\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_65l5m_\" aria-expanded=\"false\" data-state=\"closed\" data-orientation=\"vertical\" id=\"radix-_R_25l5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] data-[state=clos...",
      "firstParagraph": "Satisfy customer security requirements",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Satisfy customer security requirements</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Simplify continuous compliance",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"closed\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_6ll5m_\" aria-expanded=\"false\" data-state=\"closed\" data-orientation=\"vertical\" id=\"radix-_R_2ll5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] data-[state=clos...",
      "firstParagraph": "Simplify continuous compliance",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Simplify continuous compliance</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Protect against AI-assisted attacks",
      "headingHtml": "<h3 data-orientation=\"vertical\" data-state=\"closed\" class=\"flex\"><button type=\"button\" aria-controls=\"radix-_R_75l5m_\" aria-expanded=\"false\" data-state=\"closed\" data-orientation=\"vertical\" id=\"radix-_R_35l5m_\" class=\"flex-1 gap-x-3 text-left font-medium transition-all [&amp;[data-state=open]&gt;svg]:stroke-neutral-ink/40 flex items-center justify-between py-0 font-gellixBold text-XS leading-XS2 tracking-n3 text-neutral-ink data-[state=closed]:mb-32 data-[state=open]:mb-[31px] data-[state=clos...",
      "firstParagraph": "Protect against AI-assisted attacks",
      "paragraphHtml": "<p class=\"max-lg:max-w-[315px]\">Protect against AI-assisted attacks</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Trusted open source artifacts for every layer of your modern software stack",
      "headingHtml": "<h2 class=\"mt-5 max-w-[868px] font-gellixBold text-tempSM leading-SM tracking-n3 text-neutral-ink lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Trusted open source artifacts for every layer of your modern software stack</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Chainguard Containers",
      "headingHtml": "<h3 class=\"mt-32 font-gellixBold text-XS leading-tempSM tracking-s0 text-neutral-ink md:text-tempSM md:leading-tempSM md:tracking-n3\">Chainguard Containers</h3>",
      "firstParagraph": "Minimal, customizable, zero-CVE container images with a best-in-class SLA for CVE remediation.",
      "paragraphHtml": "<p class=\"mt-3 font-gellixRegular text-XS3 leading-tempXS3 tracking-s0 text-neutral-ink/80\">Minimal, customizable, zero-CVE container images with a best-in-class SLA for CVE remediation.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Chainguard Libraries",
      "headingHtml": "<h3 class=\"mt-32 font-gellixBold text-XS leading-tempSM tracking-s0 text-neutral-ink md:text-tempSM md:leading-tempSM md:tracking-n3\">Chainguard Libraries</h3>",
      "firstParagraph": "A guarded catalog of malware-resistant language libraries to protect against supply chain attacks.",
      "paragraphHtml": "<p class=\"mt-3 font-gellixRegular text-XS3 leading-tempXS3 tracking-s0 text-neutral-ink/80\">A guarded catalog of malware-resistant language libraries to protect against supply chain attacks.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Powered by Chainguard Factory",
      "headingHtml": "<h3 class=\"font-gellixBold text-XS leading-tempSM tracking-s0 text-neutral-ink md:text-tempSM md:leading-tempSM md:tracking-n3\">Powered by Chainguard Factory</h3>",
      "firstParagraph": "An agentic software factory run by open source experts.",
      "paragraphHtml": "<p class=\"mt-24 font-gellixRegular text-XS3 leading-tempXS3 tracking-s0 text-neutral-ink/80 lg:mt-16 lg:max-w-[404px]\">An agentic software factory run by open source experts. </p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "A secure stack for every stage of the AI software development lifecycle",
      "headingHtml": "<h2 class=\"mt-5 max-w-[730px] font-gellixBold text-tempSM leading-tempSM tracking-n3 text-neutral-ink lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">A secure stack for every stage of the AI software development lifecycle</h2>",
      "firstParagraph": "Engineering Hours Saved",
      "paragraphHtml": "<p class=\"uppercase text-neutral-ink/40 font-gellixRegular text-XS4 leading-tempXS4 tracking-s6\">Engineering Hours Saved</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "$ chainguard learn --more",
      "headingHtml": "<h2 class=\"font-roobertSemiMonoSemiBold text-XS leading-tempSM tracking-s0 text-white md:text-tempSM md:leading-tempSM md:tracking-n3\"><span>&#x24; chainguard learn --more</span></h2>",
      "firstParagraph": "The trusted source for open source",
      "paragraphHtml": "<p class=\"max-w-[250px] text-left font-gellixBold text-SM leading-[30px] tracking-LG md:max-w-[400px] md:text-XL md:leading-[44px] md:tracking-XL\">The trusted source for open source</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 85/100 and needs improvement.

