CanAgentUse

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https://mattermost.com/

SCANNED

Jun 11, 2026, 2:11 AM

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https://mattermost.com/

SCANNED

Jun 11, 2026, 2:11:59 AMJun 11, 2026, 2:11 AM

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64/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Mattermost | Collaboration Platform for Mission Critical Work

Accelerate your mission critical workflow by integrating people, processes, tools and AI infrastructure on a resilient and adaptable platform.

Next step

Turn this report into a fix workflow

22 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	47	Priority fix	8	14	1	View details
Discoverability	83	Mostly ready	6	3	0	View details
Content Readiness	46	Priority fix	2	7	1	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	6	Priority fix	4	29	3	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	7	0	View details
MCP	13	Priority fix	0	6	2	View details
Skill Discovery	5	Priority fix	0	10	1	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	77	Mostly ready	4	0	15
GEO Readiness	86	Mostly ready	1	0	4
AIO Readiness	78	Mostly ready	2	0	5
AEO Readiness	67	Needs work	1	0	6
SEO	85	Mostly ready	9	2	0	View details
SEO	85	Mostly ready	9	2	0	View details
Security & Trust	100	Strong	9	0	0
Security & Trust	100	Strong	5	0	0
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	83	Mostly ready	20	4	1	View details
Performance	81	Mostly ready	12	3	1	View details
Accessibility	86	Mostly ready	8	1	0	View details

Prioritized recommendations

Issues ranked by score impact

45 items need attention

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

100 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

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

Evidence

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

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!doctype html>\n<html lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"http"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check

Issue

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

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!doctype html>\n<html lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"http"
          },
          {
            "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 lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"http"
          },
          {
            "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 lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"http"
          },
          {
            "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 lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"http"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!doctype html>\n<html lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"http"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!doctype html>\n<html lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"http"
          },
          {
            "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 lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"http"
          }
        ]
      },
      "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 ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check

Issue

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

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check

Issue

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

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          }
        ]
      },
      "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."
    }
  ]
}

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

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

25 Fail

Needs attention

llms.txt

Failed check

Issue

llms.txt was not found at the expected path.

Why it matters

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

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 146
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 146
          }
        ]
      },
      "issue": "llms.txt was not found at the expected path.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

25 Fail

Needs attention

Markdown negotiation

Failed check

Issue

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

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

Markdown content type
Content-Type "text/html; charset=UTF-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding, Accept-Encoding, Accept-Encoding, Accept-Encoding,Cookie".
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, Accept-Encoding, Accept-Encoding, Accept-Encoding,Cookie"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding, Accept-Encoding, Accept-Encoding, Accept-Encoding,Cookie\".",
      "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": 23021,
        "excerpt": "<!doctype html>\n<html lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

25 Fail

Needs attention

MCP Server Card

Failed check

Issue

MCP Server Card was not found at the expected path.

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 429,
            "contentType": "text/html; charset=UTF-8",
            "length": 5742
          }
        ]
      },
      "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": 429,
            "contentType": "text/html; charset=UTF-8",
            "length": 5685
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 429,
            "contentType": "text/html; charset=UTF-8",
            "length": 5742
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 429,
            "contentType": "text/html; charset=UTF-8",
            "length": 5799
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: missing <nav> landmark; skipped heading levels; 5 links missing accessible names; 1 buttons missing accessible names; 0/1 applicable form inputs have autocomplete attributes (1 missing).

Details

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": true,
  "nav": false,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": false,
  "accessibleLinks": false,
  "accessibleButtons": false,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [
      "<a name=\"ada_tab_reset\" id=\"ada_tab_reset\" tabindex=\"-1\"></a>",
      "<a id=\"skip-nav-target\"></a>",
      "<a href=\"javascript:void(0);\"> <img decoding=\"async\" width=\"1280\" height=\"720\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%201280%20720&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt data-lazy-srcset=\"https://mattermost.com/wp-content/uploads/2026/04/Operational-Enabler-for-Sovereign-Air-Gapped-Environments.webp 1280w,https://mattermost.com/wp-content/uploads/2026/04/Operational-Enabler-for-Sovereign-Air-Gapped-Environments-300x1",
      "<a class=\"r21-gc-column__image-link link-wrapper\" href=\"https://mattermost.com/video/enterprise-to-edge-mattermost-for-microsoft-365/\" target=\"_blank\" rel=\"noopener\"><figure><img decoding=\"async\" width=\"1920\" height=\"1080\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%201920%201080&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt data-lazy-srcset=\"https://mattermost.com/wp-content/uploads/2026/04/platform_capabilities_carousel-9.webp",
      "<a class=\"r21-gc-column__image-link link-wrapper\" href=\"https://mattermost.com/video/assured-mission-partner-collaboration/ \" target=\"_blank\" rel=\"noopener\"><figure><img decoding=\"async\" width=\"1920\" height=\"1080\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%201920%201080&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt data-lazy-srcset=\"https://mattermost.com/wp-content/uploads/2026/04/platform_capabilities_carousel-10.webp 1920w,h"
    ],
    "inaccessibleButtons": [
      "<button class=\"notification-close\" role=\"button\"> <svg width=\"15\" height=\"16\" viewBox=\"0 0 15 16\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <line x1=\"0.707107\" y1=\"1.29289\" x2=\"14.1282\" y2=\"14.7139\" stroke=\"#A37200\" stroke-width=\"2\"/> <line y1=\"-1\" x2=\"18.9802\" y2=\"-1\" transform=\"matrix(-0.707107 0.707107 0.707107 0.707107 15 2)\" stroke=\"#A37200\" stroke-width=\"2\"/> </svg> </button>"
    ],
    "missingAutocompleteInputs": [
      "<input id=\"vendor-search-handler\" type=\"text\" name=\"vendor-search-handler\" placeholder=\"Search&#x2026;\" aria-label=\"Cookie list search\">"
    ],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": [
      "h1: Operational Sovereignty for National Security and Critical Infrastructure",
      "h2: Control in a Connected World",
      "h2: Talk to a specialist in your region:",
      "h2: Built for real-world mission success",
      "h4: Adaptable",
      "h4: Focused",
      "h4: Secure",
      "h4: Resilient",
      "h2: Proven in Mission-Critical Environments",
      "h2: European public agency chooses Mattermost & Pexip for secure collaboration, replacing Skype for Business",
      "h2: Fujitsu Customers with Biodrug Design Accelerator (BDA) use Mattermost to power secure collaboration",
      "h2: Enelyst powers a global energy intelligence community with Mattermost",
      "h2: Air Mobility Command uses ChatOps to support largest-ever readiness exercise",
      "h2: Purpose-built for critical infrastructure use cases:",
      "h3: Self Sovereign Collaboration",
      "h4: Meet evolving data control and user needs for real-time workflows",
      "h3: Integrated Security Operations",
      "h4: Increase resilience with faster detection, response, and remediation workflows",
      "h3: Command + Control",
      "h4: Accelerate decision advantage, resilience and real-time outcomes",
      "h3: Out of Band Incident Response",
      "h4: Prevent small incidents from becoming major issues",
      "h3: Real-Time DevSecOps Collaboration",
      "h4: Speed software cycles with integrated ChatOps in strict security environments",
      "h3: Purpose Built Collaboration",
      "h4: Accelerate mission-critical workflows across people, tools, processes and AI platforms",
      "h2: The Intelligent Mission Environment",
      "h2: Secure Messaging & Channels",
      "h2: Workflow & Playbook Automation",
      "h2: Audio & Screenshare",
      "h2: Project & Task Management",
      "h2: Human-Machine Teaming",
      "h2: Integration & AI Platform",
      "h2: Sovereign, Integrated Language Translation",
      "h2: Advanced Information Controls",
      "h2: Microsoft Teams Interoperability",
      "h2: See It All in Action",
      "h2: Deploy anywhere. Control everything.",
      "h2: Designed for teams with stringent security & privacy requirements",
      "h2: Designed for teams with stringent security & privacy requirements",
      "h4: Data Control & Governance",
      "h4: Compliance & Scalability",
      "h4: Deployment Flexibility",
      "h2: Take command of your operations",
      "h2: Privacy Preference Center",
      "h2: Privacy Preference Center",
      "h3: Your Privacy",
      "h3: Strictly Necessary Cookies",
      "h3: Performance Cookies",
      "h3: Functional Cookies",
      "h3: Targeting Cookies",
      "h4: Your Privacy",
      "h4: Strictly Necessary Cookies",
      "h4: Performance Cookies",
      "h4: Functional Cookies",
      "h4: Targeting Cookies",
      "h3: Cookie List"
    ]
  },
  "counts": {
    "h1": 1,
    "headings": 57,
    "links": 136,
    "inaccessibleLinks": 5,
    "buttons": 14,
    "inaccessibleButtons": 1,
    "images": 96,
    "imagesWithAlt": 96,
    "autocompleteInputs": 1,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 1
  }
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check

Issue

WebMCP manifest was not found at the expected path.

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

Needs attention

A2A Agent Card

Failed check

Issue

A2A Agent Card was not found at the expected path.

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

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

20 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index was not found at the expected path.

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 429,
            "contentType": "text/html; charset=UTF-8",
            "length": 5808
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 429,
            "contentType": "text/html; charset=UTF-8",
            "length": 5769
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

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

20 Fail

Needs attention

agent.json

Failed check

Issue

agent.json was not found at the expected path.

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

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

20 Fail

Needs attention

agents.json

Failed check

Issue

agents.json was not found at the expected path.

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

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

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check

Issue

No DNS-AID entrypoint records were found under _agents.

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "mattermost.com",
        "probes": [
          {
            "name": "_index._agents.mattermost.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.mattermost.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          }
        ]
      },
      "issue": "No DNS-AID entrypoint records were found under _agents.",
      "howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
    },
    {
      "id": "service-params",
      "title": "Validate alpn and endpoint parameters",
      "status": "informational",
      "evidence": {
        "discovered": []
      },
      "howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
    },
    {
      "id": "dnssec",
      "title": "Check DNSSEC material",
      "status": "warning",
      "evidence": {
        "hasDnssecMaterial": false,
        "checked": [
          {
            "name": "mattermost.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          }
        ]
      },
      "issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
      "howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
    }
  ]
}

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 name="ot-group-id-C0002"> is missing tool-param-description.
<input name="ot-group-id-C0003"> is missing tool-param-description.
<input name="ot-group-id-C0004"> is missing tool-param-description.
<input name="vendor-search-handler"> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<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": 156,
        "interactiveWithTags": 0,
        "totalCount": 156,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<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": 12,
        "issues": [
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0002\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0003\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0004\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"vendor-search-handler\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing 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": 156,
        "interactiveWithTags": 0,
        "totalCount": 156,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<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": 156,
    "interactiveWithTags": 0,
    "totalCount": 156,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
      "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

6 Warning

Needs attention

Content freshness signals

Warning

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header.

