CanAgentUse

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https://grafana.com/

SCANNED

Jun 8, 2026, 8:11 PM

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https://grafana.com/

SCANNED

Jun 8, 2026, 8:11:12 PMJun 8, 2026, 8:11 PM

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57/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Full-stack observability for the agentic era | Grafana Labs | Grafana Labs

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Next step

Turn this report into a fix workflow

26 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	39	Priority fix	9	15	0	View details
Discoverability	57	Needs work	4	5	0	View details
Content Readiness	50	Needs work	5	6	0	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	23	Priority fix	8	27	3	View details
API	50	Needs work	4	4	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	75	Mostly ready	6	2	12	View details
GEO Readiness	84	Mostly ready	2	0	4
AIO Readiness	80	Mostly ready	3	1	3	View details
AEO Readiness	62	Needs work	1	1	5	View details
SEO	92	Strong	10	1	0	View details
SEO	92	Strong	10	1	0	View details
Security & Trust	40	Priority fix	6	3	0	View details
Security & Trust	40	Priority fix	2	3	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	80	Mostly ready	22	3	1	View details
Performance	71	Needs work	14	3	1	View details
Accessibility	97	Strong	8	0	0

Prioritized recommendations

Issues ranked by score impact

44 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

100 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html data-dpl-id=\"dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" id=\"__next_error__\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/mw/_next/static/chunks/webpack-d93600d48db53db7.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\"/><script src=\"/mw/_next/static/chunks/392b95ea-1a5b527628b1eed2.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><script src=\"/mw/_next/static/chunks/5106-fa6e646ce71be916.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><script src=\"/mw/_next/static/chunks/main-app-021901a7afa99f40.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><meta name=\"robots\" content=\"noindex\"/><meta name=\"theme-color\" content=\"black\"/><title>Grafana: The op"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

AI DiscoverabilityBot Access 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 DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is missing or incomplete.

33 Fail

Needs attention

Content freshness signals

Failed check

Issue

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

Why it matters

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

Check name

Content freshness signals

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is missing or incomplete.

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

Evidence

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

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

33 Fail

Needs attention

Content-Security-Policy

Failed check

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

33 Fail

Needs attention

FAQPage schema

Failed check

Issue

FAQ content was detected but no FAQPage schema was found.

Why it matters

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

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

FAQPage schema is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

33 Fail

Needs attention

High-value schema types

Failed check

Issue

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

Why it matters

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

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

High-value schema types is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

33 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

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

Evidence

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

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

33 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, rsc, next-router-state-tree, next-router-prefetch, next-router-segment-prefetch".
Structured Markdown body
Markdown response is missing a heading.

Evidence

{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "Accept-Encoding, rsc, next-router-state-tree, next-router-prefetch, next-router-segment-prefetch"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding, rsc, next-router-state-tree, next-router-prefetch, next-router-segment-prefetch\".",
      "howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
    },
    {
      "id": "markdown-content",
      "title": "Structured Markdown body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "hasHeading": false,
        "wordCount": 48989,
        "excerpt": "<!DOCTYPE html><html data-dpl-id=\"dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" lang=\"en\" class=\"__variable_733bce __variable_7e6fe6 __className_d4a455 scroll-smooth\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initi",
        "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

33 Fail

Needs attention

Referrer-Policy

Failed check

Issue

Referrer-Policy is missing or incomplete.

Why it matters

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

Check name

Referrer-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Limit how much referrer data leaves the site.

Result

Referrer-Policy is missing or incomplete.

Evidence

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

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

33 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: 2/5 applicable form inputs have autocomplete attributes (3 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": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": true,
  "accessibleLinks": true,
  "accessibleButtons": true,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [
      "<input placeholder=\"What do you want to know?\" class=\"gmui:h-10 gmui:grow gmui:border-none gmui:bg-transparent gmui:px-4 gmui:text-base gmui:font-medium gmui:tracking-[-0.16px] gmui:text-black gmui:outline-none gmui:placeholder:font-medium gmui:placeholder:text-gray-600 gmui:md:px-0\" style=\"line-height:23.509px\" value>",
      "<input class=\"gmui:rounded-lg gmui:border gmui:border-gray-300 gmui:text-sm gmui:bg-white gmui:px-11 gmui:py-3.25 gmui:w-full gmui:placeholder:text-gray-400 gmui:focus-visible:border-blue-300 gmui:focus-visible:outline-none gmui:focus-visible:ring-blue-500/5 gmui:focus-visible:ring-4\" placeholder=\"How do I get started with Grafana?\" aria-label=\"How do I get started with Grafana?\" type=\"text\" name=\"query\">",
      "<input type=\"email\" placeholder=\"Email\" class=\"gmui:rounded-lg gmui:border gmui:text-sm gmui:bg-white gmui:px-4 gmui:py-3.25 gmui:w-full gmui:placeholder:text-gray-400 gmui:focus-visible:outline-none gmui:focus-visible:ring-4 gmui:border-gray-300 gmui:focus-visible:border-blue-300 gmui:focus-visible:ring-blue-500/5\" name=\"email\">"
    ],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 1,
    "headings": 29,
    "links": 148,
    "inaccessibleLinks": 0,
    "buttons": 27,
    "inaccessibleButtons": 0,
    "images": 147,
    "imagesWithAlt": 147,
    "autocompleteInputs": 5,
    "inputsWithAutocomplete": 2,
    "missingAutocompleteInputs": 3
  }
}

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": 48876
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

X-Content-Type-Options

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

33 Fail

Needs attention

X-Content-Type-Options

Failed check

Issue

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

Why it matters

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

Check name

X-Content-Type-Options

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Prevent MIME sniffing for browser-loaded resources.

Result

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

Evidence

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

Agent Ease of 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": 48815
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 48820
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 48751
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

25 Fail

Needs attention

mcp.json

Failed check

Issue

mcp.json was not found at the expected path.

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 158440
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 48751
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 48815
          }
        ]
      },
      "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."
    }
  ]
}

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": 49907
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 158440
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 158440
          }
        ]
      },
      "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": 48786
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 48810
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 158440
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

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

20 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index was not found at the expected path.

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 48830
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 48800
          }
        ]
      },
      "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": 48761
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 158440
          }
        ]
      },
      "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": 48766
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 158440
          }
        ]
      },
      "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": "grafana.com",
        "probes": [
          {
            "name": "_index._agents.grafana.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.grafana.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": "grafana.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> is missing a name attribute.
<input> is missing a label.
<input> is missing tool-param-description.
<input name="hp_field"> is missing a label.
<input name="hp_field"> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input name="query"> is missing tool-param-description.
<input name="email"> is missing a label.
<input name="email"> 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": 3,
        "formsWithTags": 0,
        "totalInteractive": 180,
        "interactiveWithTags": 0,
        "totalCount": 183,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description.",
          "<input name=\"hp_field\"> is missing a label.",
          "<input name=\"hp_field\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input name=\"query\"> is missing tool-param-description.",
          "<input name=\"email\"> is missing a label.",
          "<input name=\"email\"> 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": 10,
        "issues": [
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description.",
          "<input name=\"hp_field\"> is missing a label.",
          "<input name=\"hp_field\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input name=\"query\"> is missing tool-param-description.",
          "<input name=\"email\"> is missing a label.",
          "<input name=\"email\"> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing a label."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"hp_field\"> is missing a label."
            },
            {
              "type": "code",
              "value": "<input name=\"hp_field\"> 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 name=\"query\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"email\"> is missing a label."
            },
            {
              "type": "code",
              "value": "<input name=\"email\"> 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": 3,
        "formsWithTags": 0,
        "totalInteractive": 180,
        "interactiveWithTags": 0,
        "totalCount": 183,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing a label.",
          "<input> is missing tool-param-description.",
          "<input name=\"hp_field\"> is missing a label.",
          "<input name=\"hp_field\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input name=\"query\"> is missing tool-param-description.",
          "<input name=\"email\"> is missing a label.",
          "<input name=\"email\"> 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": 3,
    "formsWithTags": 0,
    "totalInteractive": 180,
    "interactiveWithTags": 0,
    "totalCount": 183,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input> is missing a name attribute.",
      "<input> is missing a label.",
      "<input> is missing tool-param-description.",
      "<input name=\"hp_field\"> is missing a label.",
      "<input name=\"hp_field\"> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input name=\"query\"> is missing tool-param-description.",
      "<input name=\"email\"> is missing a label.",
      "<input name=\"email\"> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

