CanAgentUse

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https://huggingface.co/

SCANNED

Jun 8, 2026, 4:58 PM

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https://huggingface.co/

SCANNED

Jun 8, 2026, 4:58:21 PMJun 8, 2026, 4:58 PM

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49/100

OVERALL SCORE

Level 2, Agent-Limited

Priority improvements needed for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Hugging Face – The AI community building the future.

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

Next step

Turn this report into a fix workflow

27 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	20	Priority fix	4	18	1	View details
Discoverability	33	Priority fix	3	6	0	View details
Content Readiness	21	Priority fix	1	8	1	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	10	Priority fix	11	26	2	View details
API	17	Priority fix	1	8	0	View details
Auth	Not Applicable	Not Applicable	6	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	68	Needs work	4	1	14	View details
GEO Readiness	74	Needs work	1	0	4
AIO Readiness	64	Needs work	2	1	4	View details
AEO Readiness	66	Needs work	1	0	6
SEO	100	Strong	11	0	0
SEO	100	Strong	11	0	0
Security & Trust	40	Priority fix	6	3	0	View details
Security & Trust	40	Priority fix	2	3	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	79	Mostly ready	16	8	0	View details
Performance	79	Mostly ready	14	6	0	View details
Accessibility	78	Mostly ready	2	2	0	View details

Prioritized recommendations

Issues ranked by score impact

51 items need attention

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": []
}

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

33 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": 401,
        "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>\n<html class=\"\">\n\t<head>\n\t\t<meta charset=\"utf-8\" />\n\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, user-scalable=no\" />\n\n\t\t<meta name=\"description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<meta property=\"fb:app_id\" content=\"1321688464574422\" />\n\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" />\n\n\t\t<meta name=\"twitter:site\" content=\"@huggingface\" />\n\n\t\t<meta name=\"twitter:image\" content=\"https://huggingface.co/front/thumbnails/v2-2.png\" />\n\n\t\t<meta property=\"og:title\" content=\"404 – Hugging Face\" />\n\n\t\t<meta property=\"og:description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<"
      },
      "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."
    }
  ]
}

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
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

33 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
}

Security & TrustSecurity & TrustEstablished

HSTS header

HSTS header is missing or incomplete.

33 Fail

Needs attention

HSTS header

Failed check

Issue

HSTS header is missing or incomplete.

Why it matters

HSTS tells browsers to keep using HTTPS after the first secure visit, reducing downgrade and mixed-transport risk for repeat users.

Check name

HSTS header

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Require HTTPS for repeat visits with Strict-Transport-Security.

Result

HSTS header is missing or incomplete.

Evidence

{
  "header": "strict-transport-security",
  "value": null
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

33 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>\n<html class=\"\">\n\t<head>\n\t\t<meta charset=\"utf-8\" />\n\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, user-scalable=no\" />\n\n\t\t<meta name=\"description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<meta property=\"fb:app_id\" content=\"1321688464574422\" />\n\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" />\n\n\t\t<meta name=\"twitter:site\" content=\"@huggingface\" />\n\n\t\t<meta name=\"twitter:image\" content=\"https://huggingface.co/front/thumbnails/v2-2.png\" />\n\n\t\t<meta property=\"og:title\" content=\"404 – Hugging Face\" />\n\n\t\t<meta property=\"og:description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<"
          },
          {
            "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>\n<html class=\"\">\n\t<head>\n\t\t<meta charset=\"utf-8\" />\n\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, user-scalable=no\" />\n\n\t\t<meta name=\"description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<meta property=\"fb:app_id\" content=\"1321688464574422\" />\n\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" />\n\n\t\t<meta name=\"twitter:site\" content=\"@huggingface\" />\n\n\t\t<meta name=\"twitter:image\" content=\"https://huggingface.co/front/thumbnails/v2-2.png\" />\n\n\t\t<meta property=\"og:title\" content=\"404 – Hugging Face\" />\n\n\t\t<meta property=\"og:description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<"
          },
          {
            "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>\n<html class=\"\">\n\t<head>\n\t\t<meta charset=\"utf-8\" />\n\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, user-scalable=no\" />\n\n\t\t<meta name=\"description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<meta property=\"fb:app_id\" content=\"1321688464574422\" />\n\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" />\n\n\t\t<meta name=\"twitter:site\" content=\"@huggingface\" />\n\n\t\t<meta name=\"twitter:image\" content=\"https://huggingface.co/front/thumbnails/v2-2.png\" />\n\n\t\t<meta property=\"og:title\" content=\"404 – Hugging Face\" />\n\n\t\t<meta property=\"og:description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<"
          },
          {
            "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>\n<html class=\"\">\n\t<head>\n\t\t<meta charset=\"utf-8\" />\n\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, user-scalable=no\" />\n\n\t\t<meta name=\"description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<meta property=\"fb:app_id\" content=\"1321688464574422\" />\n\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" />\n\n\t\t<meta name=\"twitter:site\" content=\"@huggingface\" />\n\n\t\t<meta name=\"twitter:image\" content=\"https://huggingface.co/front/thumbnails/v2-2.png\" />\n\n\t\t<meta property=\"og:title\" content=\"404 – Hugging Face\" />\n\n\t\t<meta property=\"og:description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 401,
            "contentType": "application/json; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
            "compatibleContentType": true,
            "format": "json",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "operationWarnings": [
              {
                "field": "servers",
                "issue": "No servers array declared."
              },
              {
                "field": "components.securitySchemes",
                "issue": "No security schemes or explicit no-auth declaration."
              }
            ],
            "hasServers": false,
            "hasSecuritySchemes": false,
            "hasExplicitNoAuth": false,
            "rawExcerpt": "{\"error\":\"Invalid username or password.\"}"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 401,
            "contentType": "application/json; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
            "compatibleContentType": true,
            "format": "json",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "operationWarnings": [
              {
                "field": "servers",
                "issue": "No servers array declared."
              },
              {
                "field": "components.securitySchemes",
                "issue": "No security schemes or explicit no-auth declaration."
              }
            ],
            "hasServers": false,
            "hasSecuritySchemes": false,
            "hasExplicitNoAuth": false,
            "rawExcerpt": "{\"error\":\"Invalid username or password.\"}"
          },
          {
            "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>\n<html class=\"\">\n\t<head>\n\t\t<meta charset=\"utf-8\" />\n\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, user-scalable=no\" />\n\n\t\t<meta name=\"description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<meta property=\"fb:app_id\" content=\"1321688464574422\" />\n\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" />\n\n\t\t<meta name=\"twitter:site\" content=\"@huggingface\" />\n\n\t\t<meta name=\"twitter:image\" content=\"https://huggingface.co/front/thumbnails/v2-2.png\" />\n\n\t\t<meta property=\"og:title\" content=\"404 – Hugging Face\" />\n\n\t\t<meta property=\"og:description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open science.\" />\n\n\t\t<"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

AI DiscoverabilityBot Access 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": 401,
            "contentType": "text/html; charset=utf-8",
            "length": 49267
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

X-Content-Type-Options

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

33 Fail

Needs attention

X-Content-Type-Options

Failed check

Issue

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

Why it matters

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

Check name

X-Content-Type-Options

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Prevent MIME sniffing for browser-loaded resources.

Result

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

Evidence

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

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": 401,
            "contentType": "text/html; charset=utf-8",
            "length": 49231
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 49239
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 49207
          }
        ]
      },
      "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": 49247
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 49235
          }
        ]
      },
      "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": 401,
            "contentType": "text/html; charset=utf-8",
            "length": 49221
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 49197
          }
        ]
      },
      "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": 401,
            "contentType": "text/html; charset=utf-8",
            "length": 49223
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 49199
          }
        ]
      },
      "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 DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

25 Fail

Needs attention

High-value schema types

Failed check

Issue

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

Why it matters

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

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

High-value schema types is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

JSON-LD present

JSON-LD present is missing or incomplete.

25 Fail

Needs attention

JSON-LD present

Failed check

Issue

No JSON-LD blocks found.

Why it matters

JSON-LD is a low-friction structured data format that agents can extract without interpreting page presentation or microdata markup.

Check name

JSON-LD present

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Expose schema.org JSON-LD so AI search systems can parse page entities.

Result

JSON-LD present is missing or incomplete.