2 Warning

Needs attention

AIO: Visible structured data match

Warning

Issue

6 structured-data value(s) were not found in visible page text.

Details

Why it matters

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

Check name

AIO: Visible structured data match

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Visible structured data match scored 85/100 and needs improvement.

Evidence

{
  "schemaCount": 9,
  "checkedFields": [
    {
      "path": "$[0].name",
      "value": "Chainguard"
    },
    {
      "path": "$[0].description",
      "value": "Chainguard provides trusted open source artifacts for every layer of your modern software stack—containers, language libraries, and VM images."
    },
    {
      "path": "$[1].name",
      "value": "Chainguard"
    },
    {
      "path": "$[1].description",
      "value": "The trusted source for open source"
    },
    {
      "path": "$[2].name",
      "value": "The trusted source for open source | Chainguard"
    },
    {
      "path": "$[2].description",
      "value": "Chainguard provides trusted open source artifacts for every layer of your modern software stack—containers, language libraries, and VM images."
    },
    {
      "path": "$[2].breadcrumb.itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[3].name",
      "value": "Chainguard Customer Success Metrics"
    },
    {
      "path": "$[3].description",
      "value": "Quantified results from Chainguard's secure open source platform."
    },
    {
      "path": "$[3].itemListElement[0].name",
      "value": "Engineering Hours Saved"
    },
    {
      "path": "$[3].itemListElement[0].item.description",
      "value": "Engineering hours saved across customers"
    },
    {
      "path": "$[3].itemListElement[1].name",
      "value": "CVEs Remediated"
    },
    {
      "path": "$[3].itemListElement[1].item.description",
      "value": "Total CVEs remediated for customers"
    },
    {
      "path": "$[3].itemListElement[2].name",
      "value": "Average CVE Remediation Time"
    },
    {
      "path": "$[3].itemListElement[2].item.description",
      "value": "Average remediation time for critical CVEs"
    },
    {
      "path": "$[3].itemListElement[3].name",
      "value": "Attack Surface Reduction"
    },
    {
      "path": "$[3].itemListElement[3].item.description",
      "value": "Average reduction in attack surface"
    },
    {
      "path": "$[3].itemListElement[4].name",
      "value": "Average CVE Reduction"
    },
    {
      "path": "$[3].itemListElement[4].item.description",
      "value": "Average percentage reduction in CVEs"
    },
    {
      "path": "$[4].author.name",
      "value": "Brandon Sterne"
    },
    {
      "path": "$[4].publisher.name",
      "value": "Snowflake"
    },
    {
      "path": "$[5].author.name",
      "value": "Joe McCaffrey"
    },
    {
      "path": "$[5].publisher.name",
      "value": "Anduril"
    },
    {
      "path": "$[6].author.name",
      "value": "Andrew Cunje"
    },
    {
      "path": "$[6].publisher.name",
      "value": "Appian"
    },
    {
      "path": "$[7].mainEntity[0].name",
      "value": "What is Chainguard?"
    },
    {
      "path": "$[7].mainEntity[1].name",
      "value": "What products does Chainguard offer?"
    },
    {
      "path": "$[7].mainEntity[2].name",
      "value": "How does Chainguard help with compliance?"
    },
    {
      "path": "$[7].mainEntity[3].name",
      "value": "What compliance frameworks does Chainguard support?"
    },
    {
      "path": "$[7].mainEntity[4].name",
      "value": "How many CVEs has Chainguard remediated?"
    },
    {
      "path": "$[8].name",
      "value": "Main Navigation"
    },
    {
      "path": "$[8].hasPart[0].name",
      "value": "Products"
    },
    {
      "path": "$[8].hasPart[0].hasPart[0].name",
      "value": "Chainguard Containers"
    },
    {
      "path": "$[8].hasPart[0].hasPart[1].name",
      "value": "Chainguard Libraries"
    },
    {
      "path": "$[8].hasPart[0].hasPart[2].name",
      "value": "Chainguard VMs"
    },
    {
      "path": "$[8].hasPart[0].hasPart[3].name",
      "value": "Chainguard OS Packages"
    },
    {
      "path": "$[8].hasPart[0].hasPart[4].name",
      "value": "Chainguard Actions"
    },
    {
      "path": "$[8].hasPart[0].hasPart[5].name",
      "value": "Chainguard Agent Skills"
    },
    {
      "path": "$[8].hasPart[0].hasPart[6].name",
      "value": "Images Directory"
    },
    {
      "path": "$[8].hasPart[0].hasPart[7].name",
      "value": "Pricing"
    }
  ],
  "mismatches": [
    {
      "path": "$[2].breadcrumb.itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[3].itemListElement[4].item.description",
      "value": "Average percentage reduction in CVEs"
    },
    {
      "path": "$[4].publisher.name",
      "value": "Snowflake"
    },
    {
      "path": "$[6].publisher.name",
      "value": "Appian"
    },
    {
      "path": "$[7].mainEntity[4].name",
      "value": "How many CVEs has Chainguard remediated?"
    },
    {
      "path": "$[8].name",
      "value": "Main Navigation"
    }
  ],
  "score": 85,
  "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

