CanAgentUse

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https://devin.ai/desktop

SCANNED

Jun 8, 2026, 5:47 PM

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https://devin.ai/desktop

SCANNED

Jun 8, 2026, 5:47:40 PMJun 8, 2026, 5:47 PM

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58/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Devin Desktop | Devin

Manage fleets of local and cloud agents from one surface. Plan, delegate, review, and ship without leaving your editor.

Next step

Turn this report into a fix workflow

24 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	35	Priority fix	6	16	1	View details
Discoverability	57	Needs work	4	5	0	View details
Content Readiness	38	Priority fix	2	7	1	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	4	Priority fix	4	24	2	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	4	0	View details
MCP	13	Priority fix	0	6	2	View details
Skill Discovery	0	Priority fix	0	8	0	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	74	Needs work	6	2	12	View details
GEO Readiness	84	Mostly ready	2	0	4
AIO Readiness	79	Mostly ready	3	1	3	View details
AEO Readiness	61	Needs work	1	1	5	View details
SEO	100	Strong	11	0	0
SEO	100	Strong	11	0	0
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	87	Mostly ready	19	4	2	View details
Performance	90	Strong	14	3	2	View details
Accessibility	80	Mostly ready	5	1	0	View details

Prioritized recommendations

Issues ranked by score impact

44 items need attention

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=\"theme-light\" data-astro-cid-petktno4> <head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no\"><title>404 - Page Not Found | Devin</title><meta name=\"description\" content=\"The page you're looking for doesn't exist.\"><meta name=\"keywords\" content=\"AI coding agent, coding AI, AI software engineer, SWE agent, AI coding assistant, cloud agent, parallel agent\"><meta name=\"robots\" content=\"noindex, nofollow\"><meta property=\"og:title\" content=\"404 - Page Not Found\"><meta property=\"og:description\" content=\"The page you're looking for doesn't exist.\"><meta property=\"og:image:type\" content=\"image/png\"><meta property=\"og:image:width\" content=\"1200\"><meta property=\"og:image:height\" conte"
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

50 Fail

Needs attention

Content-Security-Policy

Failed check

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Constrain script, style, frame, and resource loading with a Content-Security-Policy header.

Result

Content-Security-Policy is missing or incomplete.

Evidence

{
  "header": "content-security-policy",
  "value": null
}

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=\"theme-light\" data-astro-cid-petktno4> <head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no\"><title>404 - Page Not Found | Devin</title><meta name=\"description\" content=\"The page you're looking for doesn't exist.\"><meta name=\"keywords\" content=\"AI coding agent, coding AI, AI software engineer, SWE agent, AI coding assistant, cloud agent, parallel agent\"><meta name=\"robots\" content=\"noindex, nofollow\"><meta property=\"og:title\" content=\"404 - Page Not Found\"><meta property=\"og:description\" content=\"The page you're looking for doesn't exist.\"><meta property=\"og:image:type\" content=\"image/png\"><meta property=\"og:image:width\" content=\"1200\"><meta property=\"og:image:height\" conte"
          },
          {
            "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=\"theme-light\" data-astro-cid-petktno4> <head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no\"><title>404 - Page Not Found | Devin</title><meta name=\"description\" content=\"The page you're looking for doesn't exist.\"><meta name=\"keywords\" content=\"AI coding agent, coding AI, AI software engineer, SWE agent, AI coding assistant, cloud agent, parallel agent\"><meta name=\"robots\" content=\"noindex, nofollow\"><meta property=\"og:title\" content=\"404 - Page Not Found\"><meta property=\"og:description\" content=\"The page you're looking for doesn't exist.\"><meta property=\"og:image:type\" content=\"image/png\"><meta property=\"og:image:width\" content=\"1200\"><meta property=\"og:image:height\" conte"
          },
          {
            "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=\"theme-light\" data-astro-cid-petktno4> <head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no\"><title>404 - Page Not Found | Devin</title><meta name=\"description\" content=\"The page you're looking for doesn't exist.\"><meta name=\"keywords\" content=\"AI coding agent, coding AI, AI software engineer, SWE agent, AI coding assistant, cloud agent, parallel agent\"><meta name=\"robots\" content=\"noindex, nofollow\"><meta property=\"og:title\" content=\"404 - Page Not Found\"><meta property=\"og:description\" content=\"The page you're looking for doesn't exist.\"><meta property=\"og:image:type\" content=\"image/png\"><meta property=\"og:image:width\" content=\"1200\"><meta property=\"og:image:height\" conte"
          },
          {
            "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=\"theme-light\" data-astro-cid-petktno4> <head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no\"><title>404 - Page Not Found | Devin</title><meta name=\"description\" content=\"The page you're looking for doesn't exist.\"><meta name=\"keywords\" content=\"AI coding agent, coding AI, AI software engineer, SWE agent, AI coding assistant, cloud agent, parallel agent\"><meta name=\"robots\" content=\"noindex, nofollow\"><meta property=\"og:title\" content=\"404 - Page Not Found\"><meta property=\"og:description\" content=\"The page you're looking for doesn't exist.\"><meta property=\"og:image:type\" content=\"image/png\"><meta property=\"og:image:width\" content=\"1200\"><meta property=\"og:image:height\" conte"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/plain; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": true,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "The page could not be found\n\nNOT_FOUND\n\nbom1::krhl6-1780921059964-150eefd0261e\n"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/plain; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": true,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "The page could not be found\n\nNOT_FOUND\n\nbom1::p69sh-1780921059990-a690ac3bea25\n"
          },
          {
            "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=\"theme-light\" data-astro-cid-petktno4> <head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no\"><title>404 - Page Not Found | Devin</title><meta name=\"description\" content=\"The page you're looking for doesn't exist.\"><meta name=\"keywords\" content=\"AI coding agent, coding AI, AI software engineer, SWE agent, AI coding assistant, cloud agent, parallel agent\"><meta name=\"robots\" content=\"noindex, nofollow\"><meta property=\"og:title\" content=\"404 - Page Not Found\"><meta property=\"og:description\" content=\"The page you're looking for doesn't exist.\"><meta property=\"og:image:type\" content=\"image/png\"><meta property=\"og:image:width\" content=\"1200\"><meta property=\"og:image:height\" conte"
          }
        ]
      },
      "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
}