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

75/100

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": [
    "2026-05-06T18:20:19+00:00",
    "2025-03-04T01:46:24+00:00",
    "2025-03-03T18:46:24+00:00"
  ],
  "metaDateCount": 1,
  "timeDateCount": 0
}

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": [
    "2025-03-04T01:46:24+00:00",
    "2026-05-06T18:20:19+00:00",
    "2025-03-03T18:46:24+00:00"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://mattermost.com/about-us/",
      "text": "About Us",
      "html": "<a href=\"https://mattermost.com/about-us/\">About Us</a>"
    },
    {
      "href": "https://handbook.mattermost.com/operations/operations/company-processes/publishing/publishing-guidelines/brand-and-visual-design-guidelines",
      "text": "Brand Guidelines",
      "html": "<a href=\"https://handbook.mattermost.com/operations/operations/company-processes/publishing/publishing-guidelines/brand-and-visual-design-guidelines\">Brand Guidelines</a>"
    },
    {
      "href": "https://www.linkedin.com/company/mattermost/",
      "text": "LinkedIn icon",
      "html": "<a href=\"https://www.linkedin.com/company/mattermost/\" target=\"_blank\" rel=\"noopener noreferrer\"> <svg width=\"50\" height=\"50\" viewBox=\"0 0 50 50\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <title>LinkedIn icon</title> <g clip-path=\"url(#clip0_69_247)\"> <path d=\"M25 0C20.0555 0 15.222 1.46621 11.1108 4.21325C6.99954 6.96028 3.79521 10.8647 1.90302 15.4329C0.0108294 20.0011 -0.48425 25.0277 0.48038 29.8772C1.44501 34.7268 3.82603 39.1813 7.32235 42.6776C10.8187 46.174 15.2732 48.555 20.122..."
    }
  ],
  "contactLinks": [
    {
      "href": "https://support.mattermost.com/hc/en-us/requests/new?ticket_form_id=24278352368532",
      "text": "Become a Partner",
      "html": "<a href=\"https://support.mattermost.com/hc/en-us/requests/new?ticket_form_id=24278352368532\"> Become a Partner </a>"
    },
    {
      "href": "https://support.mattermost.com/hc/en-us/",
      "text": "Support",
      "html": "<a href=\"https://support.mattermost.com/hc/en-us/\"> Support </a>"
    },
    {
      "href": "https://mattermost.com/contact-sales/",
      "text": "Contact Sales",
      "html": "<a class=\"mm-button mm-button-solid\" href=\"https://mattermost.com/contact-sales/\"> Contact Sales </a>"
    },
    {
      "href": "/contact-sales/",
      "text": "Talk to an Expert",
      "html": "<a class=\"mm-button mm-button-solid mm-button-marigold\" href=\"/contact-sales/\" rel=\"noopener\" style>Talk to an Expert</a>"
    },
    {
      "href": "/contact-sales/?regional_specialist=global_enterprise_commercial",
      "text": "Speak with a Global Enterprise & Commercial specialist",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=global_enterprise_commercial\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"0\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;ht..."
    },
    {
      "href": "/contact-sales/?regional_specialist=us_defense_national_security",
      "text": "Speak with a U.S. Defense & National Security specialist",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=us_defense_national_security\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"1\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;ht..."
    },
    {
      "href": "/contact-sales/?regional_specialist=five_eyes",
      "text": "Speak with a Five Eyes specialist",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=five_eyes\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"2\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/200..."
    },
    {
      "href": "/contact-sales/?regional_specialist=nato_defense_europeenne",
      "text": "Parlez à un spécialiste NATO & Défense européenne",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=nato_defense_europeenne\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"3\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://..."
    },
    {
      "href": "/contact-sales/?regional_specialist=bundeswehr_nato",
      "text": "Sprechen Sie mit einem Bundeswehr- & NATO-Spezialisten",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=bundeswehr_nato\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"0\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.o..."
    },
    {
      "href": "/contact-sales/?regional_specialist=japan_defense_security",
      "text": "日本の防衛・セキュリティ専門家に相談",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=japan_defense_security\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"1\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://w..."
    },
    {
      "href": "/contact-sales/?regional_specialist=canadian_government_defence",
      "text": "Speak with a Canadian Government & Defence specialist",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=canadian_government_defence\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"2\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;htt..."
    },
    {
      "href": "/contact-sales/?regional_specialist=other_allied_government",
      "text": "(Other) Speak with an Allied Government specialist",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=other_allied_government\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"3\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://..."
    },
    {
      "href": "https://mattermost.com/contact-sales/",
      "text": "Talk to an Expert",
      "html": "<a class=\"mm-button mm-button-solid mm-button-denim-dark\" href=\"https://mattermost.com/contact-sales/\" style>Talk to an Expert</a>"
    },
    {
      "href": "https://mattermost.com/support/",
      "text": "General Support",
      "html": "<a href=\"https://mattermost.com/support/\">General Support</a>"
    },
    {
      "href": "https://support.mattermost.com/hc/en-us",
      "text": "Help Center",
      "html": "<a href=\"https://support.mattermost.com/hc/en-us\">Help Center</a>"
    },
    {
      "href": "/contact-us/",
      "text": "Contact Us",
      "html": "<a href=\"/contact-us/\">Contact Us</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/terms-of-use/",
      "text": "Legal",
      "html": "<a href=\"/terms-of-use/\">Legal</a>"
    },
    {
      "href": "https://mattermost.com/terms-of-use/",
      "text": "Terms of Service",
      "html": "<a href=\"https://mattermost.com/terms-of-use/\" title=\"Terms of Service\"> Terms of Service </a>"
    },
    {
      "href": "https://mattermost.com/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a href=\"https://mattermost.com/privacy-policy/\" title=\"Privacy Policy\"> Privacy Policy </a>"
    },
    {
      "href": "https://mattermost.com/privacy-policy/cookies/",
      "text": "Cookie Policy",
      "html": "<a href=\"https://mattermost.com/privacy-policy/cookies/\" title=\"Cookie Policy\"> Cookie Policy </a>"
    }
  ],
  "score": 60,
  "weight": 20
}