Issue

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

Details

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "headings": [
    {
      "text": "Trusted open source that unlocks mission-critical priorities",
      "html": "<h2 class=\"font-gellixBold text-tempSM leading-SM tracking-n3 lg:max-w-[680px] lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Trusted open source that unlocks mission-critical priorities</h2>"
    },
    {
      "text": "Your top priorities, shipped.",
      "html": "<h2 class=\"font-gellixBold text-tempSM leading-tempSM tracking-n3 lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Your top priorities, shipped.</h2>"
    },
    {
      "text": "Trusted open source artifacts for every layer of your modern software stack",
      "html": "<h2 class=\"mt-5 max-w-[868px] font-gellixBold text-tempSM leading-SM tracking-n3 text-neutral-ink lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Trusted open source artifacts for every layer of your modern software stack</h2>"
    },
    {
      "text": "A secure stack for every stage of the AI software development lifecycle",
      "html": "<h2 class=\"mt-5 max-w-[730px] font-gellixBold text-tempSM leading-tempSM tracking-n3 text-neutral-ink lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">A secure stack for every stage of the AI software development lifecycle</h2>"
    },
    {
      "text": "Hear from our customers",
      "html": "<h2 class=\"font-gellixBold text-tempSM leading-tempSM tracking-s0 text-neutral-ink max-md:max-w-[188px] lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Hear from our customers</h2>"
    },
    {
      "text": "$ chainguard learn --more",
      "html": "<h2 class=\"font-roobertSemiMonoSemiBold text-XS leading-tempSM tracking-s0 text-white md:text-tempSM md:leading-tempSM md:tracking-n3\"><span>&#x24; chainguard learn --more</span></h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is The trusted source for open source?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does The trusted source for open source work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use The trusted source for open source?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The trusted source for open source free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The trusted source for open source compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is The trusted source for open source?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does The trusted source for open source work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use The trusted source for open source?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The trusted source for open source free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The trusted source for open source 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

Issue

AI context endpoint is informational for this page.

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

Fetch to find resource
AI context endpoint was not found at the expected path.