Evidence

{
  "blocks": 0,
  "validBlocks": 0,
  "schemaContextBlocks": 0,
  "errors": [],
  "documents": [],
  "nodes": []
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

25 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

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

Evidence

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

Agent Ease of 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": 49241
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 49243
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 401,
            "contentType": "text/html; charset=utf-8",
            "length": 49217
          }
        ]
      },
      "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": 49193
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 401,
            "contentType": "text/html; charset=utf-8",
            "length": 49217
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 49241
          }
        ]
      },
      "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 DiscoverabilityDiscoverabilityEstablished

Organization / WebSite schema

Organization / WebSite schema is missing or incomplete.

25 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": []
}

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": 401,
            "contentType": "text/html; charset=utf-8",
            "length": 49223
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 49199
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 49193
          }
        ]
      },
      "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

Author attribution

Author attribution is missing or incomplete.

20 Fail

Needs attention

Author attribution

Failed check

Issue

Author attribution is missing: no schema.org author/publisher; no author meta tags; no rel=author links; no visible byline detected.

Why it matters

Author attribution helps agents cite content responsibly, assess source credibility, and distinguish editorial pages from anonymous marketing copy.

Check name

Author attribution

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Identify content authors or publishers for trust and attribution.

Result

Author attribution is missing or incomplete.

Evidence

{
  "editorial": true,
  "schemaAuthor": false,
  "metaAuthor": false,
  "relAuthor": false,
  "visibleByline": false
}

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

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

20 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": 49193
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 49203
          }
        ]
      },
      "issue": "llms.txt was not found at the expected path.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

20 Fail

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 "Accept-Encoding".
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": "Accept-Encoding"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding\".",
      "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": 23245,
        "excerpt": "<!doctype html>\n<html class=\"\">\n\t<head>\n\t\t<meta charset=\"utf-8\" />\n\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, user-scalable=no\" />\n\n\t\t<meta name=\"description\" content=\"We’re on a journey to advance and democrat",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

20 Fail

Needs attention

Semantic HTML

Failed check

Issue

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

Details

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": false,
  "accessibleLinks": true,
  "accessibleButtons": false,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [],
    "inaccessibleButtons": [
      "<button class=\"relative z-40 flex h-6 w-8 items-center justify-center\" type=\"button\"><!--[--><svg width=\"1em\" height=\"1em\" viewBox=\"0 0 10 10\" class=\"text-xl\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" preserveAspectRatio=\"xMidYMid meet\" fill=\"currentColor\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M1.65039 2.9999C1.65039 2.8066 1.80709 2.6499 2.00039 2.6499H8.00039C8.19369 2.6499 8.35039 2.8066 8.35039 2.9",
      "<button class=\"px-2 py-0.5 hover:text-gray-500 dark:hover:text-gray-600 flex items-center \" type=\"button\"><!--[-1--><!--[0--><!--[--><svg class=\" text-gray-500 w-5 group-hover:text-gray-400 dark:text-gray-300 dark:group-hover:text-gray-100\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" viewBox=\"0 0 32 18\" preserveAspectRatio=\"xMidYMid meet\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M14"
    ],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": [
      "h1: The AI community building the future.",
      "h2: Models",
      "h4: nvidia/LocateAnything-3B",
      "h4: google/gemma-4-12B-it",
      "h4: unsloth/gemma-4-12b-it-GGUF",
      "h4: google/gemma-4-12B",
      "h4: ideogram-ai/ideogram-4-fp8",
      "h2: Spaces",
      "h4: TripoSplat",
      "h4: Bonsai Image WebGPU",
      "h4: LocateAnything",
      "h4: Wan2.2 14B Fast Preview",
      "h4: Ideogram 4",
      "h2: Datasets",
      "h4: openbmb/UltraData-SFT-2605",
      "h4: wikimedia/structured-wikipedia",
      "h4: stanford-vision-lab/gpic",
      "h4: openbmb/Ultra-FineWeb-L3",
      "h4: angrygiraffe/claude-opus-4.6-4.7-reasoning-8.7k",
      "h2: The Home of Machine Learning",
      "h3: The collaboration platform",
      "h3: Move faster",
      "h3: Explore all modalities",
      "h3: Build your portfolio",
      "h2: Accelerate your ML",
      "h3: Team & Enterprise",
      "h3: Inference Providers",
      "h3: Compute",
      "h2: More than 50,000 organizations are using Hugging Face",
      "h4: Ai2",
      "h4: AI at Meta",
      "h4: Amazon",
      "h4: Google",
      "h4: Intel",
      "h4: Microsoft",
      "h4: Grammarly",
      "h4: Writer",
      "h2: Our Open Source",
      "h4: Transformers",
      "h4: Diffusers",
      "h4: Safetensors",
      "h4: Hub Python Library",
      "h4: Tokenizers",
      "h4: TRL",
      "h4: Transformers.js",
      "h4: smolagents",
      "h4: PEFT",
      "h4: Datasets",
      "h4: Text Generation Inference",
      "h4: Accelerate"
    ]
  },
  "counts": {
    "h1": 1,
    "headings": 50,
    "links": 102,
    "inaccessibleLinks": 0,
    "buttons": 3,
    "inaccessibleButtons": 2,
    "images": 28,
    "imagesWithAlt": 28,
    "autocompleteInputs": 1,
    "inputsWithAutocomplete": 1,
    "missingAutocompleteInputs": 0
  }
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint failed at "Validate resource body".

17 Fail

Needs attention

AI context endpoint

Failed check

Issue

Content-Type "text/html; charset=utf-8" is not JSON, Markdown, or text/plain.

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

50/100

Status

fail

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 failed at "Validate resource body".

Validation steps

Validate resource body
Content-Type "text/html; charset=utf-8" is not JSON, Markdown, or text/plain.

Evidence

{
  "failedStep": "validate",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch discovery resource",
      "status": "pass",
      "evidence": {
        "path": "/context",
        "statusCode": 200,
        "contentType": "text/html; charset=utf-8"
      }
    },
    {
      "id": "validate",
      "title": "Validate resource body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Content-Type \"text/html; charset=utf-8\" is not JSON, Markdown, or text/plain.",
        "rawExcerpt": "<!doctype html>\n<html class=\"\">\n\t<head>\n\t\t<meta charset=\"utf-8\" />\n\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, user-scalable=no\" />\n\n\t\t<meta name=\"description\" content=\"Org profile for Context Inc on Hugging Face, the AI community building the future.\" />\n\n\t\t<meta property=\"fb:app_id\" content=\"1321688464574422\" />\n\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" />\n\n\t\t<meta name=\"twitter:site\" content=\"@huggingface\" />\n\n\t\t<meta name=\"twitter:image\" content=\"https://cdn-thumbnails.huggingface.co/social-thumbnails/Context.png\" />\n\n\t\t<meta property=\"og:title\" content=\"Context (Context Inc)\" />\n\n\t\t<meta property=\"og:description\" content=\"Org profile for Context Inc on Hugging Face, the AI community building the future.\" />\n\n\t\t<meta property=\"og:type\" cont"
      },
      "issue": "Content-Type \"text/html; charset=utf-8\" is not JSON, Markdown, or text/plain.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

15 Warning

Needs attention

Content freshness signals

Warning

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD.

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": null,
  "schemaDates": [],
  "metaDateCount": 0,
  "timeDateCount": 10
}

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 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": 106,
        "interactiveWithTags": 0,
        "totalCount": 106,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<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": 3,
        "issues": [
          "<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 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": 106,
        "interactiveWithTags": 0,
        "totalCount": 106,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<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": 106,
    "interactiveWithTags": 0,
    "totalCount": 106,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<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: Visible structured data match

AIO: Visible structured data match scored 0/100 and needs a fix.

10 Fail

Needs attention

AIO: Visible structured data match

Failed check

Issue

No JSON-LD structured data was 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: Visible structured data match

Score

0/100

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: Visible structured data match scored 0/100 and needs a fix.

Evidence

{
  "schemaCount": 0,
  "mismatches": [],
  "score": 0,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

GEO: Extraction-friendly structure scored 60/100 and needs improvement.

5 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, optional visible FAQ or FAQPage schema, JSON-LD structured data.

Details

Why it matters

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

Check name

GEO: Extraction-friendly structure

Score

60/100

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 60/100 and needs improvement.

Evidence

{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": false,
  "definitionPatterns": 1,
  "schemaBlocks": 0,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process",
    "optional visible FAQ or FAQPage schema",
    "JSON-LD structured data"
  ],
  "score": 60,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

AIO: Source and trust signals scored 60/100 and needs improvement.