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

9 Fail

Needs attention

AIO: Source and trust signals

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/about/grafana-labs/?pg=hp&plcmt=feature-marquee-3",
      "text": "Company info",
      "html": "<a data-slot=\"button\" class=\"inline-flex items-center justify-center whitespace-nowrap rounded-lg font-semibold transition-all disabled:pointer-events-none [&amp;_svg]:pointer-events-none [&amp;_svg:not([class*=&apos;size-&apos;])]:size-5 shrink-0 [&amp;_svg]:shrink-0 outline-none aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive focus-visible:ring-offset hover:cursor-pointer button-link h-auto! w-fit text-button-primary shadow-none relativ..."
    },
    {
      "href": "/about/grafana-labs/",
      "text": "About Grafana Labs",
      "html": "<a data-plcmt=\"footer-nav\" class=\"gmui:text-sm gmui:leading-normal gmui:font-medium gmui:text-black gmui:underline-offset-4 gmui:opacity-60 gmui:transition-opacity gmui:hover:underline gmui:hover:opacity-100\" href=\"/about/grafana-labs/\">About Grafana Labs</a>"
    },
    {
      "href": "https://www.linkedin.com/company/grafana-labs/",
      "text": "",
      "html": "<a data-plcmt=\"footer-nav\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"Linkedin\" class=\"gmui:transition-all gmui:hover:brightness-75\" href=\"https://www.linkedin.com/company/grafana-labs/\"><img alt=\"Linkedin\" loading=\"lazy\" width=\"48\" height=\"48\" decoding=\"async\" data-nimg=\"1\" class=\"gmui:h-12 gmui:w-12\" style=\"color:transparent\" src=\"https://a-us.storyblok.com/f/567658451994139/48x48/ce30b0469d/logo-2.svg\"></a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/contact/",
      "text": "Contact Us",
      "html": "<a data-plcmt=\"nav\" data-slot=\"button\" class=\"gmui:items-center gmui:justify-center gmui:gap-2 gmui:whitespace-nowrap gmui:rounded-lg gmui:font-medium gmui:transition-all gmui:disabled:pointer-events-none gmui:[&amp;_svg]:pointer-events-none gmui:[&amp;_svg:not([class*=&apos;size-&apos;])]:size-5 gmui:shrink-0 gmui:[&amp;_svg]:shrink-0 gmui:outline-none gmui:aria-invalid:ring-destructive/20 gmui:dark:aria-invalid:ring-destructive/40 gmui:aria-invalid:border-destructive gmui:button-ghost gmui:..."
    },
    {
      "href": "/solutions/opentelemetry/?pg=hp&plcmt=marketecture-native-opentelemetry-support",
      "text": "Native OpenTelemetry Support",
      "html": "<a class=\"block\" aria-label=\"Native OpenTelemetry Support\" data-state=\"closed\" href=\"/solutions/opentelemetry/?pg=hp&amp;plcmt=marketecture-native-opentelemetry-support\"><div class=\"group relative flex h-17 w-full cursor-pointer items-center gap-3 rounded-xl border border-gray-200/50 bg-white px-5 shadow-sm transition-all duration-200 hover:shadow-md\"><div class=\"h-3 w-3 shrink-0 rounded-sm\" style=\"background-color:#FBE136\" aria-hidden=\"true\"></div><span class=\"font-inter line-clamp-2 text-ba..."
    },
    {
      "href": "/solutions/opentelemetry/?pg=hp&plcmt=marketecture-native-opentelemetry-support",
      "text": "Native OpenTelemetry Support",
      "html": "<a class=\"block\" aria-label=\"Native OpenTelemetry Support\" data-state=\"closed\" href=\"/solutions/opentelemetry/?pg=hp&amp;plcmt=marketecture-native-opentelemetry-support\"><div class=\"group relative flex h-17 w-full cursor-pointer items-center gap-3 rounded-xl border border-gray-200/50 bg-white px-5 shadow-sm transition-all duration-200 hover:shadow-md\"><div class=\"h-3 w-3 shrink-0 rounded-sm\" style=\"background-color:#FBE136\" aria-hidden=\"true\"></div><span class=\"font-inter line-clamp-2 text-ba..."
    },
    {
      "href": "/contact/",
      "text": "Contact Us",
      "html": "<a data-plcmt=\"footer-nav\" class=\"gmui:text-sm gmui:leading-normal gmui:font-medium gmui:text-black gmui:underline-offset-4 gmui:opacity-60 gmui:transition-opacity gmui:hover:underline gmui:hover:opacity-100\" href=\"/contact/\">Contact Us</a>"
    },
    {
      "href": "/help/",
      "text": "Getting Help",
      "html": "<a data-plcmt=\"footer-nav\" class=\"gmui:text-sm gmui:leading-normal gmui:font-medium gmui:text-black gmui:underline-offset-4 gmui:opacity-60 gmui:transition-opacity gmui:hover:underline gmui:hover:opacity-100\" href=\"/help/\">Getting Help</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/legal/privacy-policy/",
      "text": "Privacy policy",
      "html": "<a uuid=\"null\" target=\"_self\" href=\"/legal/privacy-policy/\">Privacy policy</a>"
    },
    {
      "href": "/legal/terms/",
      "text": "Terms of Service",
      "html": "<a data-plcmt=\"footer-nav\" class=\"gmui:transition-colors\" href=\"/legal/terms/\"><span class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-sans gmui:text-sm gmui:[&amp;_*]:font-sans gmui:[&amp;_*]:text-sm gmui:[&amp;_*]:leading-relaxed gmui:font-medium gmui:[&amp;_*]:font-medium gmui:leading-none gmui:text-gray-600 gmui:hover:text-black gmui:hover:underline gmui:hover:underline-offset-4\">Terms of Service</span></a>"
    },
    {
      "href": "/legal/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a data-plcmt=\"footer-nav\" class=\"gmui:transition-colors\" href=\"/legal/privacy-policy/\"><span class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-sans gmui:text-sm gmui:[&amp;_*]:font-sans gmui:[&amp;_*]:text-sm gmui:[&amp;_*]:leading-relaxed gmui:font-medium gmui:[&amp;_*]:font-medium gmui:leading-none gmui:text-gray-600 gmui:hover:text-black gmui:hover:underline gmui:hover:underline-offset-4\">Privacy Policy</span></a>"
    }
  ],
  "score": 40,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