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
}

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

33 Fail

Needs attention

FAQPage schema

Failed check

Issue

FAQ content was detected but no FAQPage schema was found.

Why it matters

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

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

FAQPage schema is missing or incomplete.

Evidence

{
  "found": false,
  "visibleFaq": true,
  "allTypes": [
    "SoftwareApplication"
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

33 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."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

Organization / WebSite schema

Organization / WebSite schema is missing or incomplete.

33 Fail

Needs attention

Organization / WebSite schema

Failed check

Issue

Neither Organization nor WebSite schema types were found in JSON-LD.

Why it matters

Organization and WebSite schema help agents identify the publisher, canonical site identity, logo, and related profiles for attribution.

Check name

Organization / WebSite schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Identify the site owner and website entity in structured data.

Result

Organization / WebSite schema is missing or incomplete.

Evidence

{
  "found": [],
  "allTypes": [
    "SoftwareApplication"
  ]
}

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": 30655
          }
        ]
      },
      "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 UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

25 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": 30655
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          }
        ]
      },
      "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".

25 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": 30655
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          }
        ]
      },
      "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".

25 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": 30655
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          }
        ]
      },
      "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".

25 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": 30655
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

AI DiscoverabilityContent 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": 30655
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          }
        ]
      },
      "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 "(none)".
Structured Markdown body
Markdown response is missing a heading.

Evidence

{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": ""
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"(none)\".",
      "howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
    },
    {
      "id": "markdown-content",
      "title": "Structured Markdown body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "hasHeading": false,
        "wordCount": 55509,
        "excerpt": "<!DOCTYPE html><html lang=\"en\" class=\"theme-light\" data-astro-cid-petktno4> <head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no\"><title>Devin Desktop | Devin<",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

25 Fail

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": 30655
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

25 Fail

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": 30655
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: missing <main> landmark; 1 links missing accessible names; 0/2 applicable form inputs have autocomplete attributes (2 missing).

Details

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": false,
  "nav": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": true,
  "accessibleLinks": false,
  "accessibleButtons": true,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [
      "<a class=\"shrink-0 flex items-center\" href=\"/\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"27\" height=\"31\" viewBox=\"0 0 27 31\" fill=\"none\"><path d=\"M18.19 13.2863C18.8228 12.9226 19.6051 12.9226 20.2378 13.2863L21.8733 14.2306C21.9255 14.2598 21.9822 14.2828 22.0397 14.2987C22.0512 14.3031 22.0627 14.3058 22.076 14.3076C22.1326 14.3208 22.1901 14.3279 22.2468 14.3306H22.2556C22.2627 14.3306 22.2671 14.3306 22.2742 14.3279C22.3264 14.3279 22.3786 14.3191 22.4308 14.3076C22.4397 14.3076 22.4494"
    ],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [
      "<input type=\"text\" placeholder=\"Search sessions\" class=\"flex-1 min-w-0 bg-transparent outline-none border-0 p-0\" style=\"font-family:&apos;Inter&apos;, sans-serif;font-weight:400;font-size:13px;line-height:18px;color:#191919;font-feature-settings:&apos;ss01&apos; 1, &apos;cv10&apos; 1\" value>",
      "<input placeholder=\"Ask anything (&#x2318;L)\" class=\"w-full\" style=\"border:none;outline:none;background:transparent;font-family:&apos;Inter&apos;, sans-serif;font-size:12.5px;color:#191919;padding:1px 0 10px\" value>"
    ],
    "imagesMissingAlt": [
      "<img height=\"1\" width=\"1\" style=\"display:none\" src=\"https://www.facebook.com/tr?id=1228809948990597&amp;ev=PageView&amp;noscript=1\">"
    ],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 1,
    "headings": 17,
    "links": 29,
    "inaccessibleLinks": 1,
    "buttons": 34,
    "inaccessibleButtons": 0,
    "images": 73,
    "imagesWithAlt": 72,
    "autocompleteInputs": 2,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 2
  }
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 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": 30655
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          }
        ]
      },
      "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 partially implemented.

19 Warning

Needs attention

Content freshness signals

Warning

Issue

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

Why it matters

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

Check name

Content freshness signals

Score

25/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is partially implemented.

Evidence

{
  "lastModified": "Sun, 07 Jun 2026 21:21:21 GMT",
  "schemaDates": [],
  "metaDateCount": 0,
  "timeDateCount": 0
}

Agent Ease of UseMCPInformational

WebMCP

WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".

13 Warning

Needs attention

WebMCP

Warning

Issue

WebMCP declarative annotations need fixes.

Details

Why it matters

WebMCP can expose page context and actions directly through the browser, giving agents safer structured hooks than screen scraping alone.

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

Support WebMCP to expose site tools to AI agents via the browser.

Result

WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".

Validation steps

Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing a label.
<input> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.