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

33 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": 38,
  "passing": 5,
  "failing": [
    {
      "heading": "Control in a Connected World",
      "headingHtml": "<h2 style=\"text-align: center;\">Control in a Connected World</h2>",
      "firstParagraph": "Too many enterprises struggle with fragmented communications, uncontrolled data exposure, and manual workflows that can’t keep pace. Mattermost delivers sovereign collaboration, adaptive security, and AI-accelerated workflows — purpose-built automation and controls to outpace complexity and win in any environment.",
      "paragraphHtml": "<p>Too many enterprises struggle with fragmented communications, uncontrolled data exposure, and manual workflows that can&#x2019;t keep pace.&#xa0;Mattermost delivers sovereign collaboration, adaptive security, and AI-accelerated workflows &#x2014; purpose-built automation and controls to outpace complexity and win in any environment.</p>",
      "words": 39,
      "direct": false,
      "issue": "First paragraph is 39 words and does not look like a concise direct answer."
    },
    {
      "heading": "Talk to a specialist in your region:",
      "headingHtml": "<h2 style=\"text-align: center;\"><strong>Talk to a specialist in your region:</strong></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Built for real-world mission success",
      "headingHtml": "<h2>Built for real-world mission success</h2>",
      "firstParagraph": "Integrate and extend your collaboration environment to fit the tools you need to achieve the mission, from custom apps to industry standards.",
      "paragraphHtml": "<p> Integrate and extend your collaboration environment to fit the tools you need to achieve the mission, from custom apps to industry standards. &#xa0; </p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Enelyst powers a global energy intelligence community with Mattermost",
      "headingHtml": "<h2>Enelyst powers a global energy intelligence community with Mattermost</h2>",
      "firstParagraph": "“We found Mattermost to be the most stable, flexible, and competitively priced platform available.”",
      "paragraphHtml": "<p>&#x201c;We found Mattermost to be the most stable, flexible, and competitively priced platform available.&#x201d;</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Air Mobility Command uses ChatOps to support largest-ever readiness exercise",
      "headingHtml": "<h2>Air Mobility Command uses ChatOps to support largest-ever readiness exercise</h2>",
      "firstParagraph": "ChatOps provides secure access to communication channels, data, and technology tools in a centralized collaboration environment.",
      "paragraphHtml": "<p>ChatOps provides secure access to communication channels, data, and technology tools in a centralized collaboration environment.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Purpose-built for critical infrastructure use cases:",
      "headingHtml": "<h2>Purpose-built for critical infrastructure use cases:</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Self Sovereign Collaboration",
      "headingHtml": "<h3>Self Sovereign Collaboration</h3>",
      "firstParagraph": "Challenge: Organizations need to adapt to evolving international data control laws, user needs, vendor roadmaps and EOL schedules.",
      "paragraphHtml": "<p><strong>Challenge</strong>: Organizations need to adapt to evolving international data control laws, user needs, vendor roadmaps and EOL schedules.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Integrated Security Operations",
      "headingHtml": "<h3>Integrated Security Operations</h3>",
      "firstParagraph": "Challenge: Security organizations are understaffed and overhwelmed by alerts, tasks, and a continually expanding threat landscape.",
      "paragraphHtml": "<p><strong>Challenge: </strong>Security organizations are understaffed and overhwelmed by alerts, tasks, and a continually expanding threat landscape.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Command + Control",
      "headingHtml": "<h3>Command + Control</h3>",
      "firstParagraph": "Challenge: Expanding adversarial risk in cyber and kinetic warefare require faster, more efficient, better informed ways of coordinating operations.",
      "paragraphHtml": "<p><strong>Challenge: </strong>Expanding adversarial risk in cyber and kinetic warefare require faster, more efficient, better informed ways of coordinating operations.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Out of Band Incident Response",
      "headingHtml": "<h3>Out of Band Incident Response</h3>",
      "firstParagraph": "Challenge: Collaboration systems rely on the availability of general purpose infrastructure which may be compromised during major breach events.",
      "paragraphHtml": "<p><strong>Challenge: </strong>Collaboration systems rely on the availability of general purpose infrastructure which may be compromised during major breach events.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Real-Time DevSecOps Collaboration",
      "headingHtml": "<h3>Real-Time DevSecOps Collaboration</h3>",
      "firstParagraph": "Challenge: Security and compliance requirements in critical infrastructure environments hamper the speed and efficiency of DevSecOps workflows.",
      "paragraphHtml": "<p><strong>Challenge: </strong>Security and compliance requirements in critical infrastructure environments hamper the speed and efficiency of DevSecOps workflows.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "The Intelligent Mission Environment",
      "headingHtml": "<h2>The Intelligent Mission Environment</h2>",
      "firstParagraph": "Zero Trust collaboration, workflow automation, and sovereign AI — in one platform. Built for the operational tempo of national security, cybersecurity, and critical infrastructure teams.",
      "paragraphHtml": "<p style=\"text-align: left;\">Zero Trust collaboration, workflow automation, and sovereign AI &#x2014; in one platform. Built for the operational tempo of national security, cybersecurity, and critical infrastructure teams.</p>",
      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
    {
      "heading": "Secure Messaging & Channels",
      "headingHtml": "<h2><strong>Secure Messaging &amp; Channels </strong></h2>",
      "firstParagraph": "Persistent, encrypted team communication with classification banners, data spillage prevention, and full audit trails.",
      "paragraphHtml": "<p>Persistent, encrypted team communication with classification banners, data spillage prevention, and full audit trails.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Workflow & Playbook Automation",
      "headingHtml": "<h2><strong>Workflow &amp; Playbook Automation </strong></h2>",
      "firstParagraph": "Codify operational procedures into repeatable, automated workflows that execute consistently under pressure.",
      "paragraphHtml": "<p>Codify operational procedures into repeatable, automated workflows that execute consistently under pressure.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Audio & Screenshare",
      "headingHtml": "<h2><strong>Audio &amp; Screenshare </strong></h2>",
      "firstParagraph": "Sovereign real-time calls with transcription and AI-powered summarization — no external dependencies.",
      "paragraphHtml": "<p>Sovereign real-time calls with transcription and AI-powered summarization &#x2014; no external dependencies.</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    },
    {
      "heading": "Project & Task Management",
      "headingHtml": "<h2><strong>Project &amp; Task Management </strong></h2>",
      "firstParagraph": "Kanban boards and cross-functional coordination for mission planning, sprint execution, and compliance tracking.",
      "paragraphHtml": "<p>Kanban boards and cross-functional coordination for mission planning, sprint execution, and compliance tracking.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Human-Machine Teaming",
      "headingHtml": "<h2><strong>Human-Machine Teaming </strong></h2>",
      "firstParagraph": "Sovereign AI agents that enrich, triage, and brief — integrated directly into operational channels.",
      "paragraphHtml": "<p>Sovereign AI agents that enrich, triage, and brief &#x2014; integrated directly into operational channels.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Integration & AI Platform",
      "headingHtml": "<h2><strong>Integration &amp; AI Platform</strong></h2>",
      "firstParagraph": "Open API, webhooks, plugin architecture, and sovereign LLM connectivity — extend Mattermost into your existing toolchain and AI infrastructure without exposing data outside your perimeter.",
      "paragraphHtml": "<p>Open API, webhooks, plugin architecture, and sovereign LLM connectivity &#x2014; extend Mattermost into your existing toolchain and AI infrastructure without exposing data outside your perimeter.</p>",
      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
    {
      "heading": "Sovereign, Integrated Language Translation",
      "headingHtml": "<h2><strong>Sovereign, Integrated Language Translation </strong></h2>",
      "firstParagraph": "Break language barriers across coalition and multinational operations without exposing sensitive communications to third-party translation services.",
      "paragraphHtml": "<p>Break language barriers across coalition and multinational operations without exposing sensitive communications to third-party translation services.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Advanced Information Controls",
      "headingHtml": "<h2><strong>Advanced Information Controls </strong></h2>",
      "firstParagraph": "Attribute-Based Access Controls, classification banners, burn-on-read, data spillage mitigation, to enforce need-to-know at every level.",
      "paragraphHtml": "<p>Attribute-Based Access Controls, classification banners, burn-on-read, data spillage mitigation, to enforce need-to-know at every level.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Microsoft Teams Interoperability",
      "headingHtml": "<h2><strong>Microsoft Teams Interoperability </strong></h2>",
      "firstParagraph": "Embed Mattermost inside Teams, Outlook, and M365 to deliver sovereign operations integrated with global infrastructure.",
      "paragraphHtml": "<p>Embed Mattermost inside Teams, Outlook, and M365 to deliver sovereign operations integrated with global infrastructure.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "See It All in Action",
      "headingHtml": "<h2><strong>See It All in Action </strong></h2>",
      "firstParagraph": "Watch a full walkthrough of assured collaboration — secure messaging, automated playbooks, AI agents, and sovereign deployment working together in a live mission environment.",
      "paragraphHtml": "<p>Watch a full walkthrough of assured collaboration &#x2014; secure messaging, automated playbooks, AI agents, and sovereign deployment working together in a live mission environment.</p>",
      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
    },
    {
      "heading": "Deploy anywhere. Control everything.",
      "headingHtml": "<h2 style=\"text-align: center;\">Deploy anywhere. Control everything.</h2>",
      "firstParagraph": "Operate within your jurisdiction, your infrastructure, and your security model.",
      "paragraphHtml": "<p style=\"text-align: center;\">Operate within your jurisdiction, your infrastructure, and your security model.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Designed for teams with stringent security & privacy requirements",
      "headingHtml": "<h2 class=\"md-and-up-only\">Designed for teams with stringent security &amp; privacy requirements</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Designed for teams with stringent security & privacy requirements",
      "headingHtml": "<h2 class=\"mobile-only\">Designed for teams with stringent security &amp; privacy requirements</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Take command of your operations",
      "headingHtml": "<h2>Take command of your operations</h2>",
      "firstParagraph": "The appearance of U.S. Department of Defense (DoD) visual information does not imply or constitute DoD endorsement.",
      "paragraphHtml": "<p>The appearance of U.S. Department of Defense (DoD) visual information does not imply or constitute DoD endorsement.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Privacy Preference Center",
      "headingHtml": "<h2 id=\"ot-pc-title\" aria-hidden=\"false\">Privacy Preference Center</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Privacy Preference Center",
      "headingHtml": "<h2 id=\"ot-pc-title-mobile\" aria-hidden=\"true\">Privacy Preference Center</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Your Privacy",
      "headingHtml": "<h3 id=\"ot-pvcy-txt\">Your Privacy</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Strictly Necessary Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0001\">Strictly Necessary Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Performance Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0002\">Performance Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Functional Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0003\">Functional Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Cookie List",
      "headingHtml": "<h3>Cookie List</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 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": 26,
  "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": [
    "2025-03-04T01:46:24+00:00",
    "2026-05-06T18:20:19+00:00",
    "2025-03-03T18:46:24+00:00"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://mattermost.com/about-us/",
      "text": "About Us",
      "html": "<a href=\"https://mattermost.com/about-us/\">About Us</a>"
    },
    {
      "href": "https://handbook.mattermost.com/operations/operations/company-processes/publishing/publishing-guidelines/brand-and-visual-design-guidelines",
      "text": "Brand Guidelines",
      "html": "<a href=\"https://handbook.mattermost.com/operations/operations/company-processes/publishing/publishing-guidelines/brand-and-visual-design-guidelines\">Brand Guidelines</a>"
    },
    {
      "href": "https://www.linkedin.com/company/mattermost/",
      "text": "LinkedIn icon",
      "html": "<a href=\"https://www.linkedin.com/company/mattermost/\" target=\"_blank\" rel=\"noopener noreferrer\"> <svg width=\"50\" height=\"50\" viewBox=\"0 0 50 50\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <title>LinkedIn icon</title> <g clip-path=\"url(#clip0_69_247)\"> <path d=\"M25 0C20.0555 0 15.222 1.46621 11.1108 4.21325C6.99954 6.96028 3.79521 10.8647 1.90302 15.4329C0.0108294 20.0011 -0.48425 25.0277 0.48038 29.8772C1.44501 34.7268 3.82603 39.1813 7.32235 42.6776C10.8187 46.174 15.2732 48.555 20.122..."
    }
  ],
  "contactLinks": [
    {
      "href": "https://support.mattermost.com/hc/en-us/requests/new?ticket_form_id=24278352368532",
      "text": "Become a Partner",
      "html": "<a href=\"https://support.mattermost.com/hc/en-us/requests/new?ticket_form_id=24278352368532\"> Become a Partner </a>"
    },
    {
      "href": "https://support.mattermost.com/hc/en-us/",
      "text": "Support",
      "html": "<a href=\"https://support.mattermost.com/hc/en-us/\"> Support </a>"
    },
    {
      "href": "https://mattermost.com/contact-sales/",
      "text": "Contact Sales",
      "html": "<a class=\"mm-button mm-button-solid\" href=\"https://mattermost.com/contact-sales/\"> Contact Sales </a>"
    },
    {
      "href": "/contact-sales/",
      "text": "Talk to an Expert",
      "html": "<a class=\"mm-button mm-button-solid mm-button-marigold\" href=\"/contact-sales/\" rel=\"noopener\" style>Talk to an Expert</a>"
    },
    {
      "href": "/contact-sales/?regional_specialist=global_enterprise_commercial",
      "text": "Speak with a Global Enterprise & Commercial specialist",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=global_enterprise_commercial\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"0\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;ht..."
    },
    {
      "href": "/contact-sales/?regional_specialist=us_defense_national_security",
      "text": "Speak with a U.S. Defense & National Security specialist",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=us_defense_national_security\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"1\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;ht..."
    },
    {
      "href": "/contact-sales/?regional_specialist=five_eyes",
      "text": "Speak with a Five Eyes specialist",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=five_eyes\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"2\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/200..."
    },
    {
      "href": "/contact-sales/?regional_specialist=nato_defense_europeenne",
      "text": "Parlez à un spécialiste NATO & Défense européenne",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=nato_defense_europeenne\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"3\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://..."
    },
    {
      "href": "/contact-sales/?regional_specialist=bundeswehr_nato",
      "text": "Sprechen Sie mit einem Bundeswehr- & NATO-Spezialisten",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=bundeswehr_nato\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"0\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.o..."
    },
    {
      "href": "/contact-sales/?regional_specialist=japan_defense_security",
      "text": "日本の防衛・セキュリティ専門家に相談",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=japan_defense_security\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"1\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://w..."
    },
    {
      "href": "/contact-sales/?regional_specialist=canadian_government_defence",
      "text": "Speak with a Canadian Government & Defence specialist",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=canadian_government_defence\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"2\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;htt..."
    },
    {
      "href": "/contact-sales/?regional_specialist=other_allied_government",
      "text": "(Other) Speak with an Allied Government specialist",
      "html": "<a class=\"block-r21-cards__card animate-item animate-item-staggered animate-item__bottom with-top-border with-image image-position-center with-link link-wrapper\" href=\"/contact-sales/?regional_specialist=other_allied_government\" rel=\"noopener\" style=\"border-top-color: #FFBC1F\" data-index=\"3\"> <div class=\"block-r21-cards__card-wrapper\"> <div class=\"block-r21-cards__card__top\"> <div class=\"block-r21-cards__card__image \"> <img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://..."
    },
    {
      "href": "https://mattermost.com/contact-sales/",
      "text": "Talk to an Expert",
      "html": "<a class=\"mm-button mm-button-solid mm-button-denim-dark\" href=\"https://mattermost.com/contact-sales/\" style>Talk to an Expert</a>"
    },
    {
      "href": "https://mattermost.com/support/",
      "text": "General Support",
      "html": "<a href=\"https://mattermost.com/support/\">General Support</a>"
    },
    {
      "href": "https://support.mattermost.com/hc/en-us",
      "text": "Help Center",
      "html": "<a href=\"https://support.mattermost.com/hc/en-us\">Help Center</a>"
    },
    {
      "href": "/contact-us/",
      "text": "Contact Us",
      "html": "<a href=\"/contact-us/\">Contact Us</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/terms-of-use/",
      "text": "Legal",
      "html": "<a href=\"/terms-of-use/\">Legal</a>"
    },
    {
      "href": "https://mattermost.com/terms-of-use/",
      "text": "Terms of Service",
      "html": "<a href=\"https://mattermost.com/terms-of-use/\" title=\"Terms of Service\"> Terms of Service </a>"
    },
    {
      "href": "https://mattermost.com/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a href=\"https://mattermost.com/privacy-policy/\" title=\"Privacy Policy\"> Privacy Policy </a>"
    },
    {
      "href": "https://mattermost.com/privacy-policy/cookies/",
      "text": "Cookie Policy",
      "html": "<a href=\"https://mattermost.com/privacy-policy/cookies/\" title=\"Cookie Policy\"> Cookie Policy </a>"
    }
  ],
  "score": 60,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 81/100 and needs improvement.

