HonestClaw
What is Agent Readiness?

Agent Readiness Score

cube.dev

43 — 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 cube.dev's site and APIs work for AI agents — across 9 dimensions and 45 automated checks.

Dimensions

Discoverability12.6/24
Content Accessibility15.1/24
Bot Access Control0/12
Protocol & Capability Discovery19.9/41
Authentication & Credentials8.5/19
Documentation Quality4/10
Structured Data I/O8/13
Observable State & Reliability0.2/15
Agent Safety & Trust4.7/11

Checks

Discoverability

Subdomain sweepsubdomain-sweepAn agent-relevant subdomain is live and serves its expected content kind (docs.cube.dev).Parseable
robots.txtrobots-txtrobots.txt at https://cube.dev/robots.txt declares a sitemap. Declared sitemap https://cube.dev/sitemap.xml resolves as valid XML.Cross-verified
Canonical domaincanonical-domainRoot and www converge on cube.dev, with a matching canonical tag.Cross-verified
sitemap.xmlsitemap-xmlhttps://docs.cube.dev/sitemap.xml is a dated sitemap whose URLs include docs/pricing/api surfaces.Cross-verified
API existenceapi-existenceA real API surface is declared at https://docs.cube.dev/api-reference/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-versioningA versioning-related page exists at https://docs.cube.dev/api-reference/deployments/list-available-cube-versions, but it doesn't describe a versioning scheme or deprecation policy. (source: docs)Parseable

Content Accessibility

Markdown twinmarkdown-twinA markdown twin is published at https://docs.cube.dev/docs/introduction.md alongside the docs HTML surface (https://docs.cube.dev/).Parseable
llms.txtllms-txtA curated llms.txt index is published at https://cube.dev/llms.txt: 43 links across 6 sections.Cross-verified
Raw content extractabilityraw-content-extractabilityReadable content is extractable without JavaScript on 2 probed surface(s) with substantial visible text.Cross-verified
Freshness signalsfreshness-signalsA single freshness signal is present (ETag header).Parseable
Crawl-cost estimatecrawl-cost-estimateInformational — not scoredSitemap index declares 4 child sitemap(s) — crawl cost is not directly observable from the index alone.Parseable
llms-full.txtllms-full-txtNo llms-full.txt file found (HTML pages at .txt paths do not qualify).Not detected
ai.txtai-txtNo ai.txt file found (HTML pages at .txt paths do not qualify).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
TDM reservationtdmrepNo TDMRep policy found at /.well-known/tdmrep.json.Not detected
RSL licensingrslrobots.txt is readable but declares no RSL License directive.Not detected

Protocol & Capability Discovery

MCP descriptormcp-descriptorInformational — not scoredAn MCP server is described at https://docs.cube.dev/.well-known/mcp.json, but the description doesn't include a web address for the server.Parseable
MCP supportmcp-supportFirst-party documentation at https://docs.cube.dev/docs/integrations/mcp-server explicitly states that the company operates MCP servers and explains both their capabilities and how clients connect or authenticate.Cross-verified
MCP Server Cardmcp-server-cardA file exists at https://docs.cube.dev/.well-known/mcp/server-card.json, but it doesn't contain the fields that describe an MCP Server Card.Detected
A2A Agent Carda2a-agent-cardAn A2A Agent Card is described at https://docs.cube.dev/.well-known/agent-card.json, but it is missing required fields (name, description, version, supportedInterfaces, or skills).Parseable
.well-known indexwell-known-indexNo non-owned /.well-known/ descriptors found.Not detected
DNS-AIDdns-aidNo DNS-AID index found at _index._agents.cube.dev.Not detected
GraphQL surfacegraphql-surfaceNo GraphQL transport surface found at conventional paths (GET-only; no introspection issued).Not detected
Auth discoveryauth-discoveryNo standardized authentication-discovery surface found.Not detected
SDK availabilitysdk-availabilitySDK libraries page at https://docs.cube.dev/embedding/react-embed-sdk: 2 GitHub repos, 0 registry links, 0 install commands (2 pointers).Cross-verified
Rate limit documentationrate-limit-docsRate limits are documented at https://docs.cube.dev/admin/deployment/limits with a concrete limit and rate-limit response headers. To reach the top level, it would need 429 handling, Retry-After guidance, and tier/plan differences.Useful
Link headerslink-headersNo RFC 8288 Link headers found on any probed response.Not detected
OpenAPI specificationopenapi-specValid OpenAPI 3.1.0 spec at https://docs.cube.dev/api-reference/openapi.json: 3 operations, 3 schemas, 100% response coverage, servers declared.Cross-verified
WebMCPwebmcpInformational — not scoredWebMCP browser probing is not yet available in this scanner release.Couldn't verify

Authentication & Credentials

Programmatic auth flowprogrammatic-auth-flowA programmatic auth flow is documented at https://docs.cube.dev/api-reference/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://docs.cube.dev/api-reference/authentication, naming complete method(s) and how they are sent, corroborated across surfaces or covering multiple methods.Cross-verified
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

Documentation Quality

Changelog presencechangelog-presenceA changelog is mentioned at https://www.mintlify.com/blog/five-changelog-principles-from-best-developer-brands, but not on a page dedicated to publishing release history.Detected
API reference depthapi-reference-depthThe API reference at https://docs.cube.dev/reference/core-data-apis/rest-api/reference 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

Structured Data I/O

Structured data I/Ostructured-data-ioThe spec at https://docs.cube.dev/api-reference/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.cubecloud.dev/ (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

security.txtsecurity-txtNo security.txt found at /.well-known/security.txt or /security.txt.Not detected
Org identity signalsorg-identityHomepage exposes one org-identity signal (social).Detected
Metadata consistencymetadata-consistencyHomepage metadata (canonical, Open Graph, schema) is present and consistent.Cross-verified
Legal policy pageslegal-pagesBoth privacy and terms policies are discoverable with substantive content.Useful