Evidence

{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 0,
        "formsWithTags": 0,
        "totalInteractive": 65,
        "interactiveWithTags": 0,
        "totalCount": 65,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "No elements found with tool-name or tool-description attributes.",
      "howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
    },
    {
      "id": "declarative-annotation-quality",
      "title": "Validate WebMCP declarative annotation quality",
      "status": "warning",
      "evidence": {
        "issueCount": 5,
        "issues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing a label."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            }
          ]
        }
      ],
      "howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
    },
    {
      "id": "imperative-api",
      "title": "Detect WebMCP imperative API usage",
      "status": "informational",
      "evidence": {
        "staticSignals": {
          "detected": false,
          "matched": []
        },
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
      "howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
    },
    {
      "id": "browser-navigator-injection",
      "title": "Detect WebMCP browser navigator injection",
      "status": "informational",
      "evidence": {
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext was not detected in the rendered browser page.",
      "howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
    },
    {
      "id": "surface-coverage",
      "title": "Interactive surface coverage",
      "status": "informational",
      "evidence": {
        "totalForms": 0,
        "formsWithTags": 0,
        "totalInteractive": 65,
        "interactiveWithTags": 0,
        "totalCount": 65,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "Only 0% of interactive surfaces are annotated.",
      "howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
    }
  ],
  "staticSignals": {
    "detected": false,
    "matched": []
  },
  "coverage": {
    "totalForms": 0,
    "formsWithTags": 0,
    "totalInteractive": 65,
    "interactiveWithTags": 0,
    "totalCount": 65,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing a label.",
      "<input> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

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

9 Fail

Needs attention

AIO: Source and trust signals

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.cognition.ai/get-started#company",
      "text": "Contact sales",
      "html": "<a class=\"font-body text-base font-medium leading-none tracking-[-0.16px] no-underline whitespace-nowrap transition-opacity duration-150 ease-out cursor-pointer hover:opacity-85 text-dt-text [font-feature-settings:&apos;ss01&apos;_1,&apos;cv10&apos;_1,&apos;dlig&apos;_1]\" href=\"https://www.cognition.ai/get-started#company\" target=\"_blank\" rel=\"noopener noreferrer\">Contact sales</a>"
    },
    {
      "href": "https://www.cognition.ai/get-started#company",
      "text": "Contact us",
      "html": "<a class=\"inline-flex items-center justify-center rounded font-body font-medium leading-none no-underline whitespace-nowrap cursor-pointer transition-opacity duration-200 overflow-hidden bg-dt-black text-dt-text-inverse border border-dt-black rounded-[2px] hover:opacity-90 px-4 py-3.5 text-dt-body md:text-dt-body-lg w-full mt-auto\" href=\"https://www.cognition.ai/get-started#company\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"relative\">Contact us</span></a>"
    },
    {
      "href": "https://www.linkedin.com/company/cognition-ai-labs/",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/cognition-ai-labs/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"group inline-flex items-center gap-1.5 font-body text-dt-body text-dt-text no-underline transition-opacity duration-150 hover:opacity-70\"><span class=\"transition-transform duration-300 group-hover:translate-x-0.5 group-hover:-translate-y-0.5\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" class=\"shrink-0\"><path d=\"M5 11L11 5M11 5H5M11 5V11\" stroke=\"currentColor\" stroke-w..."
    }
  ],
  "contactLinks": [
    {
      "href": "https://www.cognition.ai/get-started#company",
      "text": "Contact sales",
      "html": "<a class=\"font-body text-base font-medium leading-none tracking-[-0.16px] no-underline whitespace-nowrap transition-opacity duration-150 ease-out cursor-pointer hover:opacity-85 text-dt-text [font-feature-settings:&apos;ss01&apos;_1,&apos;cv10&apos;_1,&apos;dlig&apos;_1]\" href=\"https://www.cognition.ai/get-started#company\" target=\"_blank\" rel=\"noopener noreferrer\">Contact sales</a>"
    },
    {
      "href": "https://cognition.ai/contact",
      "text": "Request a demo →",
      "html": "<a class=\"inline-flex items-center justify-center rounded font-body font-medium leading-none no-underline whitespace-nowrap cursor-pointer transition-opacity duration-200 overflow-hidden bg-transparent border border-dt-text text-dt-text rounded-[2px] px-4 py-3.5 w-[250px] text-dt-body md:text-dt-body-lg md:w-[250px] w-full\" href=\"https://cognition.ai/contact\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"relative\">Request a demo &#x2192;</span></a>"
    },
    {
      "href": "https://www.cognition.ai/get-started#company",
      "text": "Contact us",
      "html": "<a class=\"inline-flex items-center justify-center rounded font-body font-medium leading-none no-underline whitespace-nowrap cursor-pointer transition-opacity duration-200 overflow-hidden bg-dt-black text-dt-text-inverse border border-dt-black rounded-[2px] hover:opacity-90 px-4 py-3.5 text-dt-body md:text-dt-body-lg w-full mt-auto\" href=\"https://www.cognition.ai/get-started#company\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"relative\">Contact us</span></a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://www.cognition.ai/pages/privacy-policy",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.cognition.ai/pages/privacy-policy\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"font-body text-dt-body text-dt-text-secondary no-underline transition-colors duration-150 hover:text-dt-text\">Privacy Policy</a>"
    },
    {
      "href": "https://www.cognition.ai/pages/terms-of-service",
      "text": "Terms of Service",
      "html": "<a href=\"https://www.cognition.ai/pages/terms-of-service\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"font-body text-dt-body text-dt-text-secondary no-underline transition-colors duration-150 hover:text-dt-text\">Terms of Service</a>"
    },
    {
      "href": "/privacy-choices",
      "text": "Your Privacy Choices",
      "html": "<a href=\"/privacy-choices\" class=\"font-body text-dt-body text-dt-text-secondary no-underline transition-colors duration-150 hover:text-dt-text\">Your Privacy Choices</a>"
    }
  ],
  "score": 40,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

