Agent Readiness Score
cloudera.com
17 — Limited. Agents will struggle to discover or use this site without human help.
HonestClaw measured how well cloudera.com's site and APIs work for AI agents — across 9 dimensions and 45 automated checks.
Dimensions
Discoverability7.6/24
Content Accessibility7.7/24
Bot Access Control0/12
Protocol & Capability Discovery0.5/41
Authentication & Credentials0.5/19
Documentation Quality8.5/10
Structured Data I/O0/13
Observable State & Reliability0/15
Agent Safety & Trust4.1/11
Checks
Discoverability
Subdomain sweepsubdomain-sweepAn agent-relevant subdomain is live and serves its expected content kind (docs.cloudera.com).Parseable
Canonical domaincanonical-domainRoot and www converge on www.cloudera.com, with a matching canonical tag.Cross-verified
robots.txtrobots-txtrobots.txt at https://cloudera.com/robots.txt declares a sitemap. Declared sitemap https://www.cloudera.com/sitemap.sitemap.xml resolves as valid XML.Cross-verified
sitemap.xmlsitemap-xmlhttps://www.cloudera.com/sitemap.sitemap.xml is a valid sitemap (2139 location(s)), but without lastmod or non-homepage URLs.Parseable
API existenceapi-existenceNo API endpoint found at common paths (only HTML pages or 404s).Not detected
API catalogapi-catalogNo RFC 9727 API Catalog found at /.well-known/api-catalog.Not detected
API versioningapi-versioningVersioning is mentioned at https://docs-archive.cloudera.com/cfm/2.1.1/nifi-user-guide/topics/nifi-understanding-version-dependencies.html, but not on a page dedicated to documenting it. (source: docs)Detected
Content Accessibility
llms.txtllms-txtNo llms.txt file found (HTML pages at .txt paths do not qualify).Not detected
Freshness signalsfreshness-signalsFreshness signals present: Last-Modified header, ETag header.Useful
Crawl-cost estimatecrawl-cost-estimateInformational — not scoredSitemap declares 2139 page URLs — moderate crawl cost; agents should budget accordingly.Parseable
llms-full.txtllms-full-txtNo llms-full.txt file found (HTML pages at .txt paths do not qualify).Not detected
Raw content extractabilityraw-content-extractabilityModerate-to-strong main content (58% of visible text) is extractable from raw HTML on the homepage.Useful
ai.txtai-txtNo ai.txt file found (HTML pages at .txt paths do not qualify).Not detected
Markdown twinmarkdown-twinNo markdown twin found alongside probed docs HTML surfaces.Not detected
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
MCP descriptormcp-descriptorInformational — not scoredNo MCP descriptor found at the standard locations an agent would check.Not detected
Link headerslink-headersNo RFC 8288 Link headers found on any probed response.Not detected
OpenAPI specificationopenapi-specNo OpenAPI/Swagger specification found.Not detected
DNS-AIDdns-aidNo DNS-AID index found at _index._agents.cloudera.com.Not detected
A2A Agent Carda2a-agent-cardNo A2A Agent Card found at the standard well-known locations.Not detected
.well-known indexwell-known-indexNo non-owned /.well-known/ descriptors found.Not detected
MCP Server Cardmcp-server-cardNo MCP Server Card found at the standard locations an agent would check.Not detected
Auth discoveryauth-discoveryNo standardized authentication-discovery surface found.Not detected
MCP supportmcp-supportNo first-party MCP support documentation or MCP-specific endpoint response was found.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
Rate limit documentationrate-limit-docsRate limiting is mentioned at https://docs-archive.cloudera.com/management-console/1.5.2/monitoring-metrics/topics/cdppvc_ds_container_spec_cpu_quota_visor.html, but not on a page dedicated to documenting it.Detected
WebMCPwebmcpInformational — not scoredWebMCP browser probing is not yet available in this scanner release.Couldn't verify
Authentication & Credentials
Sandbox environmentsandbox-environmentNo sandbox or test environment documentation found at the standard docs locations an agent would check.Not detected
Credential managementcredential-managementNo credential management documentation found at the standard docs locations an agent would check.Not detected
Programmatic auth flowprogrammatic-auth-flowNo programmatic authentication documentation found at the standard docs locations an agent would check.Not detected
Auth documentationauth-documentationAuthentication is mentioned at https://docs-archive.cloudera.com/cem/2.0.0/securing-cem/topics/cem-agent-authentication.html, but not on a page dedicated to documenting it.Detected
Documentation Quality
API reference depthapi-reference-depthThe API reference at https://docs-archive.cloudera.com/csa-operator/1.0/reference/topics/csa-op-reference.html documents parameters with example requests and responses. To reach the top level, it would need request and response bodies, authentication, pagination, and error codes.Useful
Changelog presencechangelog-presenceA changelog is published at https://docs.cloudera.com/cdp-private-cloud-base/7.1.9/manager-release-notes/topics/cm-release-notes-7113.html with multiple recent dated entries, indicating it is actively maintained.Cross-verified
Structured Data I/O
Structured data I/Ostructured-data-ioNo published structured-data contract found (no typed spec response schemas).Not detected
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-healthNo health or status endpoint found.Not detected
Webhook documentationwebhook-documentationNo webhook or event documentation found at the standard docs locations an agent would check.Not detected
Retry & idempotencyretry-and-idempotencyNo retry or idempotency 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-pagesNo terms, privacy, or data-use policy pages found at conventional paths. Blocked by robots.txt for a generic compliant agent (Disallow: /legal).Not detected