5 Fail

Needs attention

AEO: Answer evidence and trust

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/about/grafana-labs/?pg=hp&plcmt=feature-marquee-3",
      "text": "Company info",
      "html": "<a data-slot=\"button\" class=\"inline-flex items-center justify-center whitespace-nowrap rounded-lg font-semibold transition-all disabled:pointer-events-none [&amp;_svg]:pointer-events-none [&amp;_svg:not([class*=&apos;size-&apos;])]:size-5 shrink-0 [&amp;_svg]:shrink-0 outline-none aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive focus-visible:ring-offset hover:cursor-pointer button-link h-auto! w-fit text-button-primary shadow-none relativ..."
    },
    {
      "href": "/about/grafana-labs/",
      "text": "About Grafana Labs",
      "html": "<a data-plcmt=\"footer-nav\" class=\"gmui:text-sm gmui:leading-normal gmui:font-medium gmui:text-black gmui:underline-offset-4 gmui:opacity-60 gmui:transition-opacity gmui:hover:underline gmui:hover:opacity-100\" href=\"/about/grafana-labs/\">About Grafana Labs</a>"
    },
    {
      "href": "https://www.linkedin.com/company/grafana-labs/",
      "text": "",
      "html": "<a data-plcmt=\"footer-nav\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"Linkedin\" class=\"gmui:transition-all gmui:hover:brightness-75\" href=\"https://www.linkedin.com/company/grafana-labs/\"><img alt=\"Linkedin\" loading=\"lazy\" width=\"48\" height=\"48\" decoding=\"async\" data-nimg=\"1\" class=\"gmui:h-12 gmui:w-12\" style=\"color:transparent\" src=\"https://a-us.storyblok.com/f/567658451994139/48x48/ce30b0469d/logo-2.svg\"></a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/contact/",
      "text": "Contact Us",
      "html": "<a data-plcmt=\"nav\" data-slot=\"button\" class=\"gmui:items-center gmui:justify-center gmui:gap-2 gmui:whitespace-nowrap gmui:rounded-lg gmui:font-medium gmui:transition-all gmui:disabled:pointer-events-none gmui:[&amp;_svg]:pointer-events-none gmui:[&amp;_svg:not([class*=&apos;size-&apos;])]:size-5 gmui:shrink-0 gmui:[&amp;_svg]:shrink-0 gmui:outline-none gmui:aria-invalid:ring-destructive/20 gmui:dark:aria-invalid:ring-destructive/40 gmui:aria-invalid:border-destructive gmui:button-ghost gmui:..."
    },
    {
      "href": "/solutions/opentelemetry/?pg=hp&plcmt=marketecture-native-opentelemetry-support",
      "text": "Native OpenTelemetry Support",
      "html": "<a class=\"block\" aria-label=\"Native OpenTelemetry Support\" data-state=\"closed\" href=\"/solutions/opentelemetry/?pg=hp&amp;plcmt=marketecture-native-opentelemetry-support\"><div class=\"group relative flex h-17 w-full cursor-pointer items-center gap-3 rounded-xl border border-gray-200/50 bg-white px-5 shadow-sm transition-all duration-200 hover:shadow-md\"><div class=\"h-3 w-3 shrink-0 rounded-sm\" style=\"background-color:#FBE136\" aria-hidden=\"true\"></div><span class=\"font-inter line-clamp-2 text-ba..."
    },
    {
      "href": "/solutions/opentelemetry/?pg=hp&plcmt=marketecture-native-opentelemetry-support",
      "text": "Native OpenTelemetry Support",
      "html": "<a class=\"block\" aria-label=\"Native OpenTelemetry Support\" data-state=\"closed\" href=\"/solutions/opentelemetry/?pg=hp&amp;plcmt=marketecture-native-opentelemetry-support\"><div class=\"group relative flex h-17 w-full cursor-pointer items-center gap-3 rounded-xl border border-gray-200/50 bg-white px-5 shadow-sm transition-all duration-200 hover:shadow-md\"><div class=\"h-3 w-3 shrink-0 rounded-sm\" style=\"background-color:#FBE136\" aria-hidden=\"true\"></div><span class=\"font-inter line-clamp-2 text-ba..."
    },
    {
      "href": "/contact/",
      "text": "Contact Us",
      "html": "<a data-plcmt=\"footer-nav\" class=\"gmui:text-sm gmui:leading-normal gmui:font-medium gmui:text-black gmui:underline-offset-4 gmui:opacity-60 gmui:transition-opacity gmui:hover:underline gmui:hover:opacity-100\" href=\"/contact/\">Contact Us</a>"
    },
    {
      "href": "/help/",
      "text": "Getting Help",
      "html": "<a data-plcmt=\"footer-nav\" class=\"gmui:text-sm gmui:leading-normal gmui:font-medium gmui:text-black gmui:underline-offset-4 gmui:opacity-60 gmui:transition-opacity gmui:hover:underline gmui:hover:opacity-100\" href=\"/help/\">Getting Help</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/legal/privacy-policy/",
      "text": "Privacy policy",
      "html": "<a uuid=\"null\" target=\"_self\" href=\"/legal/privacy-policy/\">Privacy policy</a>"
    },
    {
      "href": "/legal/terms/",
      "text": "Terms of Service",
      "html": "<a data-plcmt=\"footer-nav\" class=\"gmui:transition-colors\" href=\"/legal/terms/\"><span class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-sans gmui:text-sm gmui:[&amp;_*]:font-sans gmui:[&amp;_*]:text-sm gmui:[&amp;_*]:leading-relaxed gmui:font-medium gmui:[&amp;_*]:font-medium gmui:leading-none gmui:text-gray-600 gmui:hover:text-black gmui:hover:underline gmui:hover:underline-offset-4\">Terms of Service</span></a>"
    },
    {
      "href": "/legal/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a data-plcmt=\"footer-nav\" class=\"gmui:transition-colors\" href=\"/legal/privacy-policy/\"><span class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-sans gmui:text-sm gmui:[&amp;_*]:font-sans gmui:[&amp;_*]:text-sm gmui:[&amp;_*]:leading-relaxed gmui:font-medium gmui:[&amp;_*]:font-medium gmui:leading-none gmui:text-gray-600 gmui:hover:text-black gmui:hover:underline gmui:hover:underline-offset-4\">Privacy Policy</span></a>"
    }
  ],
  "score": 40,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 73/100 and needs improvement.

4 Warning

Needs attention

GEO: Entity clarity

Warning

Issue

Title/H1 terms missing from description: full, stack, observability, agentic, era, labs, actually, useful.

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

73/100

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 73/100 and needs improvement.

Evidence

{
  "title": "Full-stack observability for the agentic era | Grafana Labs | Grafana Labs",
  "h1": "Full-stack observability with actually useful AI",
  "description": "Avoid lock-in and ensure reliability with Grafana Cloud. The AI-powered platform built on open standards unifies metrics, logs, traces, profiles, and business data.",
  "topicOverlap": 0.1111111111111111,
  "topicTerms": [
    "full",
    "stack",
    "observability",
    "agentic",
    "era",
    "grafana",
    "labs",
    "actually",
    "useful"
  ],
  "descriptionTerms": [
    "avoid",
    "lock",
    "ensure",
    "reliability",
    "grafana",
    "cloud",
    "powered",
    "platform",
    "built",
    "open",
    "standards",
    "unifies",
    "metrics",
    "logs",
    "traces",
    "profiles",
    "business",
    "data"
  ],
  "missingFromDescription": [
    "full",
    "stack",
    "observability",
    "agentic",
    "era",
    "labs",
    "actually",
    "useful"
  ],
  "score": 73,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