3 Warning

Needs attention

GEO: Entity clarity

Warning

Issue

Title/H1 terms missing from description: mattermost, collaboration, work, operational, sovereignty, national, security.

Details

Why it matters

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

Check name

GEO: Entity clarity

Score

81/100

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 81/100 and needs improvement.

Evidence

{
  "title": "Mattermost | Collaboration Platform for Mission Critical Work",
  "h1": "Operational Sovereignty for National Security and Critical Infrastructure",
  "description": "Accelerate your mission critical workflow by integrating people, processes, tools and AI infrastructure on a resilient and adaptable platform.",
  "topicOverlap": 0.36363636363636365,
  "topicTerms": [
    "mattermost",
    "collaboration",
    "platform",
    "mission",
    "critical",
    "work",
    "operational",
    "sovereignty",
    "national",
    "security",
    "infrastructure"
  ],
  "descriptionTerms": [
    "accelerate",
    "mission",
    "critical",
    "workflow",
    "integrating",
    "people",
    "processes",
    "tools",
    "infrastructure",
    "resilient",
    "adaptable",
    "platform"
  ],
  "missingFromDescription": [
    "mattermost",
    "collaboration",
    "work",
    "operational",
    "sovereignty",
    "national",
    "security"
  ],
  "score": 81,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

2 Warning

Needs attention

GEO: Explanatory content depth

Warning

Issue

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

Details

Why it matters

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "candidatePassages": 5,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 50,
      "heading": "H4: Your Privacy",
      "text": "When you visit any website, it may store or retrieve information on your browser, mostly in the form of cookies. This information might be about you, your preferences or your device and is mostly used to make the site work as you expect it to. The information does not usually directly identify you, but it can give you a more personalized web experience. Because we respect your right to privacy, you can choose not...",
      "words": 118,
      "hasEvidence": false,
      "reasons": [
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p id=\"ot-pc-desc\" class=\"ot-grp-desc\">When you visit any website, it may store or retrieve information on your browser, mostly in the form of cookies. This information might be about you, your preferences or your device and is mostly used to make the site work as you expect it to. The information does not usually directly identify you, but it can give you a more personalized web experience. Because we respect your right to privacy, you can choose not to allow some types of cookies. Click on..."
    },
    {
      "index": 51,
      "heading": "H4: Strictly Necessary Cookies",
      "text": "These cookies are necessary for the website to function and cannot be switched off in our systems. They are usually only set in response to actions made by you which amount to a request for services, such as setting your privacy preferences, logging in or filling in forms. You can set your browser to block or alert you about these cookies, but some parts of the site will not then work. These cookies do not store a...",
      "words": 80,
      "hasEvidence": false,
      "reasons": [
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-grp-desc ot-category-desc\">These cookies are necessary for the website to function and cannot be switched off in our systems. They are usually only set in response to actions made by you which amount to a request for services, such as setting your privacy preferences, logging in or filling in forms. You can set your browser to block or alert you about these cookies, but some parts of the site will not then work. These cookies do not store any personally identifiable information.</p>"
    },
    {
      "index": 52,
      "heading": "H4: Performance Cookies",
      "text": "These cookies allow us to count visits and traffic sources so we can measure and improve the performance of our site. They help us to know which pages are the most and least popular and see how visitors move around the site. All information these cookies collect is aggregated and therefore anonymous. If you do not allow these cookies we will not know when you have visited our site, and will not be able to monitor...",
      "words": 78,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (78 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-grp-desc ot-category-desc\">These cookies allow us to count visits and traffic sources so we can measure and improve the performance of our site. They help us to know which pages are the most and least popular and see how visitors move around the site. All information these cookies collect is aggregated and therefore anonymous. If you do not allow these cookies we will not know when you have visited our site, and will not be able to monitor its performance.</p>"
    },
    {
      "index": 53,
      "heading": "H4: Functional Cookies",
      "text": "These cookies enable the website to provide enhanced functionality and personalisation. They may be set by us or by third party providers whose services we have added to our pages. If you do not allow these cookies then some or all of these services may not function properly.",
      "words": 48,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (48 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-grp-desc ot-category-desc\">These cookies enable the website to provide enhanced functionality and personalisation. They may be set by us or by third party providers whose services we have added to our pages. If you do not allow these cookies then some or all of these services may not function properly.</p>"
    },
    {
      "index": 54,
      "heading": "H4: Targeting Cookies",
      "text": "These cookies may be set through our site by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverts on other sites. They do not store directly personal information, but are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising.",
      "words": 65,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (65 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-grp-desc ot-category-desc\">These cookies may be set through our site by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverts on other sites. They do not store directly personal information, but are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising.</p>"
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 78/100 and needs improvement.

2 Warning

Needs attention

AIO: Visible structured data match

Warning

Issue

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

Details

Why it matters

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

Check name

AIO: Visible structured data match

Score

78/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Visible structured data match scored 78/100 and needs improvement.

Evidence

{
  "schemaCount": 10,
  "checkedFields": [
    {
      "path": "$[0].@graph[0].name",
      "value": "Mattermost | Collaboration Platform for Mission Critical Work"
    },
    {
      "path": "$[0].@graph[0].description",
      "value": "Accelerate your mission critical workflow by integrating people, processes, tools and AI infrastructure on a resilient and adaptable platform."
    },
    {
      "path": "$[0].@graph[2].itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[0].@graph[3].name",
      "value": "Mattermost"
    },
    {
      "path": "$[0].@graph[3].description",
      "value": "Mattermost is a secure collaboration platform. Trusted, flexible, workflow-centric and fully integrated with the tools you love."
    },
    {
      "path": "$[0].@graph[4].name",
      "value": "Mattermost"
    },
    {
      "path": "$[0].@graph[5].name",
      "value": "Mattermost | Collaboration Platform for Mission Critical Work"
    },
    {
      "path": "$[0].@graph[5].description",
      "value": "Accelerate your mission critical workflow by integrating people, processes, tools and AI infrastructure on a resilient and adaptable platform."
    },
    {
      "path": "$[0].@graph[8].name",
      "value": "Emily Dela Cruz"
    },
    {
      "path": "$[1].name",
      "value": "Mattermost | Collaboration Platform for Mission Critical Work"
    },
    {
      "path": "$[1].description",
      "value": "Accelerate your mission critical workflow by integrating people, processes, tools and AI infrastructure on a resilient and adaptable platform."
    },
    {
      "path": "$[3].itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[4].name",
      "value": "Mattermost"
    },
    {
      "path": "$[4].description",
      "value": "Mattermost is a secure collaboration platform. Trusted, flexible, workflow-centric and fully integrated with the tools you love."
    },
    {
      "path": "$[5].name",
      "value": "Mattermost"
    },
    {
      "path": "$[6].name",
      "value": "Mattermost | Collaboration Platform for Mission Critical Work"
    },
    {
      "path": "$[6].description",
      "value": "Accelerate your mission critical workflow by integrating people, processes, tools and AI infrastructure on a resilient and adaptable platform."
    },
    {
      "path": "$[9].name",
      "value": "Emily Dela Cruz"
    }
  ],
  "mismatches": [
    {
      "path": "$[0].@graph[2].itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[0].@graph[8].name",
      "value": "Emily Dela Cruz"
    },
    {
      "path": "$[3].itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[9].name",
      "value": "Emily Dela Cruz"
    }
  ],
  "score": 78,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

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

2 Warning

Needs attention

GEO: Extraction-friendly structure

Warning

Issue

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

Details

Why it matters

Check name

GEO: Extraction-friendly structure

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": false,
  "definitionPatterns": 9,
  "schemaBlocks": 1,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process",
    "optional visible FAQ or FAQPage schema"
  ],
  "score": 85,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

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

2 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

32 image(s) are missing width/height attributes. 3 possible modal/interstitial element(s) detected.