Evidence

{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          }
        ]
      },
      "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

Issue

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

Details

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "Trusted open source that unlocks mission-critical priorities",
      "html": "<h2 class=\"font-gellixBold text-tempSM leading-SM tracking-n3 lg:max-w-[680px] lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Trusted open source that unlocks mission-critical priorities</h2>"
    },
    {
      "text": "Your top priorities, shipped.",
      "html": "<h2 class=\"font-gellixBold text-tempSM leading-tempSM tracking-n3 lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Your top priorities, shipped.</h2>"
    },
    {
      "text": "Trusted open source artifacts for every layer of your modern software stack",
      "html": "<h2 class=\"mt-5 max-w-[868px] font-gellixBold text-tempSM leading-SM tracking-n3 text-neutral-ink lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Trusted open source artifacts for every layer of your modern software stack</h2>"
    },
    {
      "text": "A secure stack for every stage of the AI software development lifecycle",
      "html": "<h2 class=\"mt-5 max-w-[730px] font-gellixBold text-tempSM leading-tempSM tracking-n3 text-neutral-ink lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">A secure stack for every stage of the AI software development lifecycle</h2>"
    },
    {
      "text": "Hear from our customers",
      "html": "<h2 class=\"font-gellixBold text-tempSM leading-tempSM tracking-s0 text-neutral-ink max-md:max-w-[188px] lg:text-tempMD lg:leading-tempLG lg:tracking-n3\">Hear from our customers</h2>"
    },
    {
      "text": "$ chainguard learn --more",
      "html": "<h2 class=\"font-roobertSemiMonoSemiBold text-XS leading-tempSM tracking-s0 text-white md:text-tempSM md:leading-tempSM md:tracking-n3\"><span>&#x24; chainguard learn --more</span></h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is The trusted source for open source?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does The trusted source for open source work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use The trusted source for open source?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The trusted source for open source free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The trusted source for open source compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is The trusted source for open source?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does The trusted source for open source work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use The trusted source for open source?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The trusted source for open source free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The trusted source for open source 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

Issue

auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.

Why it matters

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

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.