4 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

23 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": 28,
  "passing": 5,
  "failing": [
    {
      "heading": "See clearly. Act faster. Spend smarter.",
      "headingHtml": "<h2 class=\"text-pretty text-foreground font-heading font-semibold text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight group scroll-mt-20 mb-4 tracking-tight\" id=\"see-clearly-act-faster-spend-smarter\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: See clearly. Act faster. Spend...",
      "firstParagraph": "",
      "paragraphHtml": "<p></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    },
    {
      "heading": "Break down data silos. Troubleshoot faster.",
      "headingHtml": "<h3 class=\"text-pretty text-foreground font-heading font-semibold text-xl md:text-2xl leading-snug tracking-tight lg:text-3xl group scroll-mt-20\" id=\"break-down-data-silos-troubleshoot-faster\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Break down data silos. Troubleshoot faster. \" href=\"#break-down-da...",
      "firstParagraph": "Too many tools and data silos? Grafana Cloud unifies telemetry signals into one clear map so your teams can move faster and operate with confidence.",
      "paragraphHtml": "<p><span>Too many tools and data silos? Grafana Cloud unifies telemetry signals into one clear map so your teams can move faster and operate with confidence.</span></p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
    {
      "heading": "Plug in, not lock in",
      "headingHtml": "<h2 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl leading-snug group scroll-mt-20 text-black\" id=\"plug-in-not-lock-in\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: &#xa0;Plug in, not lock in\" href=\"#plug-in-not-lock-in\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\"...",
      "firstParagraph": "Connect your existing tools and data sources to Grafana Cloud — no rip-and-replace required. Built on open standards like OpenTelemetry and Prometheus, with hundreds of plugins and integrations ready to extend your stack.",
      "paragraphHtml": "<p>Connect your existing tools and data sources to Grafana Cloud &#x2014; no rip-and-replace required. Built on open standards like OpenTelemetry and Prometheus, with hundreds of plugins and integrations ready to extend your stack.</p>",
      "words": 32,
      "direct": false,
      "issue": "First paragraph is 32 words and does not look like a concise direct answer."
    },
    {
      "heading": "Products & Solutions",
      "headingHtml": "<h3 class=\"text-pretty text-foreground font-heading font-semibold text-lg md:text-xl leading-normal lg:text-2xl lg:leading-snug lg:tracking-tight text-center tracking-tight col-span-4\">Products &amp; Solutions</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Products & Solutions",
      "headingHtml": "<h3 class=\"text-pretty text-foreground text-lg md:text-xl leading-normal lg:text-2xl lg:leading-snug lg:tracking-tight font-heading mb-6 text-center font-semibold tracking-tight\">Products &amp; Solutions</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Telemetry",
      "headingHtml": "<h3 class=\"text-pretty text-foreground font-heading font-semibold text-lg md:text-xl leading-normal lg:text-2xl lg:leading-snug lg:tracking-tight mb-5 text-center tracking-tight\">Telemetry</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Demo time: Try Grafana Cloud",
      "headingHtml": "<h2 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl leading-snug group scroll-mt-20 text-white\" id=\"demo-time-try-grafana-cloud\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Demo time: Try Grafana Cloud\" href=\"#demo-time-try-grafana-cloud\"><svg xmlns=\"http://www.w3.org/200...",
      "firstParagraph": "Jump right in, no registration required.",
      "paragraphHtml": "<p><span>Jump right in, no registration required.</span></p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Shaping the future of observability",
      "headingHtml": "<h3 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl group scroll-mt-20 leading-tight text-gray-900\" id=\"shaping-the-future-of-observability\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Shaping the future of observability\" href=\"#shaping-the-future-of-observability\"><svg x...",
      "firstParagraph": "Grafana Labs CEO Raj Dutt discusses how we're reimagining SaaS economics and simplifying complexity.",
      "paragraphHtml": "<p>Grafana Labs CEO Raj Dutt discusses how we&apos;re reimagining SaaS economics and simplifying complexity.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Leader in the 2025 Gartner® Magic Quadrant™ for Observability Platforms",
      "headingHtml": "<h3 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl group scroll-mt-20 leading-tight text-gray-900\" id=\"leader-in-the-2025-gartner-magic-quadrant-for-observability-\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Leader in the 2025 Gartner&#xae; Magic Quadrant&#x2122; for Ob...",
      "firstParagraph": "Gartner evaluated 20 vendors based on their Ability to Execute and Completeness of Vision, and Grafana Labs was positioned furthest in Completeness of Vision.",
      "paragraphHtml": "<p><span style=\"color:#000000\">Gartner evaluated 20 vendors based on their Ability to Execute and Completeness of Vision, and Grafana Labs was positioned furthest in Completeness of Vision.</span></p>",
      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
    {
      "heading": "Insights on the state of observability",
      "headingHtml": "<h3 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl group scroll-mt-20 leading-tight text-white\" id=\"insights-on-the-state-of-observability\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Insights on the state of observability\" href=\"#insights-on-the-state-of-observability\">...",
      "firstParagraph": "Explore insights from the industry’s largest community-driven survey on the evolving state of observability.",
      "paragraphHtml": "<p>Explore insights from the industry&#x2019;s largest community-driven survey on the evolving state of observability. </p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Biggest updates from GrafanaCON",
      "headingHtml": "<h3 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl group scroll-mt-20 leading-tight text-gray-900\" id=\"biggest-updates-from-grafana-con\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Biggest updates from GrafanaCON\" href=\"#biggest-updates-from-grafana-con\"><svg xmlns=\"http...",
      "firstParagraph": "AI-powered workflows, new Grafana capabilities, and what’s coming next in open source observability. Everything announced at GrafanaCON 2026 in one place.",
      "paragraphHtml": "<p><span style=\"color:#000000\">AI-powered workflows, new Grafana capabilities, and what&#x2019;s coming next in open source observability. Everything announced at GrafanaCON 2026 in one place.</span></p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Shaping the future of observability",
      "headingHtml": "<h3 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl group scroll-mt-20 leading-tight text-gray-900\" id=\"shaping-the-future-of-observability\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Shaping the future of observability\" href=\"#shaping-the-future-of-observability\"><svg x...",
      "firstParagraph": "Grafana Labs CEO Raj Dutt discusses how we're reimagining SaaS economics and simplifying complexity.",
      "paragraphHtml": "<p>Grafana Labs CEO Raj Dutt discusses how we&apos;re reimagining SaaS economics and simplifying complexity.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Leader in the 2025 Gartner® Magic Quadrant™ for Observability Platforms",
      "headingHtml": "<h3 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl group scroll-mt-20 leading-tight text-gray-900\" id=\"leader-in-the-2025-gartner-magic-quadrant-for-observability-\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Leader in the 2025 Gartner&#xae; Magic Quadrant&#x2122; for Ob...",
      "firstParagraph": "Gartner evaluated 20 vendors based on their Ability to Execute and Completeness of Vision, and Grafana Labs was positioned furthest in Completeness of Vision.",
      "paragraphHtml": "<p><span style=\"color:#000000\">Gartner evaluated 20 vendors based on their Ability to Execute and Completeness of Vision, and Grafana Labs was positioned furthest in Completeness of Vision.</span></p>",
      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
    {
      "heading": "The open observability cloud",
      "headingHtml": "<h2 class=\"text-pretty text-foreground font-heading text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight font-semibold group scroll-mt-20 mb-4\" id=\"the-open-observability-cloud\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: The open observability cloud\" href=\"#the-open-observa...",
      "firstParagraph": "Built on open source, open standards, and open ecosystems",
      "paragraphHtml": "<p><span style=\"color:#000000\">Built on open source, open standards, and open ecosystems</span></p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Still have questions?",
      "headingHtml": "<h3 class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-heading gmui:font-semibold gmui:md:text-2xl gmui:[&amp;_*]:font-heading gmui:[&amp;_*]:font-semibold gmui:[&amp;_*]:text-xl gmui:md:[&amp;_*]:text-2xl gmui:[&amp;_*]:leading-snug gmui:[&amp;_*]:tracking-tight gmui:lg:[&amp;_*]:tracking-normal gmui:lg:[&amp;_*]:text-3xl gmui:text-2xl gmui:leading-[135%] gmui:tracking-[-0.48px] gmui:text-black gmui:lg:text-[30px] gmui:lg:tracking-[-0.6px]\">Still have questions?</h3>",
      "firstParagraph": "Ask your questions. Let AI do the heavy lifting.",
      "paragraphHtml": "<p class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-sans gmui:text-sm gmui:[&amp;_*]:font-sans gmui:[&amp;_*]:text-sm gmui:[&amp;_*]:leading-relaxed gmui:font-medium gmui:[&amp;_*]:font-medium gmui:mt-3 gmui:leading-none gmui:tracking-[-0.14px] gmui:text-gray-600\">Ask your questions. Let AI do the heavy lifting.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get every update",
      "headingHtml": "<h3 class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-heading gmui:font-semibold gmui:md:text-2xl gmui:[&amp;_*]:font-heading gmui:[&amp;_*]:font-semibold gmui:[&amp;_*]:text-xl gmui:md:[&amp;_*]:text-2xl gmui:[&amp;_*]:leading-snug gmui:[&amp;_*]:tracking-tight gmui:lg:[&amp;_*]:tracking-normal gmui:lg:[&amp;_*]:text-3xl gmui:text-2xl gmui:leading-[135%] gmui:tracking-[-0.48px] gmui:text-black gmui:lg:text-[30px] gmui:lg:tracking-[-0.6px]\">Get every update</h3>",
      "firstParagraph": "Subscribe to our newsletter",
      "paragraphHtml": "<p class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-sans gmui:text-sm gmui:[&amp;_*]:font-sans gmui:[&amp;_*]:text-sm gmui:[&amp;_*]:leading-relaxed gmui:font-medium gmui:[&amp;_*]:font-medium gmui:mt-3 gmui:leading-none gmui:tracking-[-0.14px] gmui:text-gray-600\">Subscribe to our newsletter</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Grafana Cloud",
      "headingHtml": "<h3 class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-sans gmui:text-lg gmui:[&amp;_*]:font-sans gmui:[&amp;_*]:text-lg gmui:[&amp;_*]:leading-loose gmui:[&amp;_*]:tracking-tight gmui:font-semibold gmui:[&amp;_*]:font-semibold gmui:leading-normal gmui:tracking-normal gmui:text-black\">Grafana Cloud</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Solutions",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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    {
      "heading": "Integrations",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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    {
      "heading": "Open Source",
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      "firstParagraph": "",
      "paragraphHtml": "",
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      "direct": false,
      "issue": "No paragraph follows this heading."
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      "heading": "Learn",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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      "heading": "Company",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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      "heading": "Compare",
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      "firstParagraph": "Donut take our word for it. Try Grafana Cloud today.",
      "paragraphHtml": "<p><span style=\"color: \">Donut take our word for it. Try </span><span style=\"color: \"><a uuid=\"dc0edea5-c810-43d0-84f6-89ff3067bc4e\" target=\"_self\" href=\"/products/cloud/\">Grafana Cloud</a></span><span style=\"color: \"> today.</span></p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
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  "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