4 Warning

Needs attention

AIO: Source and trust signals

Warning

Issue

Missing AIO trust signals: author, publisher.

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

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Source and trust signals scored 60/100 and needs improvement.

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [
    "2026-05-27T08:30:54",
    "2026-06-04T11:58:10",
    "2026-06-08T00:12:11",
    "2026-06-04T11:58:12",
    "2026-06-03T18:34:44",
    "2026-05-28T17:18:14",
    "2026-05-19T12:54:16",
    "2026-06-04T19:45:37",
    "2026-05-28T09:03:52",
    "2026-05-01T17:11:41"
  ],
  "aboutLinks": [
    {
      "href": "/unsloth/gemma-4-12b-it-GGUF",
      "text": "unsloth/gemma-4-12b-it-GGUF Updated about 11 hours ago • 645k • 471",
      "html": "<a class=\"flex items-center justify-between gap-4 p-2\" href=\"/unsloth/gemma-4-12b-it-GGUF\"><div class=\"w-full truncate\"><header class=\"flex items-center mb-0.5\" title=\"unsloth/gemma-4-12b-it-GGUF\"><!--[--><!--]--> <h4 class=\"text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd\">unsloth/gemma-4-12b-it-GGUF</h4> <!--[-1--><!--]--> <!--[-1--><!--]--></header> <div class=\"mr-1 flex items-center overflow-hidden whitespace-nowrap text..."
    },
    {
      "href": "/facebook",
      "text": "AI at Meta Team company • 2.34k models • 13.1k followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/facebook\"><img alt=\"AI at Meta&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1592839207516-noauth.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/facebook\" class=\"truncate font-semibold \" title=\"AI at Meta\">AI at Meta<!----></h4><!----> <!--[0--><span class=\"bg-linear-to-br inl..."
    },
    {
      "href": "/amazon",
      "text": "Amazon Enterprise company • 36 models • 4.07k followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/amazon\"><img alt=\"Amazon&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/66f19ed428ae41c20c470792/8y7msN6A6W82LdQhQd85a.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/amazon\" class=\"truncate font-semibold \" title=\"Amazon\">Amazon<!----></h4><!----> <!--[0--><span class=\"bg-linear..."
    },
    {
      "href": "/google",
      "text": "Google Enterprise company • 1.12k models • 57.7k followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/google\"><img alt=\"Google&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/5dd96eb166059660ed1ee413/WtA3YYitedOr9n02eHfJe.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/google\" class=\"truncate font-semibold \" title=\"Google\">Google<!----></h4><!----> <!--[0--><span class=\"bg-linear..."
    },
    {
      "href": "/Intel",
      "text": "Intel company • 249 models • 3.96k followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/Intel\"><img alt=\"Intel&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1616186257611-60104afcc75e19ac1738fe70.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/Intel\" class=\"truncate font-semibold \" title=\"Intel\">Intel<!----></h4><!----> <!--[-1--><!--]--></div> <div class=\"text-sm..."
    },
    {
      "href": "/microsoft",
      "text": "Microsoft Enterprise company • 522 models • 20.2k followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/microsoft\"><img alt=\"Microsoft&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1583646260758-5e64858c87403103f9f1055d.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/microsoft\" class=\"truncate font-semibold \" title=\"Microsoft\">Microsoft<!----></h4><!----> <!--[0--><span class=\"bg..."
    },
    {
      "href": "/grammarly",
      "text": "Grammarly Team company • 11 models • 225 followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/grammarly\"><img alt=\"Grammarly&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/60985a0547dc3dbf8a976607/rRv-TjtvhN66uwh-xYaCf.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/grammarly\" class=\"truncate font-semibold \" title=\"Grammarly\">Grammarly<!----></h4><!----> <!--[0--><span c..."
    },
    {
      "href": "/Writer",
      "text": "Writer Enterprise company • 33 models • 397 followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/Writer\"><img alt=\"Writer&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1625001569797-60db8b5ad8b4797b129145d5.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/Writer\" class=\"truncate font-semibold \" title=\"Writer\">Writer<!----></h4><!----> <!--[0--><span class=\"bg-linear-to-br i..."
    },
    {
      "href": "/huggingface",
      "text": "About",
      "html": "<a class=\"hover:underline\" href=\"/huggingface\">About</a>"
    },
    {
      "href": "https://www.linkedin.com/company/huggingface/",
      "text": "LinkedIn",
      "html": "<a class=\"hover:underline\" href=\"https://www.linkedin.com/company/huggingface/\">LinkedIn</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/support",
      "text": "Enterprise Support",
      "html": "<a class=\"flex w-full cursor-pointer items-center whitespace-nowrap px-3 py-1.5 text-left hover:bg-gray-50 dark:hover:bg-gray-800 hover:underline leading-tight \" href=\"/support\"><!--[-1--><!--[0--><!--[--><svg class=\"mr-1.5 flex-none text-gray-400\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 25 24\"><path d=\"M12.6213 22.4475C12.7096 22.4825..."
    },
    {
      "href": "/enterprise",
      "text": "Priority Support",
      "html": "<a href=\"/enterprise\" class=\"right-10 bottom-4 backdrop-blur-xs absolute z-2 rounded-lg border border-white/10 bg-white/10 px-4 py-2 text-sm font-semibold text-white transition-all duration-200 hover:bg-white/15\">Priority Support</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/terms-of-service",
      "text": "Terms of service",
      "html": "<a class=\"hover:underline\" href=\"/terms-of-service\">Terms of service</a>"
    },
    {
      "href": "/privacy",
      "text": "Privacy",
      "html": "<a class=\"hover:underline\" href=\"/privacy\">Privacy</a>"
    }
  ],
  "score": 60,
  "weight": 20
}

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: hugging, face, community, building, future.

Details

Why it matters

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": "Hugging Face – The AI community building the future.",
  "h1": "The AI community building the future.",
  "description": "We’re on a journey to advance and democratize artificial intelligence through open source and open science.",
  "topicOverlap": 0,
  "topicTerms": [
    "hugging",
    "face",
    "community",
    "building",
    "future"
  ],
  "descriptionTerms": [
    "journey",
    "advance",
    "democratize",
    "artificial",
    "intelligence",
    "through",
    "open",
    "source",
    "science"
  ],
  "missingFromDescription": [
    "hugging",
    "face",
    "community",
    "building",
    "future"
  ],
  "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