Evidence

{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8",
        "length": 77555,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.",
          "compatibleContentType": false,
          "contentLength": 75029,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": true,
          "mentionsCredential": false,
          "links": [
            "https://images.ctfassets.net\"/><link",
            "https://images.ctfassets.net\"/><link",
            "https://www.googletagmanager.com\"/><link",
            "https://www.googletagmanager.com\"/><link",
            "/_next/static/media/75dc86395c24eff6-s.p.woff2",
            "/woff2",
            "/_next/static/media/3cdcec400d8b64a4-s.p.woff2",
            "/woff2",
            "/_next/static/media/52bae8408ea95fab-s.p.woff2",
            "/woff2"
          ],
          "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p"
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8",
        "length": 77555,
        "text": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/9b5ab6c3d493d6c2-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3f60dbfd96b4fdb6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/285c7ed8baca37ee-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/4d2a3bc3cbb7a041-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/1168d670809a8b03-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/css/23f1b9d2a3c73cc1.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/23f1b9d2a3c73cc1.css\" data-n-g=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" noModule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-5ca2074a0acc2b34.js\" defer=\"\"></script><script src=\"/_next/static/chunks/framework-34a40d6a6bac8672.js\" defer=\"\"></script><script src=\"/_next/static/chunks/main-ccd21a4b854fbba5.js\" defer=\"\"></script><script src=\"/_next/static/chunks/pages/_app-a0d9473a5c04825b.js\" defer=\"\"></script><script src=\"/_next/static/chunks/pages/404-2dd3159a21e69c76.js\" defer=\"\"></script><script src=\"/_next/static/h9Tu-22KctK38uM-4nKre/_buildManifest.js\" defer=\"\"></script><script src=\"/_next/static/h9Tu-22KctK38uM-4nKre/_ssgManifest.js\" defer=\"\"></script></head><body><div id=\"__next\"><div class=\"relative overflow-clip __variable_99f9a1 __variable_2b4909 __variable_29c71a __variable_23c92a __variable_9d3b31 __variable_bd059e __variable_8b553a font-gellix-regular text-base text-neutral-ink\"><nav class=\"sticky top-0 z-50 w-full bg-white max-lg:hidden\"><div class=\"mx-auto md:max-w-[1512px] flex h-[64px] w-full justify-between\"><div class=\"flex w-full\"><a class=\"flex items-center border border-r-0 border-neutral-border px-16 md:px-[20px] xl:p-7\" aria-label=\"Go to Chainguard Home Page\" href=\"/\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 125 20\" aria-label=\"Go to Chainguard Home Page\" class=\"h-[20px] w-[98px] flex-shrink-0 xl:w-[125px] text-brand-non-text-blurple\"><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M17.06 10.832a6.7 6.7 0 0 0 .251-1.861c0-4.22-3.476-8.971-6.95-8.971C6.89 0 3.413 4.75 3.413 8.97c0 .92.165 1.74.46 2.458l-2.088-.118c-.85-.048-1.633.56-1.5 1.405.05.327.149.663.324.952-.59.417-.832 1.184-.354 1.786.481.603 1.187 1.159 2.156 1.159 1.05 0 1.683-.273 2.067-.615q.041.226.177.436c.472.718 1.253 1.509 2.407 1.509 1.965 0 2.184-1.239 2.294-1.86l.024-.134 1.313-.659 1.313.66.024.133c.11.621.33 1.86 2.294 1.86 1.154 0 1.936-.79 2.407-1.51a1 1 0 0 0 .052-.085c.37.16.86.265 1.51.265.968 0 1.674-.556 2.155-1.16.588-.739.088-1.729-.811-2.01l-.298-.094c.873-.454 1.002-1.31.908-2.062-.105-.848-1.026-1.214-1.83-.932zm-6.367 4.445h-.002z\" clip-rule=\"evenodd\"></pat"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 404,
          "contentType": "text/html; charset=utf-8",
          "length": 77555,
          "text": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/9b5ab6c3d493d6c2-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3f60dbfd96b4fdb6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/285c7ed8baca37ee-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/4d2a3bc3cbb7a041-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/1168d670809a8b03-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/css/23f1b9d2a3c73cc1.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/23f1b9d2a3c73cc1.css\" data-n-g=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" noModule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-5ca2074a0acc2b34.js\" defer=\"\"></script><script src=\"/_next/static/chunks/framework-34a40d6a6bac8672.js\" defer=\"\"></script><script src=\"/_next/static/chunks/main-ccd21a4b854fbba5.js\" defer=\"\"></script><script src=\"/_next/static/chunks/pages/_app-a0d9473a5c04825b.js\" defer=\"\"></script><script src=\"/_next/static/chunks/pages/404-2dd3159a21e69c76.js\" defer=\"\"></script><script src=\"/_next/static/h9Tu-22KctK38uM-4nKre/_buildManifest.js\" defer=\"\"></script><script src=\"/_next/static/h9Tu-22KctK38uM-4nKre/_ssgManifest.js\" defer=\"\"></script></head><body><div id=\"__next\"><div class=\"relative overflow-clip __variable_99f9a1 __variable_2b4909 __variable_29c71a __variable_23c92a __variable_9d3b31 __variable_bd059e __variable_8b553a font-gellix-regular text-base text-neutral-ink\"><nav class=\"sticky top-0 z-50 w-full bg-white max-lg:hidden\"><div class=\"mx-auto md:max-w-[1512px] flex h-[64px] w-full justify-between\"><div class=\"flex w-full\"><a class=\"flex items-center border border-r-0 border-neutral-border px-16 md:px-[20px] xl:p-7\" aria-label=\"Go to Chainguard Home Page\" href=\"/\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 125 20\" aria-label=\"Go to Chainguard Home Page\" class=\"h-[20px] w-[98px] flex-shrink-0 xl:w-[125px] text-brand-non-text-blurple\"><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M17.06 10.832a6.7 6.7 0 0 0 .251-1.861c0-4.22-3.476-8.971-6.95-8.971C6.89 0 3.413 4.75 3.413 8.97c0 .92.165 1.74.46 2.458l-2.088-.118c-.85-.048-1.633.56-1.5 1.405.05.327.149.663.324.952-.59.417-.832 1.184-.354 1.786.481.603 1.187 1.159 2.156 1.159 1.05 0 1.683-.273 2.067-.615q.041.226.177.436c.472.718 1.253 1.509 2.407 1.509 1.965 0 2.184-1.239 2.294-1.86l.024-.134 1.313-.659 1.313.66.024.133c.11.621.33 1.86 2.294 1.86 1.154 0 1.936-.79 2.407-1.51a1 1 0 0 0 .052-.085c.37.16.86.265 1.51.265.968 0 1.674-.556 2.155-1.16.588-.739.088-1.729-.811-2.01l-.298-.094c.873-.454 1.002-1.31.908-2.062-.105-.848-1.026-1.214-1.83-.932zm-6.367 4.445h-.002z\" clip-rule=\"evenodd\"></pat"
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 6,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational

Issue

IndexNow key is informational for this page.

