Agent Readiness Score

grafana.com

42 — Developing. Agents can find parts of this site, but key capabilities are hard to reach.

45 of 45 checks conclusive · Confidence High · Evidence coverage 100%

HonestClaw measured how well grafana.com's site and APIs work for AI agents — across 9 dimensions and 45 automated checks.

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Dimensions

Discoverability12.6/24

Content Accessibility19.2/24

Bot Access Control0/12

Protocol & Capability Discovery15/41

Authentication & Credentials8.5/19

Documentation Quality3.5/10

Structured Data I/O8/13

Observable State & Reliability0.2/15

Agent Safety & Trust4.3/11

Checks

Discoverability

Subdomain sweepsubdomain-sweepAn agent-relevant subdomain is live and serves its expected content kind (docs.grafana.com).Parseable

robots.txtrobots-txtrobots.txt at https://grafana.com/robots.txt declares a sitemap. Declared sitemap https://grafana.com/sitemap.xml resolves as valid XML.Cross-verified

sitemap.xmlsitemap-xmlhttps://grafana.com/sitemap.xml is a dated sitemap whose URLs include docs/pricing/api surfaces.Cross-verified

Canonical domaincanonical-domainRoot and www converge on grafana.com, with a matching canonical tag.Cross-verified

API existenceapi-existenceA real API surface is declared at https://grafana.com/api/openapi.json: the spec lists servers and paths. (source: spec)Parseable

API catalogapi-catalogNo RFC 9727 API Catalog found at /.well-known/api-catalog.Not detected

API versioningapi-versioningThe API version is declared in the spec (info.version) at https://grafana.com/api/openapi.json. (source: spec)Parseable

Content Accessibility

llms.txtllms-txtA curated llms.txt index is published at https://grafana.com/llms.txt: 92 links across 9 sections.Cross-verified

Freshness signalsfreshness-signalsFreshness signals present: ETag header, sitemap lastmod.Useful

Crawl-cost estimatecrawl-cost-estimateInformational — not scoredSitemap index declares 11 child sitemap(s) — crawl cost is not directly observable from the index alone.Parseable

llms-full.txtllms-full-txtA comprehensive llms-full.txt is published at https://grafana.com/llms-full.txt with 1,441,846 chars across 28 sections.Cross-verified

Raw content extractabilityraw-content-extractabilityReadable content is extractable without JavaScript on 2 probed surface(s) with a strong main-content ratio (73% on the homepage).Cross-verified

ai.txtai-txtNo ai.txt file found (HTML pages at .txt paths do not qualify).Not detected

Markdown twinmarkdown-twinA markdown twin is published at https://grafana.com/docs/index.md alongside the docs HTML surface (https://grafana.com/docs).Parseable

Bot Access Control

AI bot rulesai-bot-rulesrobots.txt is readable but declares no AI-bot-specific rules.Not detected

Content signalscontent-signalsrobots.txt is readable but declares no Content-Signal line.Not detected

RSL licensingrslrobots.txt is readable but declares no RSL License directive.Not detected

TDM reservationtdmrepNo TDMRep policy found at /.well-known/tdmrep.json.Not detected

Protocol & Capability Discovery

Link headerslink-headersNo RFC 8288 Link headers found on any probed response.Not detected

OpenAPI specificationopenapi-specValid OpenAPI 3.0.3 spec at https://grafana.com/api/openapi.json: 55 operations, 47 schemas, 100% response coverage, servers declared.Cross-verified

MCP descriptormcp-descriptorInformational — not scoredNo MCP descriptor found at the standard locations an agent would check.Not detected

DNS-AIDdns-aidNo DNS-AID index found at _index._agents.grafana.com.Not detected

A2A Agent Carda2a-agent-cardNo A2A Agent Card found at the standard well-known locations.Not detected

SDK availabilitysdk-availabilityNo SDK or client library documentation found.Not detected

GraphQL surfacegraphql-surfaceNo GraphQL transport surface found at conventional paths (GET-only; no introspection issued).Not detected

MCP Server Cardmcp-server-cardNo MCP Server Card found at the standard locations an agent would check.Not detected

MCP supportmcp-supportThe endpoint https://mcp.grafana.com/mcp returned an MCP-specific protocol or authorization response (HTTP 401).Cross-verified

.well-known indexwell-known-indexNo non-owned /.well-known/ descriptors found.Not detected

Auth discoveryauth-discoveryAgent-native auth discovery: a valid RFC 9728 PRM (via challenge) or a PRM plus a valid AS/OIDC descriptor.Cross-verified

Rate limit documentationrate-limit-docsNo rate limit documentation found at the standard docs locations an agent would check.Not detected

WebMCPwebmcpInformational — not scoredWebMCP browser probing is not yet available in this scanner release.Couldn't verify

Authentication & Credentials

Credential managementcredential-managementNo credential management documentation found at the standard docs locations an agent would check.Not detected

Sandbox environmentsandbox-environmentNo sandbox or test environment documentation found at the standard docs locations an agent would check.Not detected

Programmatic auth flowprogrammatic-auth-flowA programmatic auth flow is documented at https://grafana.com/docs/grafana/latest/setup-grafana/configure-access/configure-authentication/, naming a non-interactive grant and a token endpoint. To reach the top level, it would need scopes and token expiry/refresh documented.Useful

Auth documentationauth-documentationAuthentication is fully documented at https://grafana.com/docs/grafana/latest/setup-grafana/configure-access/configure-authentication/, naming complete method(s) and how they are sent, corroborated across surfaces or covering multiple methods.Cross-verified

Documentation Quality

API reference depthapi-reference-depthAPI reference documentation lacks depth or was not found.Not detected

Changelog presencechangelog-presenceA changelog is published at https://grafana.com/docs/grafana/latest/whatsnew/ with dated entries describing changes. To reach the top level, it would need multiple recent dated entries showing an ongoing cadence.Useful

Structured Data I/O

Structured data I/Ostructured-data-ioThe spec at https://grafana.com/api/openapi.json declares typed, consistent response schemas (100% of operations) with a pagination pattern and a structured error envelope. (source: spec)Cross-verified

Machine-readable pricingmachine-readable-pricingNo machine-readable pricing endpoint found (HTML pricing pages do not qualify).Not detected

Data export APIdata-export-apiNo data export or bulk API documentation found at the standard docs locations an agent would check.Not detected

Observable State & Reliability

Status & health endpointsstatus-and-healthStatus page found at https://status.grafana.com/ (HTTP 200).Detected

Retry & idempotencyretry-and-idempotencyNo retry or idempotency documentation found at the standard docs locations an agent would check.Not detected

Webhook documentationwebhook-documentationNo webhook or event documentation found at the standard docs locations an agent would check.Not detected

Error documentationerror-documentationNo error documentation found at the standard docs locations an agent would check.Not detected

Machine payments (x402/MPP)x402-or-mpp-supportInformational — not scoredNo machine-payment signal observed (no HTTP 402, no payment-required response header, and no /.well-known/x402.json manifest). Payment support cannot be ruled out from an unauthenticated probe.Couldn't verify

Agent Safety & Trust

Org identity signalsorg-identityHomepage exposes two org-identity signal types (legal_name, social).Parseable

Metadata consistencymetadata-consistencyHomepage metadata (canonical, Open Graph, schema) is present and consistent.Cross-verified

security.txtsecurity-txtNo security.txt found at /.well-known/security.txt or /security.txt.Not detected

Legal policy pageslegal-pagesAt least one legal policy page is discoverable.Detected