5 Fail

Needs attention

AEO: Answer evidence and trust

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.cognition.ai/get-started#company",
      "text": "Contact sales",
      "html": "<a class=\"font-body text-base font-medium leading-none tracking-[-0.16px] no-underline whitespace-nowrap transition-opacity duration-150 ease-out cursor-pointer hover:opacity-85 text-dt-text [font-feature-settings:&apos;ss01&apos;_1,&apos;cv10&apos;_1,&apos;dlig&apos;_1]\" href=\"https://www.cognition.ai/get-started#company\" target=\"_blank\" rel=\"noopener noreferrer\">Contact sales</a>"
    },
    {
      "href": "https://www.cognition.ai/get-started#company",
      "text": "Contact us",
      "html": "<a class=\"inline-flex items-center justify-center rounded font-body font-medium leading-none no-underline whitespace-nowrap cursor-pointer transition-opacity duration-200 overflow-hidden bg-dt-black text-dt-text-inverse border border-dt-black rounded-[2px] hover:opacity-90 px-4 py-3.5 text-dt-body md:text-dt-body-lg w-full mt-auto\" href=\"https://www.cognition.ai/get-started#company\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"relative\">Contact us</span></a>"
    },
    {
      "href": "https://www.linkedin.com/company/cognition-ai-labs/",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/cognition-ai-labs/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"group inline-flex items-center gap-1.5 font-body text-dt-body text-dt-text no-underline transition-opacity duration-150 hover:opacity-70\"><span class=\"transition-transform duration-300 group-hover:translate-x-0.5 group-hover:-translate-y-0.5\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" class=\"shrink-0\"><path d=\"M5 11L11 5M11 5H5M11 5V11\" stroke=\"currentColor\" stroke-w..."
    }
  ],
  "contactLinks": [
    {
      "href": "https://www.cognition.ai/get-started#company",
      "text": "Contact sales",
      "html": "<a class=\"font-body text-base font-medium leading-none tracking-[-0.16px] no-underline whitespace-nowrap transition-opacity duration-150 ease-out cursor-pointer hover:opacity-85 text-dt-text [font-feature-settings:&apos;ss01&apos;_1,&apos;cv10&apos;_1,&apos;dlig&apos;_1]\" href=\"https://www.cognition.ai/get-started#company\" target=\"_blank\" rel=\"noopener noreferrer\">Contact sales</a>"
    },
    {
      "href": "https://cognition.ai/contact",
      "text": "Request a demo →",
      "html": "<a class=\"inline-flex items-center justify-center rounded font-body font-medium leading-none no-underline whitespace-nowrap cursor-pointer transition-opacity duration-200 overflow-hidden bg-transparent border border-dt-text text-dt-text rounded-[2px] px-4 py-3.5 w-[250px] text-dt-body md:text-dt-body-lg md:w-[250px] w-full\" href=\"https://cognition.ai/contact\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"relative\">Request a demo &#x2192;</span></a>"
    },
    {
      "href": "https://www.cognition.ai/get-started#company",
      "text": "Contact us",
      "html": "<a class=\"inline-flex items-center justify-center rounded font-body font-medium leading-none no-underline whitespace-nowrap cursor-pointer transition-opacity duration-200 overflow-hidden bg-dt-black text-dt-text-inverse border border-dt-black rounded-[2px] hover:opacity-90 px-4 py-3.5 text-dt-body md:text-dt-body-lg w-full mt-auto\" href=\"https://www.cognition.ai/get-started#company\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"relative\">Contact us</span></a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://www.cognition.ai/pages/privacy-policy",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.cognition.ai/pages/privacy-policy\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"font-body text-dt-body text-dt-text-secondary no-underline transition-colors duration-150 hover:text-dt-text\">Privacy Policy</a>"
    },
    {
      "href": "https://www.cognition.ai/pages/terms-of-service",
      "text": "Terms of Service",
      "html": "<a href=\"https://www.cognition.ai/pages/terms-of-service\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"font-body text-dt-body text-dt-text-secondary no-underline transition-colors duration-150 hover:text-dt-text\">Terms of Service</a>"
    },
    {
      "href": "/privacy-choices",
      "text": "Your Privacy Choices",
      "html": "<a href=\"/privacy-choices\" class=\"font-body text-dt-body text-dt-text-secondary no-underline transition-colors duration-150 hover:text-dt-text\">Your Privacy Choices</a>"
    }
  ],
  "score": 40,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 70/100 and needs improvement.

4 Warning

Needs attention

GEO: Entity clarity

Warning

Issue

Title/H1 terms missing from description: devin, desktop.

Details

Why it matters

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

Check name

GEO: Entity clarity

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: Entity clarity scored 70/100 and needs improvement.

