Agent Readiness Score

dataland.io

14 — Limited. Agents will struggle to discover or use this site without human help.

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

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

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Dimensions

Discoverability5.8/24

Content Accessibility9.1/24

Bot Access Control0/12

Protocol & Capability Discovery3.5/41

Authentication & Credentials0/19

Documentation Quality0/10

Structured Data I/O0/13

Observable State & Reliability0.2/15

Agent Safety & Trust5.5/11

Checks

Discoverability

Subdomain sweepsubdomain-sweepAn agent-relevant subdomain is live and serves its expected content kind (api.dataland.io).Parseable

Canonical domaincanonical-domainThe origin https://dataland.io/ is reachable, but root/www do not converge on one host.Detected

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

sitemap.xmlsitemap-xmlhttps://dataland.io/sitemap.xml is a valid sitemap (4 location(s)), but without lastmod or non-homepage URLs.Parseable

API existenceapi-existencehttps://api.dataland.io/ returned a non-HTML response that is not cleanly structured. (source: live)Detected

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

API versioningapi-versioningNo versioning signal found (no spec info.version, version header, /vN API surface, or versioning docs).Not detected

Content Accessibility

Markdown twinmarkdown-twinNo markdown twin found alongside probed docs HTML surfaces.Not detected

Raw content extractabilityraw-content-extractabilityModerate-to-strong main content (99% of visible text) is extractable from raw HTML on the homepage.Useful

Freshness signalsfreshness-signalsNo freshness signals found (no Last-Modified, ETag, or sitemap lastmod).Not detected

Crawl-cost estimatecrawl-cost-estimateInformational — not scoredA manageable sitemap (4 page URLs) helps agents estimate crawl cost.Useful

llms.txtllms-txtAn llms.txt index is published at https://dataland.io/llms.txt with 6 links under 4 section(s). To reach the top level, it would need a fuller index (more links across multiple sections) or an llms-full.txt.Useful

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

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.dataland.io.Not detected

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

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

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

MCP supportmcp-supportNo first-party MCP support documentation or MCP-specific endpoint response was found.Not detected

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

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

Auth discoveryauth-discoveryA drivable auth-discovery descriptor is published.Useful

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

Programmatic auth flowprogrammatic-auth-flowNo programmatic authentication 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

Auth documentationauth-documentationNo authentication documentation found at the standard docs locations an agent would check.Not detected

Documentation Quality

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

Changelog presencechangelog-presenceNo changelog or release notes found at the standard docs locations an agent would check.Not detected

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-healthHealth/status endpoint found at https://api.dataland.io/health (HTTP 200).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, address).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-pagesBoth privacy and terms policies are discoverable with substantive content.Useful