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

Details

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 14,
  "passing": 0,
  "failing": [
    {
      "heading": "Models",
      "headingHtml": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg class=\"text-gray-500\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 24 24\"><path class=\"uim-quaternary\" d=\"M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z\" opacity=\".25\" fill=...",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Spaces",
      "headingHtml": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 32 32\"><path d=\"M7.80914 18.7462V24.1907H13.2536V18.7462H7.80914Z\" fill=\"#FF3270\"/><path d=\"M18.7458 18.7462V24.1907H24.1903V18.7462H18.7458Z\" fill=\"#861FFF\"/><path d=\"M7.80914 7.80982V13.2543H...",
      "firstParagraph": "Generate 3D models from a single image",
      "paragraphHtml": "<p class=\"line-clamp-1 text-left text-[0.8375rem]/[1.15rem] text-gray-200 opacity-85 drop-shadow-sm\">Generate 3D models from a single image</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Datasets",
      "headingHtml": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg class=\"text-gray-500\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 25 25\"><ellipse cx=\"12.5\" cy=\"5\" fill=\"currentColor\" fill-opacity=\"0.25\" rx=\"7.5\" ry=\"2\"/><path d=\"M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8....",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "The Home of Machine Learning",
      "headingHtml": "<h2 class=\"text-balance text-3xl font-bold 2xl:text-4xl\">The Home of Machine Learning</h2>",
      "firstParagraph": "Create, discover and collaborate on ML better.",
      "paragraphHtml": "<p class=\"flex-none text-balance text-lg text-gray-500 2xl:text-xl\">Create, discover and collaborate on ML better.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "The collaboration platform",
      "headingHtml": "<h3 class=\"text-xl font-semibold 2xl:text-2xl\">The collaboration platform</h3>",
      "firstParagraph": "Host and collaborate on unlimited public models, datasets and applications.",
      "paragraphHtml": "<p class=\"text-base text-gray-500 2xl:text-lg\">Host and collaborate on unlimited public models, datasets and applications.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Move faster",
      "headingHtml": "<h3 class=\"text-xl font-semibold 2xl:text-2xl\">Move faster</h3>",
      "firstParagraph": "With the HF Open source stack.",
      "paragraphHtml": "<p class=\"text-base text-gray-500 2xl:text-lg\">With the HF Open source stack.</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Explore all modalities",
      "headingHtml": "<h3 class=\"text-xl font-semibold 2xl:text-2xl\">Explore all modalities</h3>",
      "firstParagraph": "Text, image, video, audio or even 3D.",
      "paragraphHtml": "<p class=\"text-base text-gray-500 2xl:text-lg\">Text, image, video, audio or even 3D.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Build your portfolio",
      "headingHtml": "<h3 class=\"text-xl font-semibold 2xl:text-2xl\">Build your portfolio</h3>",
      "firstParagraph": "Share your work with the world and build your ML profile.",
      "paragraphHtml": "<p class=\"text-base text-gray-500 2xl:text-lg\">Share your work with the world and build your ML profile.</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    },
    {
      "heading": "Accelerate your ML",
      "headingHtml": "<h2 class=\"text-3xl font-bold 2xl:text-4xl\">Accelerate your ML</h2>",
      "firstParagraph": "We provide paid Compute and Enterprise solutions.",
      "paragraphHtml": "<p class=\"text-balance text-lg text-gray-500 2xl:text-xl\">We provide paid Compute and Enterprise solutions.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Team & Enterprise",
      "headingHtml": "<h3 class=\"mb-4 text-2xl font-semibold\">Team &amp; Enterprise</h3>",
      "firstParagraph": "Give your team the most advanced platform to build AI with enterprise-grade security, access controls and dedicated support.",
      "paragraphHtml": "<p class=\"mb-6 text-base text-gray-400 lg:mb-8 2xl:text-lg\" style=\"text-wrap: balance;\">Give your team the most advanced platform to build AI with enterprise-grade security, access controls and dedicated support.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Inference Providers",
      "headingHtml": "<h3 class=\"mb-4 text-2xl font-semibold\">Inference Providers</h3>",
      "firstParagraph": "Access 45,000+ models from leading AI providers through a single, unified API with no service fees.",
      "paragraphHtml": "<p class=\"mb-6 text-balance text-base text-gray-500 lg:mb-8 2xl:text-lg\">Access 45,000+ models from leading AI providers through a single, unified API with no service fees.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Compute",
      "headingHtml": "<h3 class=\"mb-4 text-2xl font-semibold\">Compute</h3>",
      "firstParagraph": "Deploy on optimized Inference Endpoints or update your Spaces applications to a GPU in a few clicks.",
      "paragraphHtml": "<p class=\"mb-6 text-balance text-base text-gray-500 lg:mb-8 2xl:text-lg\">Deploy on optimized <a class=\"underline\" href=\"/pricing#endpoints\">Inference Endpoints</a> or update your <a class=\"underline\" href=\"/pricing#spaces\">Spaces applications</a> to a GPU in a few clicks.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "More than 50,000 organizations are using Hugging Face",
      "headingHtml": "<h2 class=\"text-balance text-base text-gray-500\">More than 50,000 organizations are using Hugging Face</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Our Open Source",
      "headingHtml": "<h2 class=\"text-3xl font-bold 2xl:text-4xl\">Our Open Source</h2>",
      "firstParagraph": "We are building the foundation of ML tooling with the community.",
      "paragraphHtml": "<p class=\"text-balance text-lg text-gray-500 2xl:text-xl\">We are building the foundation of ML tooling with the community.</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

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

3 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

No question-led h2 sections or FAQ pattern was detected.

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: 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": 7,
  "questionH2s": [],
  "hasFaq": false,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

AEO: Answer evidence and trust scored 60/100 and needs improvement.

3 Warning

Needs attention

AEO: Answer evidence and trust

Warning

Issue

Missing AIO trust signals: author, publisher.

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

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AEO: Answer evidence and trust scored 60/100 and needs improvement.

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [
    "2026-05-27T08:30:54",
    "2026-06-04T11:58:10",
    "2026-06-08T00:12:11",
    "2026-06-04T11:58:12",
    "2026-06-03T18:34:44",
    "2026-05-28T17:18:14",
    "2026-05-19T12:54:16",
    "2026-06-04T19:45:37",
    "2026-05-28T09:03:52",
    "2026-05-01T17:11:41"
  ],
  "aboutLinks": [
    {
      "href": "/unsloth/gemma-4-12b-it-GGUF",
      "text": "unsloth/gemma-4-12b-it-GGUF Updated about 11 hours ago • 645k • 471",
      "html": "<a class=\"flex items-center justify-between gap-4 p-2\" href=\"/unsloth/gemma-4-12b-it-GGUF\"><div class=\"w-full truncate\"><header class=\"flex items-center mb-0.5\" title=\"unsloth/gemma-4-12b-it-GGUF\"><!--[--><!--]--> <h4 class=\"text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd\">unsloth/gemma-4-12b-it-GGUF</h4> <!--[-1--><!--]--> <!--[-1--><!--]--></header> <div class=\"mr-1 flex items-center overflow-hidden whitespace-nowrap text..."
    },
    {
      "href": "/facebook",
      "text": "AI at Meta Team company • 2.34k models • 13.1k followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/facebook\"><img alt=\"AI at Meta&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1592839207516-noauth.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/facebook\" class=\"truncate font-semibold \" title=\"AI at Meta\">AI at Meta<!----></h4><!----> <!--[0--><span class=\"bg-linear-to-br inl..."
    },
    {
      "href": "/amazon",
      "text": "Amazon Enterprise company • 36 models • 4.07k followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/amazon\"><img alt=\"Amazon&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/66f19ed428ae41c20c470792/8y7msN6A6W82LdQhQd85a.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/amazon\" class=\"truncate font-semibold \" title=\"Amazon\">Amazon<!----></h4><!----> <!--[0--><span class=\"bg-linear..."
    },
    {
      "href": "/google",
      "text": "Google Enterprise company • 1.12k models • 57.7k followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/google\"><img alt=\"Google&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/5dd96eb166059660ed1ee413/WtA3YYitedOr9n02eHfJe.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/google\" class=\"truncate font-semibold \" title=\"Google\">Google<!----></h4><!----> <!--[0--><span class=\"bg-linear..."
    },
    {
      "href": "/Intel",
      "text": "Intel company • 249 models • 3.96k followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/Intel\"><img alt=\"Intel&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1616186257611-60104afcc75e19ac1738fe70.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/Intel\" class=\"truncate font-semibold \" title=\"Intel\">Intel<!----></h4><!----> <!--[-1--><!--]--></div> <div class=\"text-sm..."
    },
    {
      "href": "/microsoft",
      "text": "Microsoft Enterprise company • 522 models • 20.2k followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/microsoft\"><img alt=\"Microsoft&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1583646260758-5e64858c87403103f9f1055d.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/microsoft\" class=\"truncate font-semibold \" title=\"Microsoft\">Microsoft<!----></h4><!----> <!--[0--><span class=\"bg..."
    },
    {
      "href": "/grammarly",
      "text": "Grammarly Team company • 11 models • 225 followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/grammarly\"><img alt=\"Grammarly&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/60985a0547dc3dbf8a976607/rRv-TjtvhN66uwh-xYaCf.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/grammarly\" class=\"truncate font-semibold \" title=\"Grammarly\">Grammarly<!----></h4><!----> <!--[0--><span c..."
    },
    {
      "href": "/Writer",
      "text": "Writer Enterprise company • 33 models • 397 followers",
      "html": "<a class=\"flex flex-1 items-center overflow-hidden p-2 \" href=\"/Writer\"><img alt=\"Writer&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1625001569797-60db8b5ad8b4797b129145d5.png\"> <div class=\"overflow-hidden pr-0.5 text-left leading-tight\"><div class=\"flex items-center gap-3\"><!----><h4 href=\"/Writer\" class=\"truncate font-semibold \" title=\"Writer\">Writer<!----></h4><!----> <!--[0--><span class=\"bg-linear-to-br i..."
    },
    {
      "href": "/huggingface",
      "text": "About",
      "html": "<a class=\"hover:underline\" href=\"/huggingface\">About</a>"
    },
    {
      "href": "https://www.linkedin.com/company/huggingface/",
      "text": "LinkedIn",
      "html": "<a class=\"hover:underline\" href=\"https://www.linkedin.com/company/huggingface/\">LinkedIn</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/support",
      "text": "Enterprise Support",
      "html": "<a class=\"flex w-full cursor-pointer items-center whitespace-nowrap px-3 py-1.5 text-left hover:bg-gray-50 dark:hover:bg-gray-800 hover:underline leading-tight \" href=\"/support\"><!--[-1--><!--[0--><!--[--><svg class=\"mr-1.5 flex-none text-gray-400\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 25 24\"><path d=\"M12.6213 22.4475C12.7096 22.4825..."
    },
    {
      "href": "/enterprise",
      "text": "Priority Support",
      "html": "<a href=\"/enterprise\" class=\"right-10 bottom-4 backdrop-blur-xs absolute z-2 rounded-lg border border-white/10 bg-white/10 px-4 py-2 text-sm font-semibold text-white transition-all duration-200 hover:bg-white/15\">Priority Support</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/terms-of-service",
      "text": "Terms of service",
      "html": "<a class=\"hover:underline\" href=\"/terms-of-service\">Terms of service</a>"
    },
    {
      "href": "/privacy",
      "text": "Privacy",
      "html": "<a class=\"hover:underline\" href=\"/privacy\">Privacy</a>"
    }
  ],
  "score": 60,
  "weight": 22
}

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

No substantial explanatory paragraphs were found.