Evidence

{
  "title": "Devin Desktop | Devin",
  "h1": "Devin Desktop",
  "description": "Manage fleets of local and cloud agents from one surface. Plan, delegate, review, and ship without leaving your editor.",
  "topicOverlap": 0,
  "topicTerms": [
    "devin",
    "desktop"
  ],
  "descriptionTerms": [
    "manage",
    "fleets",
    "local",
    "cloud",
    "agents",
    "one",
    "surface",
    "plan",
    "delegate",
    "review",
    "ship",
    "without",
    "leaving",
    "editor"
  ],
  "missingFromDescription": [
    "devin",
    "desktop"
  ],
  "score": 70,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

4 Warning

Needs attention

AEO: Answer-first sections

Warning

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": "A team of agents forevery engineer.",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">A team of agents for</span><br>every engineer.</h2>",
      "firstParagraph": "Devin Desktop is the home for coding agents to do your best work.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary max-w-[581px]\">Devin Desktop is the home for coding agents to do <em>your</em> best work.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "The power of an IDE,exactly when you need it.",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">The power of an IDE,</span><br>exactly when you need it.</h2>",
      "firstParagraph": "Read, trace, and debug every change your agents ship.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary max-w-[581px]\">Read, trace, and debug every change your agents ship.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "All the models,All the agents.",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">All the models,</span><br>All the agents.</h2>",
      "firstParagraph": "Work across models and agents, powered by the Agent Client Protocol (ACP).",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary max-w-[581px]\">Work across models and agents, powered by the Agent Client Protocol (ACP).</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "One Space for every agent",
      "headingHtml": "<h3 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">One Space for every agent</h3>",
      "firstParagraph": "Use Spaces to share context and Git worktrees across all your agents.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Use Spaces to share context and Git worktrees across all your agents.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Tab, Tab, Ship",
      "headingHtml": "<h3 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">Tab, Tab, Ship</h3>",
      "firstParagraph": "Supercomplete predicts your next thought, not just your next edit.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Supercomplete predicts your next thought, not just your next edit.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Agents on ACP",
      "headingHtml": "<h2 class=\"font-body text-dt-title text-dt-text text-center\">Agents on ACP</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Instant codebase context",
      "headingHtml": "<h3 class=\"font-body text-dt-body-lg font-medium text-dt-text\">Instant codebase context</h3>",
      "firstParagraph": "Fast Context finds the exact files and lines your agent needs—in milliseconds.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Fast Context finds the exact files and lines your agent needs&#x2014;in milliseconds.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Never miss a detail",
      "headingHtml": "<h3 class=\"font-body text-dt-body-lg font-medium text-dt-text\">Never miss a detail</h3>",
      "firstParagraph": "Rapidly (or deeply) review every agent diff—before you push.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Rapidly (or deeply) review every agent diff&#x2014;before you push.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Free world-class models",
      "headingHtml": "<h3 class=\"font-body text-dt-body-lg font-medium text-dt-text\">Free world-class models</h3>",
      "firstParagraph": "Unlimited access to SWE-1.6, the fastest coding model in the world.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Unlimited access to SWE-1.6, the fastest coding model in the world.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Effortless handoff to the cloud",
      "headingHtml": "<h3 class=\"font-body text-dt-body-lg font-medium text-dt-text\">Effortless handoff to the cloud</h3>",
      "firstParagraph": "The only IDE designed for you to close your laptop.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">The only IDE designed for you to close your laptop.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Teams building with Devin Desktop",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">Teams building with Devin Desktop</h2>",
      "firstParagraph": "Devin Desktop makes it easy to dispatch and monitor our array of agents from a single command center. We're excited to partner with Cognition to bring the agents Ramp engineers already use into one shared workspace, making it easier to jump between tasks, preserve context, and get more done.",
      "paragraphHtml": "<p class=\"font-body text-dt-body leading-[1.5] text-dt-text\">Devin Desktop makes it easy to dispatch and monitor our array of agents from a single command center. We&apos;re excited to partner with Cognition to bring the agents Ramp engineers already use into one shared workspace, making it easier to jump between tasks, preserve context, and get more done.</p>",
      "words": 49,
      "direct": false,
      "issue": "First paragraph is 49 words and does not look like a concise direct answer."
    },
    {
      "heading": "Make Devin Desktop your own",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">Make Devin Desktop your own</h2>",
      "firstParagraph": "Extend Devin with the tools, skills, and plugins your team already uses.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Extend Devin with the tools, skills, and plugins your team already uses.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "So good you can't work without it",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 lg:text-dt-h1 xl:text-6xl leading-none tracking-[-1.2px] lg:tracking-[-2.4px] text-dt-text text-center\">So good you can&apos;t work without it</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Learn about our plans",
      "headingHtml": "<h2 class=\"font-body text-dt-h2 text-dt-text\">Learn about our plans</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Trusted by developers.",
      "headingHtml": "<h2 class=\"font-body text-dt-h2 tracking-[-1.44px] text-dt-text w-full lg:w-[648px]\"><span class=\"text-dt-text\">Trusted </span><span class=\"text-dt-text-secondary\">by developers.</span></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    }
  ],
  "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.

3 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": 10,
  "questionH2s": [],
  "hasFaq": true,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

AIO: Page experience for AIO scored 70/100 and needs improvement.

2 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

72 image(s) are missing width/height attributes. 7 possible modal/interstitial element(s) detected.

Details

Why it matters

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

Check name

AIO: Page experience for AIO

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Page experience for AIO scored 70/100 and needs improvement.