Details

Why it matters

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

Check name

AIO: Page experience for AIO

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "viewportContent": "width=device-width, initial-scale=1",
  "visibleWords": 1842,
  "htmlBytes": 356460,
  "imagesMissingDimensions": [
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"US Air Force\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2025/03/r2024-us-air-force-usaf-logo-black.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2025/03/r2024-us-air-force-usaf-logo-black.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2025/03/r2024-us-air-force-usaf-logo-black.svg\" class=\"attachment-full size-full\" alt=\"US Air Force\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"NASA\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2025/03/r2024-nasa-logo-black.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2025/03/r2024-nasa-logo-black.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2025/03/r2024-nasa-logo-black.svg\" class=\"attachment-full size-full\" alt=\"NASA\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"RTE\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2025/03/r2024-rte-logo-black.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2025/03/r2024-rte-logo-black.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2025/03/r2024-rte-logo-black.svg\" class=\"attachment-full size-full\" alt=\"RTE\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"Samsung\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2025/03/r2024-samsung-logo-black.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2025/03/r2024-samsung-logo-black.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2025/03/r2024-samsung-logo-black.svg\" class=\"attachment-full size-full\" alt=\"Samsung\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt data-lazy-src=\"https://mattermost.com/wp-content/uploads/2026/04/fujitsu-2-logo-svg-vector.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2026/04/fujitsu-2-logo-svg-vector.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2026/04/fujitsu-2-logo-svg-vector.svg\" class=\"attachment-full size-full\" alt>"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"Global flag\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-globe-blue.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2026/04/flag-globe-blue.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-globe-blue.svg\" class=\"attachment-full size-full\" alt=\"Global flag\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"United States\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-united-states.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2026/04/flag-united-states.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-united-states.svg\" class=\"attachment-full size-full\" alt=\"United States\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"United Kingdom\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-united-kingdom.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2026/04/flag-united-kingdom.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-united-kingdom.svg\" class=\"attachment-full size-full\" alt=\"United Kingdom\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"European Union\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-european-union.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2026/04/flag-european-union.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-european-union.svg\" class=\"attachment-full size-full\" alt=\"European Union\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"Germany\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-germany.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2026/04/flag-germany.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-germany.svg\" class=\"attachment-full size-full\" alt=\"Germany\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"Japan\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-japan.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2026/04/flag-japan.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-japan.svg\" class=\"attachment-full size-full\" alt=\"Japan\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"Canada\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-canada.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2026/04/flag-canada.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-canada.svg\" class=\"attachment-full size-full\" alt=\"Canada\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"Global flag\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-globe-white.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2026/04/flag-globe-white.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2026/04/flag-globe-white.svg\" class=\"attachment-full size-full\" alt=\"Global flag\">"
    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" class=\"attachment-full size-full\" alt=\"US Air Force\" data-lazy-src=\"https://mattermost.com/wp-content/uploads/2025/01/usaf-logo.svg\">"
    },
    {
      "src": "https://mattermost.com/wp-content/uploads/2025/01/usaf-logo.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" src=\"https://mattermost.com/wp-content/uploads/2025/01/usaf-logo.svg\" class=\"attachment-full size-full\" alt=\"US Air Force\">"
    },
    {
      "src": "https://cdn.bizible.com/ipv?_biz_r=&_biz_h=-417244810&_biz_u=b93fa3a37d024ae6e0b9096a86f4a794&_biz_l=https%3A%2F%2Fmattermost.com%2F&_biz_t=1781124011399&_biz_i=Mattermost%20%7C%20Collaboration%20Platform%20for%20Mission%20Critical%20Work&_biz_n=0&rnd=579160&cdn_o=a&_biz_z=1781124011654",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt src=\"https://cdn.bizible.com/ipv?_biz_r=&amp;_biz_h=-417244810&amp;_biz_u=b93fa3a37d024ae6e0b9096a86f4a794&amp;_biz_l=https%3A%2F%2Fmattermost.com%2F&amp;_biz_t=1781124011399&amp;_biz_i=Mattermost%20%7C%20Collaboration%20Platform%20for%20Mission%20Critical%20Work&amp;_biz_n=0&amp;rnd=579160&amp;cdn_o=a&amp;_biz_z=1781124011654\" style=\"display: none;\">"
    },
    {
      "src": "https://cdn.bizibly.com/u?_biz_u=b93fa3a37d024ae6e0b9096a86f4a794&_biz_l=https%3A%2F%2Fmattermost.com%2F&_biz_t=1781124011668&_biz_i=Mattermost%20%7C%20Collaboration%20Platform%20for%20Mission%20Critical%20Work&rnd=932875&cdn_o=a&_biz_z=1781124011668",
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      "height": "",
      "loading": "",
      "html": "<img alt src=\"https://cdn.bizibly.com/u?_biz_u=b93fa3a37d024ae6e0b9096a86f4a794&amp;_biz_l=https%3A%2F%2Fmattermost.com%2F&amp;_biz_t=1781124011668&amp;_biz_i=Mattermost%20%7C%20Collaboration%20Platform%20for%20Mission%20Critical%20Work&amp;rnd=932875&amp;cdn_o=a&amp;_biz_z=1781124011668\" style=\"display: none;\">"
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      "src": "https://cdn.cookielaw.org/logos/8d63f526-cbbb-4138-94f5-6a0417b227b2/ba9c79fe-1cf8-40b6-b0c4-6c797b714c8e/d505bbb2-28a9-443d-a0e7-e6473378d546/mattermost-logo.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Mattermost Logo\" src=\"https://cdn.cookielaw.org/logos/8d63f526-cbbb-4138-94f5-6a0417b227b2/ba9c79fe-1cf8-40b6-b0c4-6c797b714c8e/d505bbb2-28a9-443d-a0e7-e6473378d546/mattermost-logo.png\">"
    },
    {
      "src": "https://cdn.cookielaw.org/logos/static/powered_by_logo.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Powered by Onetrust\" src=\"https://cdn.cookielaw.org/logos/static/powered_by_logo.svg\" title=\"Powered by OneTrust Opens in a new Tab\">"
    }
  ],
  "possibleDialogs": [
    "<div role=\"dialog\" aria-label=\"Privacy\"><div class=\"ot-sdk-container\"><div class=\"ot-sdk-row\"><div id=\"onetrust-group-container\" class=\"ot-sdk-eight ot-sdk-columns\"><div class=\"banner_logo\"></div><div id=\"onetrust-policy\"><div id=\"onetrust-policy-text\">Mattermost and third parties use cookies and similar technologies to collect data about your website use to enhance site navigation, analyze site usage, and enable personalized ads and content. By clicking &#x201c;Allow All Cookies&#x201d;, you...",
    "<div role=\"dialog\" aria-modal=\"true\" style=\"height: 100%;\" aria-label=\"Privacy Preference Center\"><!-- pc header --><div class=\"ot-pc-header\" role=\"presentation\"><!-- Header logo --><div class=\"ot-pc-logo\" role=\"img\" aria-label=\"Mattermost Logo\"><img alt=\"Mattermost Logo\" src=\"https://cdn.cookielaw.org/logos/8d63f526-cbbb-4138-94f5-6a0417b227b2/ba9c79fe-1cf8-40b6-b0c4-6c797b714c8e/d505bbb2-28a9-443d-a0e7-e6473378d546/mattermost-logo.png\"></div><div class=\"ot-title-cntr\"><h2 id=\"ot-pc-title\" a...",
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  "score": 70,
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}

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

33 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": 38,
  "passing": 5,
  "failing": [
    {
      "heading": "Control in a Connected World",
      "headingHtml": "<h2 style=\"text-align: center;\">Control in a Connected World</h2>",
      "firstParagraph": "Too many enterprises struggle with fragmented communications, uncontrolled data exposure, and manual workflows that can’t keep pace. Mattermost delivers sovereign collaboration, adaptive security, and AI-accelerated workflows — purpose-built automation and controls to outpace complexity and win in any environment.",
      "paragraphHtml": "<p>Too many enterprises struggle with fragmented communications, uncontrolled data exposure, and manual workflows that can&#x2019;t keep pace.&#xa0;Mattermost delivers sovereign collaboration, adaptive security, and AI-accelerated workflows &#x2014; purpose-built automation and controls to outpace complexity and win in any environment.</p>",
      "words": 39,
      "direct": false,
      "issue": "First paragraph is 39 words and does not look like a concise direct answer."
    },
    {
      "heading": "Talk to a specialist in your region:",
      "headingHtml": "<h2 style=\"text-align: center;\"><strong>Talk to a specialist in your region:</strong></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Built for real-world mission success",
      "headingHtml": "<h2>Built for real-world mission success</h2>",
      "firstParagraph": "Integrate and extend your collaboration environment to fit the tools you need to achieve the mission, from custom apps to industry standards.",
      "paragraphHtml": "<p> Integrate and extend your collaboration environment to fit the tools you need to achieve the mission, from custom apps to industry standards. &#xa0; </p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Enelyst powers a global energy intelligence community with Mattermost",
      "headingHtml": "<h2>Enelyst powers a global energy intelligence community with Mattermost</h2>",
      "firstParagraph": "“We found Mattermost to be the most stable, flexible, and competitively priced platform available.”",
      "paragraphHtml": "<p>&#x201c;We found Mattermost to be the most stable, flexible, and competitively priced platform available.&#x201d;</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Air Mobility Command uses ChatOps to support largest-ever readiness exercise",
      "headingHtml": "<h2>Air Mobility Command uses ChatOps to support largest-ever readiness exercise</h2>",
      "firstParagraph": "ChatOps provides secure access to communication channels, data, and technology tools in a centralized collaboration environment.",
      "paragraphHtml": "<p>ChatOps provides secure access to communication channels, data, and technology tools in a centralized collaboration environment.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Purpose-built for critical infrastructure use cases:",
      "headingHtml": "<h2>Purpose-built for critical infrastructure use cases:</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Self Sovereign Collaboration",
      "headingHtml": "<h3>Self Sovereign Collaboration</h3>",
      "firstParagraph": "Challenge: Organizations need to adapt to evolving international data control laws, user needs, vendor roadmaps and EOL schedules.",
      "paragraphHtml": "<p><strong>Challenge</strong>: Organizations need to adapt to evolving international data control laws, user needs, vendor roadmaps and EOL schedules.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Integrated Security Operations",
      "headingHtml": "<h3>Integrated Security Operations</h3>",
      "firstParagraph": "Challenge: Security organizations are understaffed and overhwelmed by alerts, tasks, and a continually expanding threat landscape.",
      "paragraphHtml": "<p><strong>Challenge: </strong>Security organizations are understaffed and overhwelmed by alerts, tasks, and a continually expanding threat landscape.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Command + Control",
      "headingHtml": "<h3>Command + Control</h3>",
      "firstParagraph": "Challenge: Expanding adversarial risk in cyber and kinetic warefare require faster, more efficient, better informed ways of coordinating operations.",
      "paragraphHtml": "<p><strong>Challenge: </strong>Expanding adversarial risk in cyber and kinetic warefare require faster, more efficient, better informed ways of coordinating operations.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Out of Band Incident Response",
      "headingHtml": "<h3>Out of Band Incident Response</h3>",
      "firstParagraph": "Challenge: Collaboration systems rely on the availability of general purpose infrastructure which may be compromised during major breach events.",
      "paragraphHtml": "<p><strong>Challenge: </strong>Collaboration systems rely on the availability of general purpose infrastructure which may be compromised during major breach events.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Real-Time DevSecOps Collaboration",
      "headingHtml": "<h3>Real-Time DevSecOps Collaboration</h3>",
      "firstParagraph": "Challenge: Security and compliance requirements in critical infrastructure environments hamper the speed and efficiency of DevSecOps workflows.",
      "paragraphHtml": "<p><strong>Challenge: </strong>Security and compliance requirements in critical infrastructure environments hamper the speed and efficiency of DevSecOps workflows.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "The Intelligent Mission Environment",
      "headingHtml": "<h2>The Intelligent Mission Environment</h2>",
      "firstParagraph": "Zero Trust collaboration, workflow automation, and sovereign AI — in one platform. Built for the operational tempo of national security, cybersecurity, and critical infrastructure teams.",
      "paragraphHtml": "<p style=\"text-align: left;\">Zero Trust collaboration, workflow automation, and sovereign AI &#x2014; in one platform. Built for the operational tempo of national security, cybersecurity, and critical infrastructure teams.</p>",
      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
    {
      "heading": "Secure Messaging & Channels",
      "headingHtml": "<h2><strong>Secure Messaging &amp; Channels </strong></h2>",
      "firstParagraph": "Persistent, encrypted team communication with classification banners, data spillage prevention, and full audit trails.",
      "paragraphHtml": "<p>Persistent, encrypted team communication with classification banners, data spillage prevention, and full audit trails.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Workflow & Playbook Automation",
      "headingHtml": "<h2><strong>Workflow &amp; Playbook Automation </strong></h2>",
      "firstParagraph": "Codify operational procedures into repeatable, automated workflows that execute consistently under pressure.",
      "paragraphHtml": "<p>Codify operational procedures into repeatable, automated workflows that execute consistently under pressure.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Audio & Screenshare",
      "headingHtml": "<h2><strong>Audio &amp; Screenshare </strong></h2>",
      "firstParagraph": "Sovereign real-time calls with transcription and AI-powered summarization — no external dependencies.",
      "paragraphHtml": "<p>Sovereign real-time calls with transcription and AI-powered summarization &#x2014; no external dependencies.</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    },
    {
      "heading": "Project & Task Management",
      "headingHtml": "<h2><strong>Project &amp; Task Management </strong></h2>",
      "firstParagraph": "Kanban boards and cross-functional coordination for mission planning, sprint execution, and compliance tracking.",
      "paragraphHtml": "<p>Kanban boards and cross-functional coordination for mission planning, sprint execution, and compliance tracking.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Human-Machine Teaming",
      "headingHtml": "<h2><strong>Human-Machine Teaming </strong></h2>",
      "firstParagraph": "Sovereign AI agents that enrich, triage, and brief — integrated directly into operational channels.",
      "paragraphHtml": "<p>Sovereign AI agents that enrich, triage, and brief &#x2014; integrated directly into operational channels.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Integration & AI Platform",
      "headingHtml": "<h2><strong>Integration &amp; AI Platform</strong></h2>",
      "firstParagraph": "Open API, webhooks, plugin architecture, and sovereign LLM connectivity — extend Mattermost into your existing toolchain and AI infrastructure without exposing data outside your perimeter.",
      "paragraphHtml": "<p>Open API, webhooks, plugin architecture, and sovereign LLM connectivity &#x2014; extend Mattermost into your existing toolchain and AI infrastructure without exposing data outside your perimeter.</p>",
      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
    {
      "heading": "Sovereign, Integrated Language Translation",
      "headingHtml": "<h2><strong>Sovereign, Integrated Language Translation </strong></h2>",
      "firstParagraph": "Break language barriers across coalition and multinational operations without exposing sensitive communications to third-party translation services.",
      "paragraphHtml": "<p>Break language barriers across coalition and multinational operations without exposing sensitive communications to third-party translation services.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Advanced Information Controls",
      "headingHtml": "<h2><strong>Advanced Information Controls </strong></h2>",
      "firstParagraph": "Attribute-Based Access Controls, classification banners, burn-on-read, data spillage mitigation, to enforce need-to-know at every level.",
      "paragraphHtml": "<p>Attribute-Based Access Controls, classification banners, burn-on-read, data spillage mitigation, to enforce need-to-know at every level.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Microsoft Teams Interoperability",
      "headingHtml": "<h2><strong>Microsoft Teams Interoperability </strong></h2>",
      "firstParagraph": "Embed Mattermost inside Teams, Outlook, and M365 to deliver sovereign operations integrated with global infrastructure.",
      "paragraphHtml": "<p>Embed Mattermost inside Teams, Outlook, and M365 to deliver sovereign operations integrated with global infrastructure.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "See It All in Action",
      "headingHtml": "<h2><strong>See It All in Action </strong></h2>",
      "firstParagraph": "Watch a full walkthrough of assured collaboration — secure messaging, automated playbooks, AI agents, and sovereign deployment working together in a live mission environment.",
      "paragraphHtml": "<p>Watch a full walkthrough of assured collaboration &#x2014; secure messaging, automated playbooks, AI agents, and sovereign deployment working together in a live mission environment.</p>",
      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
    },
    {
      "heading": "Deploy anywhere. Control everything.",
      "headingHtml": "<h2 style=\"text-align: center;\">Deploy anywhere. Control everything.</h2>",
      "firstParagraph": "Operate within your jurisdiction, your infrastructure, and your security model.",
      "paragraphHtml": "<p style=\"text-align: center;\">Operate within your jurisdiction, your infrastructure, and your security model.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Designed for teams with stringent security & privacy requirements",
      "headingHtml": "<h2 class=\"md-and-up-only\">Designed for teams with stringent security &amp; privacy requirements</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Designed for teams with stringent security & privacy requirements",
      "headingHtml": "<h2 class=\"mobile-only\">Designed for teams with stringent security &amp; privacy requirements</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Take command of your operations",
      "headingHtml": "<h2>Take command of your operations</h2>",
      "firstParagraph": "The appearance of U.S. Department of Defense (DoD) visual information does not imply or constitute DoD endorsement.",
      "paragraphHtml": "<p>The appearance of U.S. Department of Defense (DoD) visual information does not imply or constitute DoD endorsement.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Privacy Preference Center",
      "headingHtml": "<h2 id=\"ot-pc-title\" aria-hidden=\"false\">Privacy Preference Center</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Privacy Preference Center",
      "headingHtml": "<h2 id=\"ot-pc-title-mobile\" aria-hidden=\"true\">Privacy Preference Center</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Your Privacy",
      "headingHtml": "<h3 id=\"ot-pvcy-txt\">Your Privacy</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Strictly Necessary Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0001\">Strictly Necessary Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Performance Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0002\">Performance Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Functional Cookies",
      "headingHtml": "<h3 id=\"ot-header-id-C0003\">Functional Cookies</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Cookie List",
      "headingHtml": "<h3>Cookie List</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 84/100 and needs improvement.