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

{
  "candidatePassages": 1,
  "citablePassages": 0,
  "failingCandidateParagraphs": [],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

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: hugging, face, community, building, future.

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": "Hugging Face – The AI community building the future.",
  "h1": "The AI community building the future.",
  "description": "We’re on a journey to advance and democratize artificial intelligence through open source and open science.",
  "topicOverlap": 0,
  "definitionCount": 1,
  "topicTerms": [
    "hugging",
    "face",
    "community",
    "building",
    "future"
  ],
  "descriptionTerms": [
    "journey",
    "advance",
    "democratize",
    "artificial",
    "intelligence",
    "through",
    "open",
    "source",
    "science"
  ],
  "missingFromDescription": [
    "hugging",
    "face",
    "community",
    "building",
    "future"
  ],
  "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

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

Details

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 14,
  "passing": 0,
  "failing": [
    {
      "heading": "Models",
      "headingHtml": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg class=\"text-gray-500\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 24 24\"><path class=\"uim-quaternary\" d=\"M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z\" opacity=\".25\" fill=...",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Spaces",
      "headingHtml": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 32 32\"><path d=\"M7.80914 18.7462V24.1907H13.2536V18.7462H7.80914Z\" fill=\"#FF3270\"/><path d=\"M18.7458 18.7462V24.1907H24.1903V18.7462H18.7458Z\" fill=\"#861FFF\"/><path d=\"M7.80914 7.80982V13.2543H...",
      "firstParagraph": "Generate 3D models from a single image",
      "paragraphHtml": "<p class=\"line-clamp-1 text-left text-[0.8375rem]/[1.15rem] text-gray-200 opacity-85 drop-shadow-sm\">Generate 3D models from a single image</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Datasets",
      "headingHtml": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg class=\"text-gray-500\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 25 25\"><ellipse cx=\"12.5\" cy=\"5\" fill=\"currentColor\" fill-opacity=\"0.25\" rx=\"7.5\" ry=\"2\"/><path d=\"M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8....",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "The Home of Machine Learning",
      "headingHtml": "<h2 class=\"text-balance text-3xl font-bold 2xl:text-4xl\">The Home of Machine Learning</h2>",
      "firstParagraph": "Create, discover and collaborate on ML better.",
      "paragraphHtml": "<p class=\"flex-none text-balance text-lg text-gray-500 2xl:text-xl\">Create, discover and collaborate on ML better.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "The collaboration platform",
      "headingHtml": "<h3 class=\"text-xl font-semibold 2xl:text-2xl\">The collaboration platform</h3>",
      "firstParagraph": "Host and collaborate on unlimited public models, datasets and applications.",
      "paragraphHtml": "<p class=\"text-base text-gray-500 2xl:text-lg\">Host and collaborate on unlimited public models, datasets and applications.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Move faster",
      "headingHtml": "<h3 class=\"text-xl font-semibold 2xl:text-2xl\">Move faster</h3>",
      "firstParagraph": "With the HF Open source stack.",
      "paragraphHtml": "<p class=\"text-base text-gray-500 2xl:text-lg\">With the HF Open source stack.</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Explore all modalities",
      "headingHtml": "<h3 class=\"text-xl font-semibold 2xl:text-2xl\">Explore all modalities</h3>",
      "firstParagraph": "Text, image, video, audio or even 3D.",
      "paragraphHtml": "<p class=\"text-base text-gray-500 2xl:text-lg\">Text, image, video, audio or even 3D.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Build your portfolio",
      "headingHtml": "<h3 class=\"text-xl font-semibold 2xl:text-2xl\">Build your portfolio</h3>",
      "firstParagraph": "Share your work with the world and build your ML profile.",
      "paragraphHtml": "<p class=\"text-base text-gray-500 2xl:text-lg\">Share your work with the world and build your ML profile.</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    },
    {
      "heading": "Accelerate your ML",
      "headingHtml": "<h2 class=\"text-3xl font-bold 2xl:text-4xl\">Accelerate your ML</h2>",
      "firstParagraph": "We provide paid Compute and Enterprise solutions.",
      "paragraphHtml": "<p class=\"text-balance text-lg text-gray-500 2xl:text-xl\">We provide paid Compute and Enterprise solutions.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Team & Enterprise",
      "headingHtml": "<h3 class=\"mb-4 text-2xl font-semibold\">Team &amp; Enterprise</h3>",
      "firstParagraph": "Give your team the most advanced platform to build AI with enterprise-grade security, access controls and dedicated support.",
      "paragraphHtml": "<p class=\"mb-6 text-base text-gray-400 lg:mb-8 2xl:text-lg\" style=\"text-wrap: balance;\">Give your team the most advanced platform to build AI with enterprise-grade security, access controls and dedicated support.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Inference Providers",
      "headingHtml": "<h3 class=\"mb-4 text-2xl font-semibold\">Inference Providers</h3>",
      "firstParagraph": "Access 45,000+ models from leading AI providers through a single, unified API with no service fees.",
      "paragraphHtml": "<p class=\"mb-6 text-balance text-base text-gray-500 lg:mb-8 2xl:text-lg\">Access 45,000+ models from leading AI providers through a single, unified API with no service fees.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Compute",
      "headingHtml": "<h3 class=\"mb-4 text-2xl font-semibold\">Compute</h3>",
      "firstParagraph": "Deploy on optimized Inference Endpoints or update your Spaces applications to a GPU in a few clicks.",
      "paragraphHtml": "<p class=\"mb-6 text-balance text-base text-gray-500 lg:mb-8 2xl:text-lg\">Deploy on optimized <a class=\"underline\" href=\"/pricing#endpoints\">Inference Endpoints</a> or update your <a class=\"underline\" href=\"/pricing#spaces\">Spaces applications</a> to a GPU in a few clicks.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "More than 50,000 organizations are using Hugging Face",
      "headingHtml": "<h2 class=\"text-balance text-base text-gray-500\">More than 50,000 organizations are using Hugging Face</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Our Open Source",
      "headingHtml": "<h2 class=\"text-3xl font-bold 2xl:text-4xl\">Our Open Source</h2>",
      "firstParagraph": "We are building the foundation of ML tooling with the community.",
      "paragraphHtml": "<p class=\"text-balance text-lg text-gray-500 2xl:text-xl\">We are building the foundation of ML tooling with the community.</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

AIO: Page experience for AIO scored 80/100 and needs improvement.

1 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

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

Details

Why it matters

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

Check name

AIO: Page experience for AIO

Score

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Page experience for AIO scored 80/100 and needs improvement.