Evidence

{
  "viewportContent": "width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no",
  "visibleWords": 1833,
  "htmlBytes": 491391,
  "imagesMissingDimensions": [
    {
      "src": "/assets/images/desktop/hero/icons/chat-gpt.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/chat-gpt.svg\" style=\"width:14px;height:14px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconRequestClosed.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconRequestClosed.svg\" style=\"width:14px;height:14px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconChevronDownMedium.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconChevronDownMedium.svg\" style=\"width:14px;height:14px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconCloudSimple.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconCloudSimple.svg\" style=\"width:14px;height:14px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconCloudSimple.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconCloudSimple.svg\" style=\"width:14px;height:14px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconPullRequest.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconPullRequest.svg\" style=\"width:14px;height:14px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconPullRequest.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconPullRequest.svg\" style=\"width:14px;height:14px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconCloudSimple.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconCloudSimple.svg\" style=\"width:14px;height:14px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconPullRequest.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconPullRequest.svg\" style=\"width:14px;height:14px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconPullRequest.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconPullRequest.svg\" style=\"width:14px;height:14px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/avatar.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/avatar.png\" class=\"shrink-0 rounded-full\" draggable=\"false\" style=\"width:20px;height:20px;object-fit:cover;background-color:#efefef;padding:2px;border:1px solid rgba(0,0,0,0.08)\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconChevronDownMedium.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconChevronDownMedium.svg\" style=\"width:16px;height:16px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconChevronDownMedium.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconChevronDownMedium.svg\" style=\"width:16px;height:16px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconChevronDownMedium.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"/assets/images/desktop/hero/icons/IconChevronDownMedium.svg\" style=\"width:14px;height:14px;display:block;flex-shrink:0\" draggable=\"false\">"
    },
    {
      "src": "/assets/images/desktop/hero/icons/IconChevronDownMedium.svg",
      "width": "",
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

2 Warning

Needs attention

GEO: Explanatory content depth

Warning

Issue

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

Details

Why it matters

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

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  "candidatePassages": 5,
  "citablePassages": 0,
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      "heading": "H2: Teams building with Devin Desktop",
      "text": "Devin Desktop makes it easy to dispatch and monitor our array of agents from a single command center. We're excited to partner with Cognition to bring the agents Ramp engineers already use into one shared workspace, making it easier to jump between tasks, preserve context, and get more done.",
      "words": 49,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (49 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
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      "html": "<p class=\"font-body text-dt-body leading-[1.5] text-dt-text\">Devin Desktop makes it easy to dispatch and monitor our array of agents from a single command center. We&apos;re excited to partner with Cognition to bring the agents Ramp engineers already use into one shared workspace, making it easier to jump between tasks, preserve context, and get more done.</p>"
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      "index": 25,
      "heading": "H2: Teams building with Devin Desktop",
      "text": "At Harvey, we built our internal background agent, Spectre, to work across long-running engineering efforts while carrying organizational context for our legal research, engineering, product, and design teams to seamlessly collaborate. With Devin Desktop's support for custom background agents, that context now extends to every engineer's laptop, so humans and agents work from the same shared understanding instead...",
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      "text": "We've been working closely with Cognition as a design partner on multi-agent support in Devin Desktop. Our engineers run multiple agents every day and Devin Desktop is the first tool that lets them manage all of them together, with shared context, from one place.",
      "words": 44,
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      "index": 28,
      "heading": "H2: Teams building with Devin Desktop",
      "text": "Devin Desktop gives our teams the same intelligent agent experience, but with the full permissions and flexibility of their local machines. For development work that benefits from a faster, more hands-on environment, it's a natural fit. It's snappier, it's accessible, and it fits the way a lot of our developers are working today.",
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    {
      "index": 45,
      "heading": "H2: Frequently Asked Questions",
      "text": "Devin Desktop is the new name for Windsurf. We’re building on the IDE foundation of Windsurf to introduce the command center for managing all your agents in one place. The Agent Command Center (Spaces, Kanban view, and multi-agent management) is front and center, while the full IDE experience you know remains fully accessible.",
      "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=\"pt-5 pb-1 text-dt-body leading-6 text-dt-text-inverse-dim transition-opacity duration-200 ease-out opacity-80\">Devin Desktop is the new name for Windsurf. We&#x2019;re building on the IDE foundation of Windsurf to introduce the command center for managing all your agents in one place. The Agent Command Center (Spaces, Kanban view, and multi-agent management) is front and center, while the full IDE experience you know remains fully accessible.</p>"
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning

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": "A team of agents forevery engineer.",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">A team of agents for</span><br>every engineer.</h2>",
      "firstParagraph": "Devin Desktop is the home for coding agents to do your best work.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary max-w-[581px]\">Devin Desktop is the home for coding agents to do <em>your</em> best work.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "The power of an IDE,exactly when you need it.",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">The power of an IDE,</span><br>exactly when you need it.</h2>",
      "firstParagraph": "Read, trace, and debug every change your agents ship.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary max-w-[581px]\">Read, trace, and debug every change your agents ship.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "All the models,All the agents.",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">All the models,</span><br>All the agents.</h2>",
      "firstParagraph": "Work across models and agents, powered by the Agent Client Protocol (ACP).",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary max-w-[581px]\">Work across models and agents, powered by the Agent Client Protocol (ACP).</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "One Space for every agent",
      "headingHtml": "<h3 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">One Space for every agent</h3>",
      "firstParagraph": "Use Spaces to share context and Git worktrees across all your agents.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Use Spaces to share context and Git worktrees across all your agents.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Tab, Tab, Ship",
      "headingHtml": "<h3 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">Tab, Tab, Ship</h3>",
      "firstParagraph": "Supercomplete predicts your next thought, not just your next edit.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Supercomplete predicts your next thought, not just your next edit.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Agents on ACP",
      "headingHtml": "<h2 class=\"font-body text-dt-title text-dt-text text-center\">Agents on ACP</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Instant codebase context",
      "headingHtml": "<h3 class=\"font-body text-dt-body-lg font-medium text-dt-text\">Instant codebase context</h3>",
      "firstParagraph": "Fast Context finds the exact files and lines your agent needs—in milliseconds.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Fast Context finds the exact files and lines your agent needs&#x2014;in milliseconds.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Never miss a detail",
      "headingHtml": "<h3 class=\"font-body text-dt-body-lg font-medium text-dt-text\">Never miss a detail</h3>",
      "firstParagraph": "Rapidly (or deeply) review every agent diff—before you push.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Rapidly (or deeply) review every agent diff&#x2014;before you push.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Free world-class models",
      "headingHtml": "<h3 class=\"font-body text-dt-body-lg font-medium text-dt-text\">Free world-class models</h3>",
      "firstParagraph": "Unlimited access to SWE-1.6, the fastest coding model in the world.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Unlimited access to SWE-1.6, the fastest coding model in the world.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Effortless handoff to the cloud",
      "headingHtml": "<h3 class=\"font-body text-dt-body-lg font-medium text-dt-text\">Effortless handoff to the cloud</h3>",
      "firstParagraph": "The only IDE designed for you to close your laptop.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">The only IDE designed for you to close your laptop.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Teams building with Devin Desktop",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">Teams building with Devin Desktop</h2>",
      "firstParagraph": "Devin Desktop makes it easy to dispatch and monitor our array of agents from a single command center. We're excited to partner with Cognition to bring the agents Ramp engineers already use into one shared workspace, making it easier to jump between tasks, preserve context, and get more done.",
      "paragraphHtml": "<p class=\"font-body text-dt-body leading-[1.5] text-dt-text\">Devin Desktop makes it easy to dispatch and monitor our array of agents from a single command center. We&apos;re excited to partner with Cognition to bring the agents Ramp engineers already use into one shared workspace, making it easier to jump between tasks, preserve context, and get more done.</p>",
      "words": 49,
      "direct": false,
      "issue": "First paragraph is 49 words and does not look like a concise direct answer."
    },
    {
      "heading": "Make Devin Desktop your own",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">Make Devin Desktop your own</h2>",
      "firstParagraph": "Extend Devin with the tools, skills, and plugins your team already uses.",
      "paragraphHtml": "<p class=\"font-body text-dt-body md:text-dt-body-lg text-dt-text-secondary\">Extend Devin with the tools, skills, and plugins your team already uses.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "So good you can't work without it",
      "headingHtml": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 lg:text-dt-h1 xl:text-6xl leading-none tracking-[-1.2px] lg:tracking-[-2.4px] text-dt-text text-center\">So good you can&apos;t work without it</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Learn about our plans",
      "headingHtml": "<h2 class=\"font-body text-dt-h2 text-dt-text\">Learn about our plans</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Trusted by developers.",
      "headingHtml": "<h2 class=\"font-body text-dt-h2 tracking-[-1.44px] text-dt-text w-full lg:w-[648px]\"><span class=\"text-dt-text\">Trusted </span><span class=\"text-dt-text-secondary\">by developers.</span></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

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

2 Warning

Needs attention

GEO: Extraction-friendly structure

Warning

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": 13,
  "schemaBlocks": 1,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process"
  ],
  "score": 85,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 75/100 and needs improvement.

2 Warning

Needs attention

AEO: Entity and definition clarity

Warning

Issue

Entity or definition gaps: devin, desktop.

Details

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AEO: Entity and definition clarity scored 75/100 and needs improvement.