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

Why it matters

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

Check name

AEO: Question-led structure

Score

50/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "h2Count": 7,
  "questionH2s": [],
  "hasFaq": true,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

2 Warning

Needs attention

GEO: Explanatory content depth

Warning

Issue

No substantial explanatory paragraphs were found.

Details

Why it matters

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

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

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning

Issue

23 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

{
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      "heading": "See clearly. Act faster. Spend smarter.",
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      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
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      "heading": "Break down data silos. Troubleshoot faster.",
      "headingHtml": "<h3 class=\"text-pretty text-foreground font-heading font-semibold text-xl md:text-2xl leading-snug tracking-tight lg:text-3xl group scroll-mt-20\" id=\"break-down-data-silos-troubleshoot-faster\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Break down data silos. Troubleshoot faster. \" href=\"#break-down-da...",
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      "words": 25,
      "direct": false,
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      "heading": "Plug in, not lock in",
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      "firstParagraph": "Connect your existing tools and data sources to Grafana Cloud — no rip-and-replace required. Built on open standards like OpenTelemetry and Prometheus, with hundreds of plugins and integrations ready to extend your stack.",
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      "words": 32,
      "direct": false,
      "issue": "First paragraph is 32 words and does not look like a concise direct answer."
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    {
      "heading": "Products & Solutions",
      "headingHtml": "<h3 class=\"text-pretty text-foreground font-heading font-semibold text-lg md:text-xl leading-normal lg:text-2xl lg:leading-snug lg:tracking-tight text-center tracking-tight col-span-4\">Products &amp; Solutions</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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    {
      "heading": "Products & Solutions",
      "headingHtml": "<h3 class=\"text-pretty text-foreground text-lg md:text-xl leading-normal lg:text-2xl lg:leading-snug lg:tracking-tight font-heading mb-6 text-center font-semibold tracking-tight\">Products &amp; Solutions</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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    {
      "heading": "Telemetry",
      "headingHtml": "<h3 class=\"text-pretty text-foreground font-heading font-semibold text-lg md:text-xl leading-normal lg:text-2xl lg:leading-snug lg:tracking-tight mb-5 text-center tracking-tight\">Telemetry</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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      "heading": "Demo time: Try Grafana Cloud",
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      "firstParagraph": "Jump right in, no registration required.",
      "paragraphHtml": "<p><span>Jump right in, no registration required.</span></p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
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    {
      "heading": "Shaping the future of observability",
      "headingHtml": "<h3 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl group scroll-mt-20 leading-tight text-gray-900\" id=\"shaping-the-future-of-observability\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Shaping the future of observability\" href=\"#shaping-the-future-of-observability\"><svg x...",
      "firstParagraph": "Grafana Labs CEO Raj Dutt discusses how we're reimagining SaaS economics and simplifying complexity.",
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      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
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    {
      "heading": "Leader in the 2025 Gartner® Magic Quadrant™ for Observability Platforms",
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      "firstParagraph": "Gartner evaluated 20 vendors based on their Ability to Execute and Completeness of Vision, and Grafana Labs was positioned furthest in Completeness of Vision.",
      "paragraphHtml": "<p><span style=\"color:#000000\">Gartner evaluated 20 vendors based on their Ability to Execute and Completeness of Vision, and Grafana Labs was positioned furthest in Completeness of Vision.</span></p>",
      "words": 24,
      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
    },
    {
      "heading": "Insights on the state of observability",
      "headingHtml": "<h3 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl group scroll-mt-20 leading-tight text-white\" id=\"insights-on-the-state-of-observability\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Insights on the state of observability\" href=\"#insights-on-the-state-of-observability\">...",
      "firstParagraph": "Explore insights from the industry’s largest community-driven survey on the evolving state of observability.",
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      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
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    {
      "heading": "Biggest updates from GrafanaCON",
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      "heading": "Shaping the future of observability",
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      "firstParagraph": "Grafana Labs CEO Raj Dutt discusses how we're reimagining SaaS economics and simplifying complexity.",
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    {
      "heading": "Leader in the 2025 Gartner® Magic Quadrant™ for Observability Platforms",
      "headingHtml": "<h3 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl group scroll-mt-20 leading-tight text-gray-900\" id=\"leader-in-the-2025-gartner-magic-quadrant-for-observability-\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Leader in the 2025 Gartner&#xae; Magic Quadrant&#x2122; for Ob...",
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      "direct": false,
      "issue": "First paragraph is 24 words and does not look like a concise direct answer."
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      "heading": "The open observability cloud",
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      "words": 9,
      "direct": false,
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    {
      "heading": "Still have questions?",
      "headingHtml": "<h3 class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-heading gmui:font-semibold gmui:md:text-2xl gmui:[&amp;_*]:font-heading gmui:[&amp;_*]:font-semibold gmui:[&amp;_*]:text-xl gmui:md:[&amp;_*]:text-2xl gmui:[&amp;_*]:leading-snug gmui:[&amp;_*]:tracking-tight gmui:lg:[&amp;_*]:tracking-normal gmui:lg:[&amp;_*]:text-3xl gmui:text-2xl gmui:leading-[135%] gmui:tracking-[-0.48px] gmui:text-black gmui:lg:text-[30px] gmui:lg:tracking-[-0.6px]\">Still have questions?</h3>",
      "firstParagraph": "Ask your questions. Let AI do the heavy lifting.",
      "paragraphHtml": "<p class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-sans gmui:text-sm gmui:[&amp;_*]:font-sans gmui:[&amp;_*]:text-sm gmui:[&amp;_*]:leading-relaxed gmui:font-medium gmui:[&amp;_*]:font-medium gmui:mt-3 gmui:leading-none gmui:tracking-[-0.14px] gmui:text-gray-600\">Ask your questions. Let AI do the heavy lifting.</p>",
      "words": 9,
      "direct": false,
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      "heading": "Get every update",
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      "firstParagraph": "Subscribe to our newsletter",
      "paragraphHtml": "<p class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-sans gmui:text-sm gmui:[&amp;_*]:font-sans gmui:[&amp;_*]:text-sm gmui:[&amp;_*]:leading-relaxed gmui:font-medium gmui:[&amp;_*]:font-medium gmui:mt-3 gmui:leading-none gmui:tracking-[-0.14px] gmui:text-gray-600\">Subscribe to our newsletter</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
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    {
      "heading": "Grafana Cloud",
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      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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      "heading": "Integrations",
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      "direct": false,
      "issue": "No paragraph follows this heading."
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    {
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      "issue": "No paragraph follows this heading."
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      "direct": false,
      "issue": "No paragraph follows this heading."
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      "heading": "Company",
      "headingHtml": "<h3 class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-sans gmui:text-lg gmui:[&amp;_*]:font-sans gmui:[&amp;_*]:text-lg gmui:[&amp;_*]:leading-loose gmui:[&amp;_*]:tracking-tight gmui:font-semibold gmui:[&amp;_*]:font-semibold gmui:leading-normal gmui:tracking-normal gmui:text-black\">Company</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
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      "heading": "Compare",
      "headingHtml": "<h3 class=\"gmui:text-pretty gmui:[&amp;_p]:m-0 gmui:font-sans gmui:text-lg gmui:[&amp;_*]:font-sans gmui:[&amp;_*]:text-lg gmui:[&amp;_*]:leading-loose gmui:[&amp;_*]:tracking-tight gmui:font-semibold gmui:[&amp;_*]:font-semibold gmui:leading-normal gmui:tracking-normal gmui:text-black\">Compare</h3>",
      "firstParagraph": "Donut take our word for it. Try Grafana Cloud today.",
      "paragraphHtml": "<p><span style=\"color: \">Donut take our word for it. Try </span><span style=\"color: \"><a uuid=\"dc0edea5-c810-43d0-84f6-89ff3067bc4e\" target=\"_self\" href=\"/products/cloud/\">Grafana Cloud</a></span><span style=\"color: \"> today.</span></p>",
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}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