Evidence

{
  "viewportContent": "width=device-width, initial-scale=1.0, user-scalable=no",
  "visibleWords": 667,
  "htmlBytes": 177090,
  "imagesMissingDimensions": [
    {
      "src": "/front/assets/huggingface_logo-noborder.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Hugging Face&apos;s logo\" class=\"w-7 md:mr-2\" src=\"/front/assets/huggingface_logo-noborder.svg\">"
    },
    {
      "src": "/front/assets/huggingface_logo-noborder.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/huggingface_logo-noborder.svg\" class=\"-mt-3 mb-7 w-20\" alt>"
    },
    {
      "src": "/front/assets/homepage/models-mobile.webp",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/models-mobile.webp\" alt=\"Hugging Face models\" class=\"pointer-events-none relative mb-0 select-none lg:hidden\">"
    },
    {
      "src": "/front/assets/homepage/models-tablet.webp",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/models-tablet.webp\" alt=\"Hugging Face models\" class=\"pointer-events-none absolute bottom-0 right-0 hidden h-[650px] select-none lg:block xl:hidden 2xl:h-[760px]\">"
    },
    {
      "src": "/front/assets/homepage/models.webp",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/models.webp\" alt=\"Hugging Face models\" class=\"pointer-events-none absolute bottom-0 right-0 h-[650px] select-none max-xl:hidden 2xl:h-[760px]\">"
    },
    {
      "src": "/front/assets/huggingface_logo-noborder.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/huggingface_logo-noborder.svg\" class=\"w-8\" alt>"
    },
    {
      "src": "/front/assets/homepage/activity.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/activity.svg\" class=\"ml-auto w-full flex-1 overflow-hidden border-t border-gray-100 object-cover object-left-top dark:hidden\" alt=\"Hub activity feed\">"
    },
    {
      "src": "/front/assets/homepage/activity-dark.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/activity-dark.svg\" class=\"ml-auto hidden w-full flex-1 overflow-hidden border-t border-gray-100 object-cover object-left-top dark:block\" alt=\"Hub activity feed\">"
    },
    {
      "src": "/front/assets/homepage/snippets.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/snippets.svg\" class=\"ml-auto w-full flex-1 overflow-hidden border-t border-gray-100 object-cover object-left-top dark:hidden\" alt=\"Code snippets from HF libraries\">"
    },
    {
      "src": "/front/assets/homepage/snippets-dark.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/snippets-dark.svg\" class=\"ml-auto hidden w-full flex-1 overflow-hidden border-t border-gray-100 object-cover object-left-top dark:block\" alt=\"Code snippets from HF libraries\">"
    },
    {
      "src": "/front/assets/homepage/modalities.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/modalities.svg\" class=\"ml-auto w-full overflow-hidden border-t border-gray-100 bg-gray-50 object-cover dark:hidden\" alt=\"Hugging face tasks \">"
    },
    {
      "src": "/front/assets/homepage/modalities-dark.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/modalities-dark.svg\" class=\"ml-auto hidden w-full overflow-hidden border-t border-gray-100 bg-gray-950 object-cover dark:block\" alt=\"Hugging face tasks \">"
    },
    {
      "src": "/front/assets/homepage/younes.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/younes.svg\" class=\"ml-auto w-full flex-1 overflow-hidden border-t border-gray-100 object-cover object-left-top dark:hidden\" alt=\"Younes Belkada Hugging Face profile\">"
    },
    {
      "src": "/front/assets/homepage/younes-dark.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/younes-dark.svg\" class=\"ml-auto hidden w-full flex-1 overflow-hidden border-t border-gray-100 object-cover object-left-top dark:block\" alt=\"Youne Belkada Hugging Face profile\">"
    },
    {
      "src": "/front/assets/homepage/providers.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/providers.svg\" alt=\"Hugging face compute offering\" class=\"pointer-events-none h-full w-full select-none bg-bottom object-cover object-bottom dark:hidden\">"
    },
    {
      "src": "/front/assets/homepage/providers-dark.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/providers-dark.svg\" alt=\"Hugging face compute offering\" class=\"pointer-events-none hidden h-full w-full select-none bg-bottom object-cover object-bottom dark:block\">"
    },
    {
      "src": "/front/assets/homepage/compute.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/compute.svg\" alt=\"Hugging face compute offering\" class=\"pointer-events-none h-full w-full select-none object-contain object-bottom dark:hidden\">"
    },
    {
      "src": "/front/assets/homepage/compute-dark.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/compute-dark.svg\" alt=\"Hugging face compute offering\" class=\"pointer-events-none hidden h-full w-full select-none object-contain object-bottom dark:block\">"
    },
    {
      "src": "https://cdn-avatars.huggingface.co/v1/production/uploads/652db071b62cf1f8463221e2/CxxwFiaomTa1MCX_B7-pT.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Ai2&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/652db071b62cf1f8463221e2/CxxwFiaomTa1MCX_B7-pT.png\">"
    },
    {
      "src": "https://cdn-avatars.huggingface.co/v1/production/uploads/1592839207516-noauth.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"AI at Meta&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1592839207516-noauth.png\">"
    },
    {
      "src": "https://cdn-avatars.huggingface.co/v1/production/uploads/66f19ed428ae41c20c470792/8y7msN6A6W82LdQhQd85a.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Amazon&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/66f19ed428ae41c20c470792/8y7msN6A6W82LdQhQd85a.png\">"
    },
    {
      "src": "https://cdn-avatars.huggingface.co/v1/production/uploads/5dd96eb166059660ed1ee413/WtA3YYitedOr9n02eHfJe.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Google&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/5dd96eb166059660ed1ee413/WtA3YYitedOr9n02eHfJe.png\">"
    },
    {
      "src": "https://cdn-avatars.huggingface.co/v1/production/uploads/1616186257611-60104afcc75e19ac1738fe70.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Intel&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1616186257611-60104afcc75e19ac1738fe70.png\">"
    },
    {
      "src": "https://cdn-avatars.huggingface.co/v1/production/uploads/1583646260758-5e64858c87403103f9f1055d.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Microsoft&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1583646260758-5e64858c87403103f9f1055d.png\">"
    },
    {
      "src": "https://cdn-avatars.huggingface.co/v1/production/uploads/60985a0547dc3dbf8a976607/rRv-TjtvhN66uwh-xYaCf.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Grammarly&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/60985a0547dc3dbf8a976607/rRv-TjtvhN66uwh-xYaCf.png\">"
    },
    {
      "src": "https://cdn-avatars.huggingface.co/v1/production/uploads/1625001569797-60db8b5ad8b4797b129145d5.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Writer&apos;s profile picture\" class=\"mr-3 flex-none rounded-lg h-8 w-8\" src=\"https://cdn-avatars.huggingface.co/v1/production/uploads/1625001569797-60db8b5ad8b4797b129145d5.png\">"
    },
    {
      "src": "/front/assets/homepage/hugs.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/hugs.svg\" class=\"pointer-events-none w-full select-none max-lg:hidden\" alt=\"Pile of Hugging Face logos\">"
    },
    {
      "src": "/front/assets/homepage/hugs-mobile.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/front/assets/homepage/hugs-mobile.svg\" class=\"pointer-events-none w-full select-none lg:hidden\" alt=\"Pile of Hugging Face logos\">"
    }
  ],
  "possibleDialogs": [],
  "score": 80,
  "weight": 10
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "headings": [
    {
      "text": "Models",
      "html": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg class=\"text-gray-500\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 24 24\"><path class=\"uim-quaternary\" d=\"M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z\" opacity=\".25\" fill=..."
    },
    {
      "text": "Spaces",
      "html": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 32 32\"><path d=\"M7.80914 18.7462V24.1907H13.2536V18.7462H7.80914Z\" fill=\"#FF3270\"/><path d=\"M18.7458 18.7462V24.1907H24.1903V18.7462H18.7458Z\" fill=\"#861FFF\"/><path d=\"M7.80914 7.80982V13.2543H..."
    },
    {
      "text": "Datasets",
      "html": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg class=\"text-gray-500\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 25 25\"><ellipse cx=\"12.5\" cy=\"5\" fill=\"currentColor\" fill-opacity=\"0.25\" rx=\"7.5\" ry=\"2\"/><path d=\"M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8...."
    },
    {
      "text": "The Home of Machine Learning",
      "html": "<h2 class=\"text-balance text-3xl font-bold 2xl:text-4xl\">The Home of Machine Learning</h2>"
    },
    {
      "text": "Accelerate your ML",
      "html": "<h2 class=\"text-3xl font-bold 2xl:text-4xl\">Accelerate your ML</h2>"
    },
    {
      "text": "More than 50,000 organizations are using Hugging Face",
      "html": "<h2 class=\"text-balance text-base text-gray-500\">More than 50,000 organizations are using Hugging Face</h2>"
    },
    {
      "text": "Our Open Source",
      "html": "<h2 class=\"text-3xl font-bold 2xl:text-4xl\">Our Open Source</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Hugging Face – The AI community building the...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Hugging Face – The AI community building the... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Hugging Face – The AI community building the...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Hugging Face – The AI community building the... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Hugging Face – The AI community building the... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Hugging Face – The AI community building the...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Hugging Face – The AI community building the... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Hugging Face – The AI community building the...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Hugging Face – The AI community building the... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Hugging Face – The AI community building the... compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational