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.

Evidence

{
  "steps": [
    {
      "id": "advertised-location",
      "title": "Find advertised IndexNow key location",
      "status": "informational",
      "evidence": {
        "advertised": []
      },
      "issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
      "howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
    },
    {
      "id": "fetch-key",
      "title": "Fetch and validate IndexNow key file",
      "status": "informational",
      "evidence": {
        "advertised": [],
        "checked": []
      },
      "issue": "No discoverable IndexNow key file was found.",
      "howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
    }
  ]
}

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

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

Informational

Needs attention

OAuth / OIDC discovery

Informational

Issue

OAuth / OIDC discovery was not found at the expected path.

Why it matters

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

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

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

Result

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

Validation steps

Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 77555
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 6,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

OAuth Protected Resource has an informational finding because the page appears to support authentication.

Informational

Needs attention

OAuth Protected Resource

Informational

Issue

The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.

Why it matters

Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.

Result

OAuth Protected Resource has an informational finding because the page appears to support authentication.

Validation steps

Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html lang=\"en\" class=\"scroll-smooth\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://images.ctfassets.net\"/><link rel=\"dns-prefetch\" href=\"https://images.ctfassets.net\"/><link rel=\"preconnect\" href=\"https://www.googletagmanager.com\"/><link rel=\"dns-prefetch\" href=\"https://www.googletagmanager.com\"/><link rel=\"preload\" href=\"/_next/static/media/75dc86395c24eff6-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/3cdcec400d8b64a4-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/52bae8408ea95fab-s.p"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "expectedResource": "https://www.chainguard.dev"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.chainguard.dev/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.chainguard.dev/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.chainguard.dev/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 6,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityAccessibilityBrowser audit

Heading elements are not in a sequentially-descending order

100 Fail

Check name

Heading elements are not in a sequentially-descending order

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order).

References

https://web.dev/learn/accessibility/

Evidence

{
  "description": "Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order)."
}

SEOSEOBrowser audit

Links do not have descriptive text

100 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

10 links 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/).

References

https://developer.chrome.com/docs/lighthouse/seo/

Evidence

{
  "displayValue": "10 links 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

Links do not have a discernible name

33 Fail

Check name

Links do not have a discernible name

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name).

References

https://web.dev/learn/performance/

Evidence

{
  "description": "Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name)."
}

Performance and AccessibilityPerformanceBrowser audit

Reduce unused JavaScript

33 Fail

Check name

Reduce unused JavaScript

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 639 KiB

Fix guidance

Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).

References

https://web.dev/learn/performance/

Evidence

{
  "displayValue": "Est savings of 639 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

Loading performance

8 Fail

Check name

Loading performance

Score

77/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Review the grouped loading performance checks and improve the failing sub-checks listed in evidence.

References

https://web.dev/learn/performance/

Evidence

{
  "checks": [
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 62,
      "displayValue": "2.0 s",
      "numericValue": 2008.8043300666834
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 69,
      "displayValue": "190 ms",
      "numericValue": 192
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 63,
      "displayValue": "3.8 s",
      "numericValue": 3829.2503770643534
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 46,
      "displayValue": "370 ms",
      "numericValue": 369.1014950163269
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 100,
      "displayValue": "0.5 s",
      "numericValue": 481
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 50 ms",
      "numericValue": 50
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 76,
      "displayValue": "1.6 s",
      "numericValue": 1612
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "10 ms",
      "numericValue": 13.54725
    }
  ]
}

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 date	Score	Readiness	Report
Jun 8, 2026	59/100	Level 3, Bot-Aware	Current report