1 Warning

Needs attention

AEO: Entity and definition clarity

Warning

Issue

Entity or definition gaps: mattermost, collaboration, work, operational, sovereignty, national, security.

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

84/100

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 84/100 and needs improvement.

Evidence

{
  "title": "Mattermost | Collaboration Platform for Mission Critical Work",
  "h1": "Operational Sovereignty for National Security and Critical Infrastructure",
  "description": "Accelerate your mission critical workflow by integrating people, processes, tools and AI infrastructure on a resilient and adaptable platform.",
  "topicOverlap": 0.36363636363636365,
  "definitionCount": 9,
  "topicTerms": [
    "mattermost",
    "collaboration",
    "platform",
    "mission",
    "critical",
    "work",
    "operational",
    "sovereignty",
    "national",
    "security",
    "infrastructure"
  ],
  "descriptionTerms": [
    "accelerate",
    "mission",
    "critical",
    "workflow",
    "integrating",
    "people",
    "processes",
    "tools",
    "infrastructure",
    "resilient",
    "adaptable",
    "platform"
  ],
  "missingFromDescription": [
    "mattermost",
    "collaboration",
    "work",
    "operational",
    "sovereignty",
    "national",
    "security"
  ],
  "score": 84,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

Missing likely AI Overview intent sections: what, how, 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": "Control in a Connected World",
      "html": "<h2 style=\"text-align: center;\">Control in a Connected World</h2>"
    },
    {
      "text": "Talk to a specialist in your region:",
      "html": "<h2 style=\"text-align: center;\"><strong>Talk to a specialist in your region:</strong></h2>"
    },
    {
      "text": "Built for real-world mission success",
      "html": "<h2>Built for real-world mission success</h2>"
    },
    {
      "text": "Proven in Mission-Critical Environments",
      "html": "<h2>Proven in Mission-Critical Environments</h2>"
    },
    {
      "text": "European public agency chooses Mattermost & Pexip for secure collaboration, replacing Skype for Business",
      "html": "<h2>European public agency chooses Mattermost &amp; Pexip for secure collaboration, replacing Skype for Business</h2>"
    },
    {
      "text": "Fujitsu Customers with Biodrug Design Accelerator (BDA) use Mattermost to power secure collaboration",
      "html": "<h2>Fujitsu Customers with Biodrug Design Accelerator (BDA) use Mattermost to power secure collaboration</h2>"
    },
    {
      "text": "Enelyst powers a global energy intelligence community with Mattermost",
      "html": "<h2>Enelyst powers a global energy intelligence community with Mattermost</h2>"
    },
    {
      "text": "Air Mobility Command uses ChatOps to support largest-ever readiness exercise",
      "html": "<h2>Air Mobility Command uses ChatOps to support largest-ever readiness exercise</h2>"
    },
    {
      "text": "Purpose-built for critical infrastructure use cases:",
      "html": "<h2>Purpose-built for critical infrastructure use cases:</h2>"
    },
    {
      "text": "The Intelligent Mission Environment",
      "html": "<h2>The Intelligent Mission Environment</h2>"
    },
    {
      "text": "Secure Messaging & Channels",
      "html": "<h2><strong>Secure Messaging &amp; Channels </strong></h2>"
    },
    {
      "text": "Workflow & Playbook Automation",
      "html": "<h2><strong>Workflow &amp; Playbook Automation </strong></h2>"
    },
    {
      "text": "Audio & Screenshare",
      "html": "<h2><strong>Audio &amp; Screenshare </strong></h2>"
    },
    {
      "text": "Project & Task Management",
      "html": "<h2><strong>Project &amp; Task Management </strong></h2>"
    },
    {
      "text": "Human-Machine Teaming",
      "html": "<h2><strong>Human-Machine Teaming </strong></h2>"
    },
    {
      "text": "Integration & AI Platform",
      "html": "<h2><strong>Integration &amp; AI Platform</strong></h2>"
    },
    {
      "text": "Sovereign, Integrated Language Translation",
      "html": "<h2><strong>Sovereign, Integrated Language Translation </strong></h2>"
    },
    {
      "text": "Advanced Information Controls",
      "html": "<h2><strong>Advanced Information Controls </strong></h2>"
    },
    {
      "text": "Microsoft Teams Interoperability",
      "html": "<h2><strong>Microsoft Teams Interoperability </strong></h2>"
    },
    {
      "text": "See It All in Action",
      "html": "<h2><strong>See It All in Action </strong></h2>"
    },
    {
      "text": "Deploy anywhere. Control everything.",
      "html": "<h2 style=\"text-align: center;\">Deploy anywhere. Control everything.</h2>"
    },
    {
      "text": "Designed for teams with stringent security & privacy requirements",
      "html": "<h2 class=\"md-and-up-only\">Designed for teams with stringent security &amp; privacy requirements</h2>"
    },
    {
      "text": "Designed for teams with stringent security & privacy requirements",
      "html": "<h2 class=\"mobile-only\">Designed for teams with stringent security &amp; privacy requirements</h2>"
    },
    {
      "text": "Take command of your operations",
      "html": "<h2>Take command of your operations</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\" aria-hidden=\"false\">Privacy Preference Center</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title-mobile\" aria-hidden=\"true\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Mattermost?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Mattermost work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Mattermost?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Mattermost free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Mattermost compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Mattermost?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Mattermost work?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Mattermost free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Mattermost compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational

Issue

AI context endpoint is informational for this page.