Issue

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

Details

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "Models",
      "html": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg class=\"text-gray-500\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 24 24\"><path class=\"uim-quaternary\" d=\"M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z\" opacity=\".25\" fill=..."
    },
    {
      "text": "Spaces",
      "html": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 32 32\"><path d=\"M7.80914 18.7462V24.1907H13.2536V18.7462H7.80914Z\" fill=\"#FF3270\"/><path d=\"M18.7458 18.7462V24.1907H24.1903V18.7462H18.7458Z\" fill=\"#861FFF\"/><path d=\"M7.80914 7.80982V13.2543H..."
    },
    {
      "text": "Datasets",
      "html": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg class=\"text-gray-500\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 25 25\"><ellipse cx=\"12.5\" cy=\"5\" fill=\"currentColor\" fill-opacity=\"0.25\" rx=\"7.5\" ry=\"2\"/><path d=\"M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8...."
    },
    {
      "text": "The Home of Machine Learning",
      "html": "<h2 class=\"text-balance text-3xl font-bold 2xl:text-4xl\">The Home of Machine Learning</h2>"
    },
    {
      "text": "Accelerate your ML",
      "html": "<h2 class=\"text-3xl font-bold 2xl:text-4xl\">Accelerate your ML</h2>"
    },
    {
      "text": "More than 50,000 organizations are using Hugging Face",
      "html": "<h2 class=\"text-balance text-base text-gray-500\">More than 50,000 organizations are using Hugging Face</h2>"
    },
    {
      "text": "Our Open Source",
      "html": "<h2 class=\"text-3xl font-bold 2xl:text-4xl\">Our Open Source</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Hugging Face – The AI community building the...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Hugging Face – The AI community building the... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Hugging Face – The AI community building the...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Hugging Face – The AI community building the... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Hugging Face – The AI community building the... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Hugging Face – The AI community building the...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Hugging Face – The AI community building the... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Hugging Face – The AI community building the...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Hugging Face – The AI community building the... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Hugging Face – The AI community building the... compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Q&A and FAQ opportunities

GEO: Q&A and FAQ opportunities is informational for this page.

Informational

Needs attention

GEO: Q&A and FAQ opportunities

Informational

Issue

7 h2 heading(s) are not phrased as questions; this is optional and only useful where Q&A wording is natural. No visible FAQ or FAQPage schema was detected; this is optional unless the page answers common questions.

Details

Why it matters

Check name

GEO: Q&A and FAQ opportunities

Score

75/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: Q&A and FAQ opportunities is informational for this page.

Evidence

{
  "h2Count": 7,
  "questionH2s": 0,
  "hasFaq": false,
  "nonQuestionH2s": [
    {
      "index": 1,
      "text": "Models",
      "isQuestion": false,
      "html": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg class=\"text-gray-500\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 24 24\"><path class=\"uim-quaternary\" d=\"M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z\" opacity=\".25\" fill=..."
    },
    {
      "index": 2,
      "text": "Spaces",
      "isQuestion": false,
      "html": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 32 32\"><path d=\"M7.80914 18.7462V24.1907H13.2536V18.7462H7.80914Z\" fill=\"#FF3270\"/><path d=\"M18.7458 18.7462V24.1907H24.1903V18.7462H18.7458Z\" fill=\"#861FFF\"/><path d=\"M7.80914 7.80982V13.2543H..."
    },
    {
      "index": 3,
      "text": "Datasets",
      "isQuestion": false,
      "html": "<h2 class=\"mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl\"><svg class=\"text-gray-500\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" aria-hidden=\"true\" focusable=\"false\" role=\"img\" width=\"1em\" height=\"1em\" preserveAspectRatio=\"xMidYMid meet\" viewBox=\"0 0 25 25\"><ellipse cx=\"12.5\" cy=\"5\" fill=\"currentColor\" fill-opacity=\"0.25\" rx=\"7.5\" ry=\"2\"/><path d=\"M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8...."
    },
    {
      "index": 4,
      "text": "The Home of Machine Learning",
      "isQuestion": false,
      "html": "<h2 class=\"text-balance text-3xl font-bold 2xl:text-4xl\">The Home of Machine Learning</h2>"
    },
    {
      "index": 5,
      "text": "Accelerate your ML",
      "isQuestion": false,
      "html": "<h2 class=\"text-3xl font-bold 2xl:text-4xl\">Accelerate your ML</h2>"
    },
    {
      "index": 6,
      "text": "More than 50,000 organizations are using Hugging Face",
      "isQuestion": false,
      "html": "<h2 class=\"text-balance text-base text-gray-500\">More than 50,000 organizations are using Hugging Face</h2>"
    },
    {
      "index": 7,
      "text": "Our Open Source",
      "isQuestion": false,
      "html": "<h2 class=\"text-3xl font-bold 2xl:text-4xl\">Our Open Source</h2>"
    }
  ],
  "score": 75,
  "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

authorization_endpoint did not behave like an operational OAuth authorization endpoint.

Why it matters

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

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

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

Result

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

Validation steps

Probe authorization endpoint with an authorization-code request
authorization_endpoint did not behave like an operational OAuth authorization endpoint.
Fetch and validate jwks_uri
jwks_uri did not return usable JWK entries for the advertised signing algorithms.

Evidence

{
  "failedStep": "authorization-endpoint",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch discovery resource",
      "status": "pass",
      "evidence": {
        "path": "/.well-known/openid-configuration",
        "statusCode": 200,
        "contentType": "application/json; charset=utf-8"
      }
    },
    {
      "id": "validate",
      "title": "Validate resource body",
      "status": "pass",
      "evidence": {
        "valid": true,
        "compatibleContentType": true,
        "missing": [],
        "endpointIssues": [],
        "issuer": "https://huggingface.co",
        "authorizationEndpoint": "https://huggingface.co/oauth/authorize",
        "tokenEndpoint": "https://huggingface.co/oauth/token",
        "jwksUri": "https://huggingface.co/oauth/jwks",
        "responseTypesSupported": [
          "code"
        ],
        "grantTypesSupported": [
          "urn:ietf:params:oauth:grant-type:token-exchange",
          "urn:ietf:params:oauth:grant-type:device_code",
          "authorization_code",
          "refresh_token"
        ],
        "idTokenSigningAlgValuesSupported": [
          "RS256"
        ],
        "rawExcerpt": "{\"issuer\":\"https://huggingface.co\",\"registration_endpoint\":\"https://huggingface.co/oauth/register\",\"token_endpoint\":\"https://huggingface.co/oauth/token\",\"authorization_endpoint\":\"https://huggingface.co/oauth/authorize\",\"userinfo_endpoint\":\"https://huggingface.co/oauth/userinfo\",\"device_authorization_endpoint\":\"https://huggingface.co/oauth/device\",\"jwks_uri\":\"https://huggingface.co/oauth/jwks\",\"response_types_supported\":[\"code\"],\"response_modes_supported\":[\"query\"],\"id_token_signing_alg_values_supported\":[\"RS256\"],\"subject_types_supported\":[\"public\"],\"code_challenge_methods_supported\":[\"S256\"],\"token_endpoint_auth_methods_supported\":[\"client_secret_basic\",\"client_secret_post\"],\"client_id_metadata_supported\":true,\"grant_types_supported\":[\"urn:ietf:params:oauth:grant-type:token-exchange\",\"urn"
      },
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    },
    {
      "id": "authorization-endpoint",
      "title": "Probe authorization endpoint with an authorization-code request",
      "status": "fail",
      "evidence": {
        "url": "https://huggingface.co/oauth/authorize?response_type=code&client_id=can-agent-use-scanner&redirect_uri=https%3A%2F%2Fcan-agent-use.invalid%2Foauth%2Fcallback&scope=openid&state=can-agent-use-probe",
        "method": "GET",
        "statusCode": 400,
        "location": null,
        "contentType": "text/html; charset=utf-8",
        "excerpt": "<!doctype html>\n<html class=\"\">\n\t<head>\n\t\t<meta charset=\"utf-8\" />\n\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, user-scalable=no\" />\n\n\t\t<meta name=\"description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open sci"
      },
      "issue": "authorization_endpoint did not behave like an operational OAuth authorization endpoint.",
      "howToFix": "Implement an authorization endpoint that can process syntactically valid authorization requests, or remove it from discovery metadata until it exists."
    },
    {
      "id": "authorization-redirect-safety",
      "title": "Reject unregistered authorization redirects",
      "status": "pass",
      "evidence": {
        "url": "https://huggingface.co/oauth/authorize?response_type=code&client_id=can-agent-use-unknown-client&redirect_uri=https%3A%2F%2Fcan-agent-use.invalid%2Fattacker-callback&scope=openid&state=can-agent-use-redirect-safety",
        "method": "GET",
        "statusCode": 400,
        "location": null,
        "redirectedToUntrusted": false,
        "contentType": "text/html; charset=utf-8",
        "excerpt": "<!doctype html>\n<html class=\"\">\n\t<head>\n\t\t<meta charset=\"utf-8\" />\n\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, user-scalable=no\" />\n\n\t\t<meta name=\"description\" content=\"We’re on a journey to advance and democratize artificial intelligence through open source and open sci"
      },
      "howToFix": "Validate client_id and registered redirect_uri values before redirecting. Return a direct OAuth error for invalid clients or redirect URIs."
    },
    {
      "id": "token-endpoint",
      "title": "Probe token endpoint with advertised grant type",
      "status": "pass",
      "evidence": {
        "url": "https://huggingface.co/oauth/token",
        "method": "POST",
        "grantType": "authorization_code",
        "statusCode": 400,
        "oauthError": "invalid_grant",
        "contentType": "application/json; charset=utf-8",
        "excerpt": "{\"error\":\"invalid_grant\",\"error_description\":\"Invalid code\"}"
      },
      "howToFix": "Support every advertised grant type enough to return a protocol-appropriate response, or stop advertising unsupported grants."
    },
    {
      "id": "jwks",
      "title": "Fetch and validate jwks_uri",
      "status": "fail",
      "evidence": {
        "jwksUri": "https://huggingface.co/oauth/jwks",
        "statusCode": 200,
        "contentType": "application/json; charset=utf-8"
      },
      "issue": "jwks_uri did not return usable JWK entries for the advertised signing algorithms.",
      "howToFix": "Implement the advertised jwks_uri route with usable JWK metadata or remove it from discovery metadata until it exists."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "single sign-on"
      }
    ]
  },
  "resourceFetchSucceeded": true
}