Evidence

{
  "title": "Devin Desktop | Devin",
  "h1": "Devin Desktop",
  "description": "Manage fleets of local and cloud agents from one surface. Plan, delegate, review, and ship without leaving your editor.",
  "topicOverlap": 0,
  "definitionCount": 13,
  "topicTerms": [
    "devin",
    "desktop"
  ],
  "descriptionTerms": [
    "manage",
    "fleets",
    "local",
    "cloud",
    "agents",
    "one",
    "surface",
    "plan",
    "delegate",
    "review",
    "ship",
    "without",
    "leaving",
    "editor"
  ],
  "missingFromDescription": [
    "devin",
    "desktop"
  ],
  "score": 75,
  "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, 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": "A team of agents forevery engineer.",
      "html": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">A team of agents for</span><br>every engineer.</h2>"
    },
    {
      "text": "The power of an IDE,exactly when you need it.",
      "html": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">The power of an IDE,</span><br>exactly when you need it.</h2>"
    },
    {
      "text": "All the models,All the agents.",
      "html": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">All the models,</span><br>All the agents.</h2>"
    },
    {
      "text": "Agents on ACP",
      "html": "<h2 class=\"font-body text-dt-title text-dt-text text-center\">Agents on ACP</h2>"
    },
    {
      "text": "Teams building with Devin Desktop",
      "html": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">Teams building with Devin Desktop</h2>"
    },
    {
      "text": "Make Devin Desktop your own",
      "html": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">Make Devin Desktop your own</h2>"
    },
    {
      "text": "So good you can't work without it",
      "html": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 lg:text-dt-h1 xl:text-6xl leading-none tracking-[-1.2px] lg:tracking-[-2.4px] text-dt-text text-center\">So good you can&apos;t work without it</h2>"
    },
    {
      "text": "Learn about our plans",
      "html": "<h2 class=\"font-body text-dt-h2 text-dt-text\">Learn about our plans</h2>"
    },
    {
      "text": "Trusted by developers.",
      "html": "<h2 class=\"font-body text-dt-h2 tracking-[-1.44px] text-dt-text w-full lg:w-[648px]\"><span class=\"text-dt-text\">Trusted </span><span class=\"text-dt-text-secondary\">by developers.</span></h2>"
    },
    {
      "text": "Frequently Asked Questions",
      "html": "<h2 class=\"font-body text-[32px] md:text-dt-h1 text-dt-text-light mb-10 md:mb-16\">Frequently Asked Questions</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Devin Desktop?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Devin Desktop work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Devin Desktop?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Devin Desktop free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Devin Desktop compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Devin Desktop?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Devin Desktop work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Devin Desktop?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Devin Desktop 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/plain; charset=utf-8",
            "length": 79
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/plain; charset=utf-8",
            "length": 79
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          }
        ]
      },
      "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, 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": "A team of agents forevery engineer.",
      "html": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">A team of agents for</span><br>every engineer.</h2>"
    },
    {
      "text": "The power of an IDE,exactly when you need it.",
      "html": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">The power of an IDE,</span><br>exactly when you need it.</h2>"
    },
    {
      "text": "All the models,All the agents.",
      "html": "<h2 class=\"font-body text-dt-h3 lg:text-dt-h2 text-dt-text\"><span class=\"text-dt-text-muted\">All the models,</span><br>All the agents.</h2>"
    },
    {
      "text": "Agents on ACP",
      "html": "<h2 class=\"font-body text-dt-title text-dt-text text-center\">Agents on ACP</h2>"
    },
    {
      "text": "Teams building with Devin Desktop",
      "html": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">Teams building with Devin Desktop</h2>"
    },
    {
      "text": "Make Devin Desktop your own",
      "html": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 text-dt-text\">Make Devin Desktop your own</h2>"
    },
    {
      "text": "So good you can't work without it",
      "html": "<h2 class=\"font-body text-dt-h3 md:text-dt-h2 lg:text-dt-h1 xl:text-6xl leading-none tracking-[-1.2px] lg:tracking-[-2.4px] text-dt-text text-center\">So good you can&apos;t work without it</h2>"
    },
    {
      "text": "Learn about our plans",
      "html": "<h2 class=\"font-body text-dt-h2 text-dt-text\">Learn about our plans</h2>"
    },
    {
      "text": "Trusted by developers.",
      "html": "<h2 class=\"font-body text-dt-h2 tracking-[-1.44px] text-dt-text w-full lg:w-[648px]\"><span class=\"text-dt-text\">Trusted </span><span class=\"text-dt-text-secondary\">by developers.</span></h2>"
    },
    {
      "text": "Frequently Asked Questions",
      "html": "<h2 class=\"font-body text-[32px] md:text-dt-h1 text-dt-text-light mb-10 md:mb-16\">Frequently Asked Questions</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Devin Desktop?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Devin Desktop work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Devin Desktop?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Devin Desktop free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Devin Desktop compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Devin Desktop?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Devin Desktop work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Devin Desktop?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Devin Desktop compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

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": 30655
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 30655
          }
        ]
      },
      "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": 3,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      }
    ]
  },
  "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=\"theme-light\" data-astro-cid-petktno4> <head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no\"><title>404 - Page Not Found | Devin</title><meta name=\"description\" content=\"The page you're looking for doesn't exist.\"><meta name=\"keywords\" content=\"AI coding agent, coding AI, AI software engineer, SWE agent, AI coding assistant, cloud agent, parallel agent\"><meta name=\"robots\" content=\"noindex, nofollow\"><meta property=\"og:title\" content=\"404 - Page Not Found\"><meta property=\"og:description\" content=\"The page you're looking for doesn't exist.\"><meta property=\"og:image:type\" content=\"image/png\"><meta property=\"og:image:width\" content=\"1200\"><meta property=\"og:image:height\" conte"
      },
      "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://devin.ai"
      },
      "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://devin.ai/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://devin.ai/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://devin.ai/.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": 3,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityAccessibilityBrowser audit

Background and foreground colors do not have a sufficient contrast ratio.

100 Fail

Check name

Background and foreground colors do not have a sufficient contrast ratio.

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast).

References

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

Evidence

{
  "description": "Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast)."
}

Performance and AccessibilityPerformanceBrowser audit

Layout shift culprits

20 Fail

Check name

Layout shift culprits

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Layout shifts occur when elements move absent any user interaction. [Investigate the causes of layout shifts](https://developer.chrome.com/docs/performance/insights/cls-culprit), such as elements being added, removed, or their fonts changing as the page loads.

References

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

Evidence

{
  "description": "Layout shifts occur when elements move absent any user interaction. [Investigate the causes of layout shifts](https://developer.chrome.com/docs/performance/insights/cls-culprit), such as elements being added, removed, or their fonts changing as the page loads."
}

Performance and AccessibilityPerformanceBrowser audit

Links do not have a discernible name

20 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

Render-blocking requests

20 Fail

Check name

Render-blocking requests

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 120 ms

Fix guidance

Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path.

References

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

Evidence

{
  "displayValue": "Est savings of 120 ms",
  "description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}

Performance and AccessibilityPerformanceBrowser audit

Image elements do not have explicit `width` and `height`

10 Warning

Check name

Image elements do not have explicit `width` and `height`

Score

50/100

Status

warning

Device

desktop

Category

Performance

Fix guidance

Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)

References

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

Evidence

{
  "description": "Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)"
}

Performance and AccessibilityPerformanceBrowser audit

Use efficient cache lifetimes

10 Warning

Check name

Use efficient cache lifetimes

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 235 KiB

Fix guidance

A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache).

References

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

Evidence

{
  "displayValue": "Est savings of 235 KiB",
  "description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}

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.

2 reports

Public score history report links
Scan date	Score	Readiness	Report
Jun 8, 2026	58/100	Level 3, Bot-Aware	Current report
Jun 8, 2026	53/100	Level 3, Bot-Aware	View report