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

2 Warning

Needs attention

GEO: Extraction-friendly structure

Warning

Issue

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

Details

Why it matters

Check name

GEO: Extraction-friendly structure

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": true,
  "definitionPatterns": 3,
  "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"
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  "score": 85,
  "weight": 24
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

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

2 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

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

Details

Why it matters

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

Check name

AIO: Page experience for AIO

Score

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 78/100 and needs improvement.

1 Warning

Needs attention

AEO: Entity and definition clarity

Warning

Issue

Entity or definition gaps: full, stack, observability, agentic, era, labs, actually, useful.

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

78/100

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 78/100 and needs improvement.

Evidence

{
  "title": "Full-stack observability for the agentic era | Grafana Labs | Grafana Labs",
  "h1": "Full-stack observability with actually useful AI",
  "description": "Avoid lock-in and ensure reliability with Grafana Cloud. The AI-powered platform built on open standards unifies metrics, logs, traces, profiles, and business data.",
  "topicOverlap": 0.1111111111111111,
  "definitionCount": 3,
  "topicTerms": [
    "full",
    "stack",
    "observability",
    "agentic",
    "era",
    "grafana",
    "labs",
    "actually",
    "useful"
  ],
  "descriptionTerms": [
    "avoid",
    "lock",
    "ensure",
    "reliability",
    "grafana",
    "cloud",
    "powered",
    "platform",
    "built",
    "open",
    "standards",
    "unifies",
    "metrics",
    "logs",
    "traces",
    "profiles",
    "business",
    "data"
  ],
  "missingFromDescription": [
    "full",
    "stack",
    "observability",
    "agentic",
    "era",
    "labs",
    "actually",
    "useful"
  ],
  "score": 78,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "headings": [
    {
      "text": "See clearly. Act faster. Spend smarter.",
      "html": "<h2 class=\"text-pretty text-foreground font-heading font-semibold text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight group scroll-mt-20 mb-4 tracking-tight\" id=\"see-clearly-act-faster-spend-smarter\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: See clearly. Act faster. Spend..."
    },
    {
      "text": "Plug in, not lock in",
      "html": "<h2 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl leading-snug group scroll-mt-20 text-black\" id=\"plug-in-not-lock-in\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: &#xa0;Plug in, not lock in\" href=\"#plug-in-not-lock-in\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\"..."
    },
    {
      "text": "Observe everything. Solve anything.",
      "html": "<h2 class=\"text-foreground font-heading font-semibold text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight group scroll-mt-20 mb-4 tracking-tight text-balance\" id=\"observe-everything-solve-anything\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Observe everything. Solve anythi..."
    },
    {
      "text": "Demo time: Try Grafana Cloud",
      "html": "<h2 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl leading-snug group scroll-mt-20 text-white\" id=\"demo-time-try-grafana-cloud\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Demo time: Try Grafana Cloud\" href=\"#demo-time-try-grafana-cloud\"><svg xmlns=\"http://www.w3.org/200..."
    },
    {
      "text": "Real stories from real customers",
      "html": "<h2 class=\"text-pretty text-foreground font-heading font-semibold text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight group scroll-mt-20\" id=\"real-stories-from-real-customers\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Real stories from real customers\" href=\"#real-stories-..."
    },
    {
      "text": "Built on open source. Driven by community.",
      "html": "<h2 class=\"text-pretty font-heading font-semibold text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight relative mt-12 tracking-tight lg:mt-0 text-black\">Built on open source. Driven by community.</h2>"
    },
    {
      "text": "The open observability cloud",
      "html": "<h2 class=\"text-pretty text-foreground font-heading text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight font-semibold group scroll-mt-20 mb-4\" id=\"the-open-observability-cloud\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: The open observability cloud\" href=\"#the-open-observa..."
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Full-stack observability for the agentic era?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Full-stack observability for the agentic era work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Full-stack observability for the agentic era?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Full-stack observability for the agentic era free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Full-stack observability for the agentic era compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Full-stack observability for the agentic era?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Full-stack observability for the agentic era work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Full-stack observability for the agentic era?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Full-stack observability for the agentic era free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Full-stack observability for the agentic era 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": "application/json; charset=utf-8",
            "length": 122
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "application/json; charset=utf-8",
            "length": 119
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 158440
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational

Issue

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

Details

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "See clearly. Act faster. Spend smarter.",
      "html": "<h2 class=\"text-pretty text-foreground font-heading font-semibold text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight group scroll-mt-20 mb-4 tracking-tight\" id=\"see-clearly-act-faster-spend-smarter\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: See clearly. Act faster. Spend..."
    },
    {
      "text": "Plug in, not lock in",
      "html": "<h2 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl leading-snug group scroll-mt-20 text-black\" id=\"plug-in-not-lock-in\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: &#xa0;Plug in, not lock in\" href=\"#plug-in-not-lock-in\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\"..."
    },
    {
      "text": "Observe everything. Solve anything.",
      "html": "<h2 class=\"text-foreground font-heading font-semibold text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight group scroll-mt-20 mb-4 tracking-tight text-balance\" id=\"observe-everything-solve-anything\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Observe everything. Solve anythi..."
    },
    {
      "text": "Demo time: Try Grafana Cloud",
      "html": "<h2 class=\"text-pretty font-heading font-semibold text-2xl md:text-3xl lg:text-4xl leading-snug group scroll-mt-20 text-white\" id=\"demo-time-try-grafana-cloud\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Demo time: Try Grafana Cloud\" href=\"#demo-time-try-grafana-cloud\"><svg xmlns=\"http://www.w3.org/200..."
    },
    {
      "text": "Real stories from real customers",
      "html": "<h2 class=\"text-pretty text-foreground font-heading font-semibold text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight group scroll-mt-20\" id=\"real-stories-from-real-customers\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: Real stories from real customers\" href=\"#real-stories-..."
    },
    {
      "text": "Built on open source. Driven by community.",
      "html": "<h2 class=\"text-pretty font-heading font-semibold text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight relative mt-12 tracking-tight lg:mt-0 text-black\">Built on open source. Driven by community.</h2>"
    },
    {
      "text": "The open observability cloud",
      "html": "<h2 class=\"text-pretty text-foreground font-heading text-3xl md:text-4xl leading-snug lg:text-5xl lg:leading-tight lg:tracking-tight font-semibold group scroll-mt-20 mb-4\" id=\"the-open-observability-cloud\"><a class=\"hidden md:inline-block w-0 overflow-visible opacity-0 group-hover:opacity-100 focus-visible:opacity-100 transition-opacity duration-150 no-underline text-blue-600 hover:text-blue-700 align-baseline\" aria-label=\"Link to section: The open observability cloud\" href=\"#the-open-observa..."
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Full-stack observability for the agentic era?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Full-stack observability for the agentic era work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Full-stack observability for the agentic era?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Full-stack observability for the agentic era free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Full-stack observability for the agentic era compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Full-stack observability for the agentic era?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Full-stack observability for the agentic era work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Full-stack observability for the agentic era?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Full-stack observability for the agentic era free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Full-stack observability for the agentic era 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" 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; missing credential type language.

Why it matters

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

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html" 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; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.

Evidence

{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": true,
        "statusCode": 200,
        "contentType": "text/html",
        "length": 793,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html\" 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; missing credential type language.",
          "compatibleContentType": false,
          "contentLength": 722,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": false,
          "mentionsCredential": false,
          "links": [
            "/auth/favicon.ico",
            "/title",
            "/auth/static/js/index-ZPLTlpFz.js",
            "/script",
            "/auth/static/js/emotion-CKP29ahx.js",
            "/auth/static/js/vendor-B6X9-gdS.js",
            "/auth/static/css/index-DbrevZwv.css",
            "/head",
            "/noscript",
            "/div"
          ],
          "rawExcerpt": "<!DOCTYPE html>\n<html lang=\"en\">\n  <head>\n    <meta charset=\"utf-8\" />\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n    <meta name=\"description\" content=\"Welcome to Grafana Cloud\" />\n    <link rel=\"shortcut icon\" href=\"/auth/favicon.ico\" />\n    <title>Grafana Cloud</title>\n    <script type=\"module\" crossorigin src=\"/auth/static/js/index-ZPLTlpFz.js\"></script>\n    <link rel=\"modulepreload\" crossorigin href=\"/auth/static/js/emotion-CKP29ahx.js\">\n    <link rel=\"modulepreload\" crossorigin href=\"/auth/static/js/vendor-B6X9-gdS.js\">\n    <link rel=\"stylesheet\" crossorigin href=\"/auth/static/css/index-DbrevZwv.css\">\n  </head>\n  <body>\n    <noscript id=\"noroot\">You need to enable JavaScript to run this app.</noscript>\n    <div id=\"root\"></div>\n  </body>\n</html>\n"
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html\" 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; missing credential type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8",
        "length": 48831,
        "text": "<!DOCTYPE html><html data-dpl-id=\"dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" id=\"__next_error__\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/mw/_next/static/chunks/webpack-d93600d48db53db7.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\"/><script src=\"/mw/_next/static/chunks/392b95ea-1a5b527628b1eed2.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><script src=\"/mw/_next/static/chunks/5106-fa6e646ce71be916.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><script src=\"/mw/_next/static/chunks/main-app-021901a7afa99f40.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><meta name=\"robots\" content=\"noindex\"/><meta name=\"theme-color\" content=\"black\"/><title>Grafana: The open and composable observability platform | Grafana Labs</title><meta name=\"description\" content=\"Grafana is the open source analytics &amp; monitoring solution for every database.\"/><meta name=\"keywords\" content=\"Logs,Grafana,Traces,Metrics,Observability,Monitoring,Analytics\"/><meta name=\"robots\" content=\"noindex, nofollow\"/><meta name=\"googlebot\" content=\"noindex, nofollow, max-video-preview:-1, max-image-preview:large, max-snippet:-1\"/><link rel=\"canonical\" href=\"https://grafana.com/\"/><meta name=\"facebook-domain-verification\" content=\"0nzzvug74mf2l7egl1acd75hg8l0zq\"/><meta name=\"zd-site-verification\" content=\"khfhpajsuhgh7m48qdm8f9\"/><meta name=\"mobile-web-app-capable\" content=\"yes\"/><meta name=\"apple-mobile-web-app-title\" content=\"Grafana: The open and composable observability platform | Grafana Labs\"/><meta name=\"apple-mobile-web-app-status-bar-style\" content=\"default\"/><meta property=\"og:title\" content=\"Grafana: The open and composable observability platform | Grafana Labs\"/><meta property=\"og:description\" content=\"Grafana is the open source analytics &amp; monitoring solution for every database.\"/><meta property=\"og:url\" content=\"https://grafana.com/\"/><meta property=\"og:site_name\" content=\"Grafana Labs\"/><meta property=\"og:locale\" content=\"en\"/><meta property=\"og:image\" content=\"https://a-us.storyblok.com/f/1022730/1200x630/62a8514d48/default-og.png\"/><meta property=\"og:image:width\" content=\"1200\"/><meta property=\"og:image:height\" content=\"630\"/><meta property=\"og:image:alt\" content=\"Grafana Labs Open Graph\"/><meta property=\"og:type\" content=\"website\"/><meta name=\"twitter:card\" content=\"summary_large_image\"/><meta name=\"twitter:site\" content=\"@grafana\"/><meta name=\"twitter:creator\" content=\"@grafana\"/><meta name=\"twitter:title\" content=\"Grafana: The open and composable observability platform | Grafana Labs\"/><meta name=\"twitter:description\" content=\"Grafana is the open source analytics &amp; monitoring solution for every database.\"/><meta name=\"twitter:image\" content=\"https://a-us.storyblok.com/f/1022730/1200x630/62a8514d48/default-og.png\"/><link rel=\"icon\" href=\"/favicon.ico?67f0da79a12facce\" type=\"image/x-icon\" sizes=\"256x256\"/><script src=\"/mw/_next/static/chunks/polyfills-42372ed130431b0a.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" noModule=\"\"></script></head><body><div hidden=\"\"><!--$--><!--/$--></div><script src=\"/mw/_next/static/chunks/webpack-d93600d48db53db7.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" id=\"_R_\" async=\"\"></script><script>(self.__next_f=self.__next_f||[]).push([0])</script><script>self.__next_f.push([1,\"1:\\\"$Sreact.fragment\\\"\\n2:I[16841,[],\\\"\\\"]\\n3:I[76109,[],\\\"\\\"]\\n7:I[41708,[],\\\"OutletBoundary\\\"]\\n8:\\\"$Sreact.suspense\\\"\\nb:I[41708,[],\\\"ViewportBoundary\\\"]\\nd:I[41708,[],\\\"MetadataBoundary\\\"]\\nf:I[28891,[],\\\"default\\\",1]\\n:HL[\\\"/mw/_next/static/media/0484562807a97172-s.p.woff2?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\\\",\\\"font\\\",{\\\"crossOrigin\\\":\\\"\\\",\\\"type\\\":\\\"font/woff2\\\"}]\\n:HL[\\\"/mw/_next/static/media/8888a3826f4a3af4-s.p.woff2?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\\\",\\\"font\\\",{\\\"crossOrigin\\\":\\\"\\\",\\\"type\\\":\\\"font/woff2\\\"}]\\n:HL[\\\"/mw/_next/static/media/8a7cb27d142e3e19-s.p.ttf?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\\\",\\\"fo"
      },
      "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": 48841,
          "text": "<!DOCTYPE html><html data-dpl-id=\"dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" id=\"__next_error__\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/mw/_next/static/chunks/webpack-d93600d48db53db7.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\"/><script src=\"/mw/_next/static/chunks/392b95ea-1a5b527628b1eed2.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><script src=\"/mw/_next/static/chunks/5106-fa6e646ce71be916.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><script src=\"/mw/_next/static/chunks/main-app-021901a7afa99f40.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><meta name=\"robots\" content=\"noindex\"/><meta name=\"theme-color\" content=\"black\"/><title>Grafana: The open and composable observability platform | Grafana Labs</title><meta name=\"description\" content=\"Grafana is the open source analytics &amp; monitoring solution for every database.\"/><meta name=\"keywords\" content=\"Logs,Grafana,Traces,Metrics,Observability,Monitoring,Analytics\"/><meta name=\"robots\" content=\"noindex, nofollow\"/><meta name=\"googlebot\" content=\"noindex, nofollow, max-video-preview:-1, max-image-preview:large, max-snippet:-1\"/><link rel=\"canonical\" href=\"https://grafana.com/\"/><meta name=\"facebook-domain-verification\" content=\"0nzzvug74mf2l7egl1acd75hg8l0zq\"/><meta name=\"zd-site-verification\" content=\"khfhpajsuhgh7m48qdm8f9\"/><meta name=\"mobile-web-app-capable\" content=\"yes\"/><meta name=\"apple-mobile-web-app-title\" content=\"Grafana: The open and composable observability platform | Grafana Labs\"/><meta name=\"apple-mobile-web-app-status-bar-style\" content=\"default\"/><meta property=\"og:title\" content=\"Grafana: The open and composable observability platform | Grafana Labs\"/><meta property=\"og:description\" content=\"Grafana is the open source analytics &amp; monitoring solution for every database.\"/><meta property=\"og:url\" content=\"https://grafana.com/\"/><meta property=\"og:site_name\" content=\"Grafana Labs\"/><meta property=\"og:locale\" content=\"en\"/><meta property=\"og:image\" content=\"https://a-us.storyblok.com/f/1022730/1200x630/62a8514d48/default-og.png\"/><meta property=\"og:image:width\" content=\"1200\"/><meta property=\"og:image:height\" content=\"630\"/><meta property=\"og:image:alt\" content=\"Grafana Labs Open Graph\"/><meta property=\"og:type\" content=\"website\"/><meta name=\"twitter:card\" content=\"summary_large_image\"/><meta name=\"twitter:site\" content=\"@grafana\"/><meta name=\"twitter:creator\" content=\"@grafana\"/><meta name=\"twitter:title\" content=\"Grafana: The open and composable observability platform | Grafana Labs\"/><meta name=\"twitter:description\" content=\"Grafana is the open source analytics &amp; monitoring solution for every database.\"/><meta name=\"twitter:image\" content=\"https://a-us.storyblok.com/f/1022730/1200x630/62a8514d48/default-og.png\"/><link rel=\"icon\" href=\"/favicon.ico?67f0da79a12facce\" type=\"image/x-icon\" sizes=\"256x256\"/><script src=\"/mw/_next/static/chunks/polyfills-42372ed130431b0a.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" noModule=\"\"></script></head><body><div hidden=\"\"><!--$--><!--/$--></div><script src=\"/mw/_next/static/chunks/webpack-d93600d48db53db7.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" id=\"_R_\" async=\"\"></script><script>(self.__next_f=self.__next_f||[]).push([0])</script><script>self.__next_f.push([1,\"1:\\\"$Sreact.fragment\\\"\\n2:I[16841,[],\\\"\\\"]\\n3:I[76109,[],\\\"\\\"]\\n7:I[41708,[],\\\"OutletBoundary\\\"]\\n8:\\\"$Sreact.suspense\\\"\\nb:I[41708,[],\\\"ViewportBoundary\\\"]\\nd:I[41708,[],\\\"MetadataBoundary\\\"]\\nf:I[28891,[],\\\"default\\\",1]\\n:HL[\\\"/mw/_next/static/media/0484562807a97172-s.p.woff2?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\\\",\\\"font\\\",{\\\"crossOrigin\\\":\\\"\\\",\\\"type\\\":\\\"font/woff2\\\"}]\\n:HL[\\\"/mw/_next/static/media/8888a3826f4a3af4-s.p.woff2?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\\\",\\\"font\\\",{\\\"crossOrigin\\\":\\\"\\\",\\\"type\\\":\\\"font/woff2\\\"}]\\n:HL[\\\"/mw/_next/static/media/8a7cb27d142e3e19-s.p.ttf?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\\\",\\\"fo"
        }
      },
      "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": 9,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational