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

Protected resource metadata `resource` did not match the resource identifier used to retrieve it.

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

Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
A protected route returned 401 without a valid WWW-Authenticate: Bearer challenge, matching resource_metadata URL, or matching protected resource identifier.

Evidence

{
  "failedStep": "resource-identity",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "pass",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 200,
        "contentType": "application/json; charset=utf-8"
      },
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "pass",
      "evidence": {
        "valid": true,
        "compatibleContentType": true,
        "hasResource": true,
        "authorizationServerCount": 1,
        "resource": "https://huggingface.co/mcp",
        "resourceIssues": [],
        "authServerIssues": [],
        "scopesSupported": [
          "openid",
          "profile",
          "read-mcp",
          "read-repos",
          "jobs",
          "contribute-repos",
          "inference-api"
        ],
        "bearerMethodsSupported": [
          "header"
        ],
        "rawExcerpt": "{\"resource\":\"https://huggingface.co/mcp\",\"authorization_servers\":[\"https://huggingface.co\"],\"bearer_methods_supported\":[\"header\"],\"scopes_supported\":[\"openid\",\"profile\",\"read-mcp\",\"read-repos\",\"jobs\",\"contribute-repos\",\"inference-api\"]}"
      },
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "resource": "https://huggingface.co/mcp",
        "expectedResource": "https://huggingface.co"
      },
      "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": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://huggingface.co/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "metadataResource": "https://huggingface.co/mcp",
            "resourceMatchesRequestContext": false
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://huggingface.co/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "metadataResource": "https://huggingface.co/mcp",
            "resourceMatchesRequestContext": false
          },
          {
            "path": "/api/scans",
            "statusCode": 401,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://huggingface.co/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "metadataResource": "https://huggingface.co/mcp",
            "resourceMatchesRequestContext": false
          }
        ]
      },
      "issue": "A protected route returned 401 without a valid WWW-Authenticate: Bearer challenge, matching resource_metadata URL, or matching protected resource identifier.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "single sign-on"
      }
    ]
  },
  "resourceFetchSucceeded": true
}

Performance and AccessibilityAccessibilityBrowser audit

`<html>` element does not have a `[lang]` attribute

50 Fail

Check name

`<html>` element does not have a `[lang]` attribute

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

If a page doesn't specify a `lang` attribute, a screen reader assumes that the page is in the default language that the user chose when setting up the screen reader. If the page isn't actually in the default language, then the screen reader might not announce the page's text correctly. [Learn more about the `lang` attribute](https://dequeuniversity.com/rules/axe/4.11/html-has-lang).

References

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

Evidence

{
  "description": "If a page doesn't specify a `lang` attribute, a screen reader assumes that the page is in the default language that the user chose when setting up the screen reader. If the page isn't actually in the default language, then the screen reader might not announce the page's text correctly. [Learn more about the `lang` attribute](https://dequeuniversity.com/rules/axe/4.11/html-has-lang)."
}

Performance and AccessibilityAccessibilityBrowser audit

Buttons do not have an accessible name

50 Fail

Check name

Buttons do not have an accessible name

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

When a button doesn't have an accessible name, screen readers announce it as "button", making it unusable for users who rely on screen readers. [Learn how to make buttons more accessible](https://dequeuniversity.com/rules/axe/4.11/button-name).

References

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

Evidence

{
  "description": "When a button doesn't have an accessible name, screen readers announce it as \"button\", making it unusable for users who rely on screen readers. [Learn how to make buttons more accessible](https://dequeuniversity.com/rules/axe/4.11/button-name)."
}

Performance and AccessibilityPerformanceBrowser audit

`[user-scalable="no"]` is used in the `<meta name="viewport">` element or the `[maximum-scale]` attribute is less than 5.

17 Fail

Check name

`[user-scalable="no"]` is used in the `<meta name="viewport">` element or the `[maximum-scale]` attribute is less than 5.

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Disabling zooming is problematic for users with low vision who rely on screen magnification to properly see the contents of a web page. [Learn more about the viewport meta tag](https://dequeuniversity.com/rules/axe/4.11/meta-viewport).

References

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

Evidence

{
  "description": "Disabling zooming is problematic for users with low vision who rely on screen magnification to properly see the contents of a web page. [Learn more about the viewport meta tag](https://dequeuniversity.com/rules/axe/4.11/meta-viewport)."
}

Performance and AccessibilityPerformanceBrowser audit

Forced reflow

17 Fail

Check name

Forced reflow

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations.

References

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

Evidence

{
  "description": "A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations."
}

Performance and AccessibilityPerformanceBrowser audit

Improve image delivery

17 Fail

Check name

Improve image delivery

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 105 KiB

Fix guidance

Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)

References

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

Evidence

{
  "displayValue": "Est savings of 105 KiB",
  "description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}

Performance and AccessibilityPerformanceBrowser audit

Network dependency tree

17 Fail

Check name

Network dependency tree

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load.

References

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

Evidence

{
  "description": "[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load."
}

Performance and AccessibilityPerformanceBrowser audit

Render-blocking requests

17 Fail

Check name

Render-blocking requests

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 240 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 240 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

Loading performance

4 Fail

Check name

Loading performance

Score

77/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

{
  "checks": [
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 95,
      "displayValue": "1.0 s",
      "numericValue": 961.0362431746483
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 79,
      "displayValue": "3.1 s",
      "numericValue": 3070.085147154525
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 35,
      "displayValue": "450 ms",
      "numericValue": 447.9999999999998
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 99,
      "displayValue": "0.8 s",
      "numericValue": 820.8813106929522
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "10 ms",
      "numericValue": 6.854459999999997
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 10 ms",
      "numericValue": 5
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 11,
      "displayValue": "460 ms",
      "numericValue": 458
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 97,
      "displayValue": "0.7 s",
      "numericValue": 725.7412641500337
    }
  ]
}

Fix with MCP or CLI

Use this report as the handoff into remediation. Generate a coding-agent prompt with the failing checks attached, or jump to the MCP and CLI setup docs before your next rescan.

Score history

Public scan score over time

Public reports for this website origin. Select any point or report link to open that canonical report.

1 reports

Public score history report links
Scan date	Score	Readiness	Report
Jun 8, 2026	49/100	Level 2, Agent-Limited	Current report