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

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

Evidence

{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational

Issue

Missing likely AI Overview intent sections: what, how, 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": "Control in a Connected World",
      "html": "<h2 style=\"text-align: center;\">Control in a Connected World</h2>"
    },
    {
      "text": "Talk to a specialist in your region:",
      "html": "<h2 style=\"text-align: center;\"><strong>Talk to a specialist in your region:</strong></h2>"
    },
    {
      "text": "Built for real-world mission success",
      "html": "<h2>Built for real-world mission success</h2>"
    },
    {
      "text": "Proven in Mission-Critical Environments",
      "html": "<h2>Proven in Mission-Critical Environments</h2>"
    },
    {
      "text": "European public agency chooses Mattermost & Pexip for secure collaboration, replacing Skype for Business",
      "html": "<h2>European public agency chooses Mattermost &amp; Pexip for secure collaboration, replacing Skype for Business</h2>"
    },
    {
      "text": "Fujitsu Customers with Biodrug Design Accelerator (BDA) use Mattermost to power secure collaboration",
      "html": "<h2>Fujitsu Customers with Biodrug Design Accelerator (BDA) use Mattermost to power secure collaboration</h2>"
    },
    {
      "text": "Enelyst powers a global energy intelligence community with Mattermost",
      "html": "<h2>Enelyst powers a global energy intelligence community with Mattermost</h2>"
    },
    {
      "text": "Air Mobility Command uses ChatOps to support largest-ever readiness exercise",
      "html": "<h2>Air Mobility Command uses ChatOps to support largest-ever readiness exercise</h2>"
    },
    {
      "text": "Purpose-built for critical infrastructure use cases:",
      "html": "<h2>Purpose-built for critical infrastructure use cases:</h2>"
    },
    {
      "text": "The Intelligent Mission Environment",
      "html": "<h2>The Intelligent Mission Environment</h2>"
    },
    {
      "text": "Secure Messaging & Channels",
      "html": "<h2><strong>Secure Messaging &amp; Channels </strong></h2>"
    },
    {
      "text": "Workflow & Playbook Automation",
      "html": "<h2><strong>Workflow &amp; Playbook Automation </strong></h2>"
    },
    {
      "text": "Audio & Screenshare",
      "html": "<h2><strong>Audio &amp; Screenshare </strong></h2>"
    },
    {
      "text": "Project & Task Management",
      "html": "<h2><strong>Project &amp; Task Management </strong></h2>"
    },
    {
      "text": "Human-Machine Teaming",
      "html": "<h2><strong>Human-Machine Teaming </strong></h2>"
    },
    {
      "text": "Integration & AI Platform",
      "html": "<h2><strong>Integration &amp; AI Platform</strong></h2>"
    },
    {
      "text": "Sovereign, Integrated Language Translation",
      "html": "<h2><strong>Sovereign, Integrated Language Translation </strong></h2>"
    },
    {
      "text": "Advanced Information Controls",
      "html": "<h2><strong>Advanced Information Controls </strong></h2>"
    },
    {
      "text": "Microsoft Teams Interoperability",
      "html": "<h2><strong>Microsoft Teams Interoperability </strong></h2>"
    },
    {
      "text": "See It All in Action",
      "html": "<h2><strong>See It All in Action </strong></h2>"
    },
    {
      "text": "Deploy anywhere. Control everything.",
      "html": "<h2 style=\"text-align: center;\">Deploy anywhere. Control everything.</h2>"
    },
    {
      "text": "Designed for teams with stringent security & privacy requirements",
      "html": "<h2 class=\"md-and-up-only\">Designed for teams with stringent security &amp; privacy requirements</h2>"
    },
    {
      "text": "Designed for teams with stringent security & privacy requirements",
      "html": "<h2 class=\"mobile-only\">Designed for teams with stringent security &amp; privacy requirements</h2>"
    },
    {
      "text": "Take command of your operations",
      "html": "<h2>Take command of your operations</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\" aria-hidden=\"false\">Privacy Preference Center</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title-mobile\" aria-hidden=\"true\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Mattermost?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Mattermost work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Mattermost?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Mattermost free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Mattermost compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Mattermost?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Mattermost work?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Mattermost free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Mattermost compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

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

Informational

Needs attention

Auth.md Agent Registration

Informational

Issue

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

Why it matters

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

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8",
        "length": 243098,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=UTF-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language.",
          "compatibleContentType": false,
          "contentLength": 236259,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": false,
          "mentionsCredential": true,
          "links": [
            "/script",
            "https://client-registry.mutinycdn.com/personalize/client/7864dc545955866b.js\"></script>",
            "/script",
            "https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f",
            "/script",
            "https://cdn.cookielaw.org/scripttemplates/otSDKStub.js\"",
            "/javascript",
            "/script",
            "/javascript",
            "/script"
          ],
          "rawExcerpt": "<!doctype html>\n<html lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"http"
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=UTF-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8",
        "length": 243098,
        "text": "<!doctype html>\n<html lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"https://client-registry.mutinycdn.com/personalize/client/7864dc545955866b.js\"></script>\n\t\t\t<!-- End MUTINY Script -->\n<meta name='robots' content='noindex, follow' />\n\n\t\t<!-- Google Tag Manager -->\n\t\t<script>\n\t\t\twindow.dataLayer = [];\nwindow.gtag = function() { window.dataLayer.push(arguments); };\n\t\t\tgtag('consent', 'default', {\n\t\t\t\tad_storage: 'denied',\n\t\t\t\tanalytics_storage: 'denied',\n\t\t\t\twait_for_update: 500,\n\t\t\t\tregion: ['AT', 'BE', 'BG', 'CY', 'CZ', 'DE', 'DK', 'EE', 'ES', 'FI', 'FR', 'GB', 'GR', 'HR', 'HU', 'IE', 'IT', 'LT', 'LU', 'LV', 'MT', 'NL', 'PL', 'PT', 'RO', 'SE', 'SI', 'SK', 'CA-QC']\n\t\t\t});\n\t\t</script>\n\n\t\t<script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':\n\t\tnew Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],\n\t\tj=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=\n\t\t'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);\n\t\t})(window,document,'script','dataLayer','GTM-5V8LMP7');</script>\n\t\t<!-- End Google Tag Manager -->\n\t\t<!-- OneTrust Cookies Consent Notice start for mattermost.com -->\n\t\t<script src=\"https://cdn.cookielaw.org/scripttemplates/otSDKStub.js\" type=\"text/javascript\" charset=\"UTF-8\" data-domain-script=\"720431b2-455a-47db-be59-4312edc7f3b4\"></script>\n\t\t<script type=\"text/javascript\">\n\t\t\t\t\tfunction OptanonWrapper() {}\n\t\t</script>\n\t\t<!-- OneTrust Cookies Consent Notice end for mattermost.com -->\n\n\t<!-- This site is optimized with the Yoast SEO Premium plugin v27.6 (Yoast SEO v27.6) - https://yoast.com/product/yoast-seo-premium-wordpress/ -->\n\t<title>Page not found - Mattermost</title>\n\t<meta property=\"og:locale\" content=\"en_US\" />\n\t<meta property=\"og:title\" content=\"Page not found - Mattermost\" />\n\t<meta property=\"og:site_name\" content=\"Mattermost.com\" />\n\t<script type=\"application/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\/\\/schema.org\",\"@graph\":[{\"@type\":\"WebSite\",\"@id\":\"https:\\/\\/mattermost.com\\/#website\",\"url\":\"https:\\/\\/mattermost.com\\/\",\"name\":\"Mattermost\",\"description\":\"Mattermost is a secure collaboration platform. Trusted, flexible, workflow-centric and fully integrated with the tools you love.\",\"publisher\":{\"@id\":\"https:\\/\\/mattermost.com\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\/\\/mattermost.com\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":[\"Organization\",\"Place\"],\"@id\":\"https:\\/\\/mattermost.com\\/#organization\",\"name\":\"Mattermost\",\"url\":\"https:\\/\\/mattermost.com\\/\",\"logo\":{\"@id\":\"#local-main-organization-logo\"},\"image\":{\"@id\":\"#local-main-organization-logo\"},\"sameAs\":[\"https:\\/\\/www.facebook.com\\/Mattermost-2300985916642531\\/\",\"https:\\/\\/x.com\\/Mattermost\",\"https:\\/\\/www.linkedin.com\\/company\\/mattermost\"],\"address\":{\"@id\":\"#local-main-place-address\"},\"telephone\":[],\"openingHoursSpecification\":[{\"@type\":\"OpeningHoursSpecification\",\"dayOfWeek\":[\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\",\"Sunday\"],\"opens\":\"09:00\",\"closes\":\"17:00\"}]},{\"@type\":\"PostalAddress\",\"@id\":\"#local-main-place-address\",\"streetAddress\":\"530 L"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 404,
          "contentType": "text/html; charset=UTF-8",
          "length": 243098,
          "text": "<!doctype html>\n<html lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"https://client-registry.mutinycdn.com/personalize/client/7864dc545955866b.js\"></script>\n\t\t\t<!-- End MUTINY Script -->\n<meta name='robots' content='noindex, follow' />\n\n\t\t<!-- Google Tag Manager -->\n\t\t<script>\n\t\t\twindow.dataLayer = [];\nwindow.gtag = function() { window.dataLayer.push(arguments); };\n\t\t\tgtag('consent', 'default', {\n\t\t\t\tad_storage: 'denied',\n\t\t\t\tanalytics_storage: 'denied',\n\t\t\t\twait_for_update: 500,\n\t\t\t\tregion: ['AT', 'BE', 'BG', 'CY', 'CZ', 'DE', 'DK', 'EE', 'ES', 'FI', 'FR', 'GB', 'GR', 'HR', 'HU', 'IE', 'IT', 'LT', 'LU', 'LV', 'MT', 'NL', 'PL', 'PT', 'RO', 'SE', 'SI', 'SK', 'CA-QC']\n\t\t\t});\n\t\t</script>\n\n\t\t<script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':\n\t\tnew Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],\n\t\tj=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=\n\t\t'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);\n\t\t})(window,document,'script','dataLayer','GTM-5V8LMP7');</script>\n\t\t<!-- End Google Tag Manager -->\n\t\t<!-- OneTrust Cookies Consent Notice start for mattermost.com -->\n\t\t<script src=\"https://cdn.cookielaw.org/scripttemplates/otSDKStub.js\" type=\"text/javascript\" charset=\"UTF-8\" data-domain-script=\"720431b2-455a-47db-be59-4312edc7f3b4\"></script>\n\t\t<script type=\"text/javascript\">\n\t\t\t\t\tfunction OptanonWrapper() {}\n\t\t</script>\n\t\t<!-- OneTrust Cookies Consent Notice end for mattermost.com -->\n\n\t<!-- This site is optimized with the Yoast SEO Premium plugin v27.6 (Yoast SEO v27.6) - https://yoast.com/product/yoast-seo-premium-wordpress/ -->\n\t<title>Page not found - Mattermost</title>\n\t<meta property=\"og:locale\" content=\"en_US\" />\n\t<meta property=\"og:title\" content=\"Page not found - Mattermost\" />\n\t<meta property=\"og:site_name\" content=\"Mattermost.com\" />\n\t<script type=\"application/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\/\\/schema.org\",\"@graph\":[{\"@type\":\"WebSite\",\"@id\":\"https:\\/\\/mattermost.com\\/#website\",\"url\":\"https:\\/\\/mattermost.com\\/\",\"name\":\"Mattermost\",\"description\":\"Mattermost is a secure collaboration platform. Trusted, flexible, workflow-centric and fully integrated with the tools you love.\",\"publisher\":{\"@id\":\"https:\\/\\/mattermost.com\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\/\\/mattermost.com\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":[\"Organization\",\"Place\"],\"@id\":\"https:\\/\\/mattermost.com\\/#organization\",\"name\":\"Mattermost\",\"url\":\"https:\\/\\/mattermost.com\\/\",\"logo\":{\"@id\":\"#local-main-organization-logo\"},\"image\":{\"@id\":\"#local-main-organization-logo\"},\"sameAs\":[\"https:\\/\\/www.facebook.com\\/Mattermost-2300985916642531\\/\",\"https:\\/\\/x.com\\/Mattermost\",\"https:\\/\\/www.linkedin.com\\/company\\/mattermost\"],\"address\":{\"@id\":\"#local-main-place-address\"},\"telephone\":[],\"openingHoursSpecification\":[{\"@type\":\"OpeningHoursSpecification\",\"dayOfWeek\":[\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\",\"Sunday\"],\"opens\":\"09:00\",\"closes\":\"17:00\"}]},{\"@type\":\"PostalAddress\",\"@id\":\"#local-main-place-address\",\"streetAddress\":\"530 L"
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 6,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