Issue

IndexNow key is informational for this page.

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

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

Evidence

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

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

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

Informational

Needs attention

OAuth / OIDC discovery

Informational

Issue

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

Why it matters

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

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 48811
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 48841
          }
        ]
      },
      "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": 9,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

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

Informational

Needs attention

OAuth Protected Resource

Informational

Issue

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

Why it matters

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

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html data-dpl-id=\"dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" id=\"__next_error__\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/mw/_next/static/chunks/webpack-d93600d48db53db7.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\"/><script src=\"/mw/_next/static/chunks/392b95ea-1a5b527628b1eed2.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><script src=\"/mw/_next/static/chunks/5106-fa6e646ce71be916.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><script src=\"/mw/_next/static/chunks/main-app-021901a7afa99f40.js?dpl=dpl_6C8WaehG6pWGXqmV3wM4orbXHXpF\" async=\"\"></script><meta name=\"robots\" content=\"noindex\"/><meta name=\"theme-color\" content=\"black\"/><title>Grafana: The op"
      },
      "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://grafana.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://grafana.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://grafana.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://grafana.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": 9,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

SEOSEOBrowser audit

Links do not have descriptive text

100 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

4 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": "4 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

Forced reflow

25 Fail

Check name

Forced reflow

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityPerformanceBrowser audit

Reduce unused JavaScript

25 Fail

Check name

Reduce unused JavaScript

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 705 KiB

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Est savings of 705 KiB",
  "description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
  "numericValue": 200
}

Performance and AccessibilityPerformanceBrowser audit

Use efficient cache lifetimes

13 Warning

Check name

Use efficient cache lifetimes

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 201 KiB

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Est savings of 201 KiB",
  "description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

6 Fail

Check name

Loading performance

Score

77/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

{
  "checks": [
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 53,
      "displayValue": "240 ms",
      "numericValue": 238
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 16,
      "displayValue": "670 ms",
      "numericValue": 665.9999999999998
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 88,
      "displayValue": "1.4 s",
      "numericValue": 1352.8253051639765
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 30 ms",
      "numericValue": 34
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 100,
      "displayValue": "0.4 s",
      "numericValue": 365.5016053085413
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 91,
      "displayValue": "1.2 s",
      "numericValue": 1154.5080265427064
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 67,
      "displayValue": "3.7 s",
      "numericValue": 3660.0566702062806
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "40 ms",
      "numericValue": 44.99117999999999
    }
  ]
}

Fix with MCP or CLI

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

Score history

Public scan score over time

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

1 reports

Public score history report links
Scan date	Score	Readiness	Report
Jun 8, 2026	57/100	Level 3, Bot-Aware	Current report