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

26 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

How to fix

Rewrite these h2 headings as direct questions where appropriate: "Control in a Connected World", "Talk to a specialist in your region:", "Built for real-world mission success", "Proven in Mission-Critical Environments", "European public agency chooses Mattermost & Pexip for secure collaboration, replacing Skype for Business", "Fujitsu Customers with Biodrug Design Accelerator (BDA) use Mattermost to power secure collaboration", "Enelyst powers a global energy intelligence community with Mattermost", "Air Mobility Command uses ChatOps to support largest-ever readiness exercise", "Purpose-built for critical infrastructure use cases:", "The Intelligent Mission Environment", "Secure Messaging & Channels", "Workflow & Playbook Automation", "Audio & Screenshare", "Project & Task Management", "Human-Machine Teaming", "Integration & AI Platform", "Sovereign, Integrated Language Translation", "Advanced Information Controls", "Microsoft Teams Interoperability", "See It All in Action", "Deploy anywhere. Control everything.", "Designed for teams with stringent security & privacy requirements", "Designed for teams with stringent security & privacy requirements", "Take command of your operations", "Privacy Preference Center", "Privacy Preference Center". Add a concise FAQ section or FAQPage JSON-LD for common user questions.

References

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": 26,
  "questionH2s": 0,
  "hasFaq": false,
  "nonQuestionH2s": [
    {
      "index": 1,
      "text": "Control in a Connected World",
      "isQuestion": false,
      "html": "<h2 style=\"text-align: center;\">Control in a Connected World</h2>"
    },
    {
      "index": 2,
      "text": "Talk to a specialist in your region:",
      "isQuestion": false,
      "html": "<h2 style=\"text-align: center;\"><strong>Talk to a specialist in your region:</strong></h2>"
    },
    {
      "index": 3,
      "text": "Built for real-world mission success",
      "isQuestion": false,
      "html": "<h2>Built for real-world mission success</h2>"
    },
    {
      "index": 4,
      "text": "Proven in Mission-Critical Environments",
      "isQuestion": false,
      "html": "<h2>Proven in Mission-Critical Environments</h2>"
    },
    {
      "index": 5,
      "text": "European public agency chooses Mattermost & Pexip for secure collaboration, replacing Skype for Business",
      "isQuestion": false,
      "html": "<h2>European public agency chooses Mattermost &amp; Pexip for secure collaboration, replacing Skype for Business</h2>"
    },
    {
      "index": 6,
      "text": "Fujitsu Customers with Biodrug Design Accelerator (BDA) use Mattermost to power secure collaboration",
      "isQuestion": false,
      "html": "<h2>Fujitsu Customers with Biodrug Design Accelerator (BDA) use Mattermost to power secure collaboration</h2>"
    },
    {
      "index": 7,
      "text": "Enelyst powers a global energy intelligence community with Mattermost",
      "isQuestion": false,
      "html": "<h2>Enelyst powers a global energy intelligence community with Mattermost</h2>"
    },
    {
      "index": 8,
      "text": "Air Mobility Command uses ChatOps to support largest-ever readiness exercise",
      "isQuestion": false,
      "html": "<h2>Air Mobility Command uses ChatOps to support largest-ever readiness exercise</h2>"
    },
    {
      "index": 9,
      "text": "Purpose-built for critical infrastructure use cases:",
      "isQuestion": false,
      "html": "<h2>Purpose-built for critical infrastructure use cases:</h2>"
    },
    {
      "index": 10,
      "text": "The Intelligent Mission Environment",
      "isQuestion": false,
      "html": "<h2>The Intelligent Mission Environment</h2>"
    },
    {
      "index": 11,
      "text": "Secure Messaging & Channels",
      "isQuestion": false,
      "html": "<h2><strong>Secure Messaging &amp; Channels </strong></h2>"
    },
    {
      "index": 12,
      "text": "Workflow & Playbook Automation",
      "isQuestion": false,
      "html": "<h2><strong>Workflow &amp; Playbook Automation </strong></h2>"
    },
    {
      "index": 13,
      "text": "Audio & Screenshare",
      "isQuestion": false,
      "html": "<h2><strong>Audio &amp; Screenshare </strong></h2>"
    },
    {
      "index": 14,
      "text": "Project & Task Management",
      "isQuestion": false,
      "html": "<h2><strong>Project &amp; Task Management </strong></h2>"
    },
    {
      "index": 15,
      "text": "Human-Machine Teaming",
      "isQuestion": false,
      "html": "<h2><strong>Human-Machine Teaming </strong></h2>"
    },
    {
      "index": 16,
      "text": "Integration & AI Platform",
      "isQuestion": false,
      "html": "<h2><strong>Integration &amp; AI Platform</strong></h2>"
    },
    {
      "index": 17,
      "text": "Sovereign, Integrated Language Translation",
      "isQuestion": false,
      "html": "<h2><strong>Sovereign, Integrated Language Translation </strong></h2>"
    },
    {
      "index": 18,
      "text": "Advanced Information Controls",
      "isQuestion": false,
      "html": "<h2><strong>Advanced Information Controls </strong></h2>"
    },
    {
      "index": 19,
      "text": "Microsoft Teams Interoperability",
      "isQuestion": false,
      "html": "<h2><strong>Microsoft Teams Interoperability </strong></h2>"
    },
    {
      "index": 20,
      "text": "See It All in Action",
      "isQuestion": false,
      "html": "<h2><strong>See It All in Action </strong></h2>"
    },
    {
      "index": 21,
      "text": "Deploy anywhere. Control everything.",
      "isQuestion": false,
      "html": "<h2 style=\"text-align: center;\">Deploy anywhere. Control everything.</h2>"
    },
    {
      "index": 22,
      "text": "Designed for teams with stringent security & privacy requirements",
      "isQuestion": false,
      "html": "<h2 class=\"md-and-up-only\">Designed for teams with stringent security &amp; privacy requirements</h2>"
    },
    {
      "index": 23,
      "text": "Designed for teams with stringent security & privacy requirements",
      "isQuestion": false,
      "html": "<h2 class=\"mobile-only\">Designed for teams with stringent security &amp; privacy requirements</h2>"
    },
    {
      "index": 24,
      "text": "Take command of your operations",
      "isQuestion": false,
      "html": "<h2>Take command of your operations</h2>"
    },
    {
      "index": 25,
      "text": "Privacy Preference Center",
      "isQuestion": false,
      "html": "<h2 id=\"ot-pc-title\" aria-hidden=\"false\">Privacy Preference Center</h2>"
    },
    {
      "index": 26,
      "text": "Privacy Preference Center",
      "isQuestion": false,
      "html": "<h2 id=\"ot-pc-title-mobile\" aria-hidden=\"true\">Privacy Preference Center</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

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

Why it matters

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

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 243098
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 6,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

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

Informational

Needs attention

OAuth Protected Resource

Informational

Issue

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

Why it matters

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

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!doctype html>\n<html lang=\"en-US\">\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\t\t<!-- Start MUTINY Script -->\n\t\t\t<script>\n\t\t\t(function(){var a=window.mutiny=window.mutiny||{};if(!window.mutiny.client){a.client={_queue:{}};var b=[\"identify\",\"trackConversion\"];var c=[].concat(b,[\"defaultOptOut\",\"optOut\",\"optIn\"]);var d=function factory(c){return function(){for(var d=arguments.length,e=new Array(d),f=0;f<d;f++){e[f]=arguments[f]}a.client._queue[c]=a.client._queue[c]||[];if(b.includes(c)){return new Promise(function(b,d){a.client._queue[c].push({args:e,resolve:b,reject:d});setTimeout(d,500)})}else{a.client._queue[c].push({args:e})}}};c.forEach(function(b){a.client[b]=d(b)})}})();\n\t\t\t</script>\n\t\t\t<script data-cfasync=\"false\" src=\"http"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "expectedResource": "https://mattermost.com"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://mattermost.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://mattermost.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://mattermost.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 6,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityAccessibilityBrowser audit

Buttons do not have an accessible name

100 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)."
}

SEOSEOBrowser audit

Links are not crawlable

50 Fail

Check name

Links are not crawlable

Score

0/100

Status

fail

Device

desktop

Category

SEO

Fix guidance

Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)

References

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

Evidence

{
  "description": "Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)"
}

SEOSEOBrowser audit

Links do not have descriptive text

50 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

18 links found

Fix guidance

Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).

References

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

Evidence

{
  "displayValue": "18 links found",
  "description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}

Performance and AccessibilityPerformanceBrowser audit

Links do not have a discernible name

25 Fail

Check name

Links do not have a discernible name

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityPerformanceBrowser audit

Render-blocking requests

25 Fail

Check name

Render-blocking requests

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 390 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 390 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

Reduce unused CSS

13 Warning

Check name

Reduce unused CSS

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 43 KiB

Fix guidance

Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).

References

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

Evidence

{
  "displayValue": "Est savings of 43 KiB",
  "description": "Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).",
  "numericValue": 0
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

3 Fail

Check name

Loading performance

Score

88/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

{
  "checks": [
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 88,
      "displayValue": "1.4 s",
      "numericValue": 1350.8299467215056
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 86,
      "displayValue": "170 ms",
      "numericValue": 166.7988714601795
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 98,
      "displayValue": "0.7 s",
      "numericValue": 692.8345222908582
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 48,
      "displayValue": "2.5 s",
      "numericValue": 2457.7005167863163
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 92,
      "displayValue": "120 ms",
      "numericValue": 121
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "10 ms",
      "numericValue": 7.676504999999999
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 10 ms",
      "numericValue": 5
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 89,
      "displayValue": "2.5 s",
      "numericValue": 2469.8005496880805
    }
  ]
}

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 11, 2026	64/100	Level 3, Bot-Aware	Current report