Agent Readiness Score
databricks.com
30 — Limited. Agents will struggle to discover or use this site without human help.
HonestClaw measured how well databricks.com's site and APIs work for AI agents — across 9 dimensions and 45 automated checks.
Dimensions
Discoverability9.9/24
Content Accessibility15.7/24
Bot Access Control0/12
Protocol & Capability Discovery7.3/41
Authentication & Credentials3.5/19
Documentation Quality6.8/10
Structured Data I/O0/13
Observable State & Reliability0.2/15
Agent Safety & Trust7.6/11
Checks
Discoverability
Subdomain sweepsubdomain-sweepBoth an API-family and a docs-family subdomain are live (api.databricks.com, docs.databricks.com).Useful
Canonical domaincanonical-domainRoot and www converge on www.databricks.com, with a matching canonical tag.Cross-verified
robots.txtrobots-txtrobots.txt at https://databricks.com/robots.txt declares a sitemap. Declared sitemap https://www.databricks.com/webshared/sitemaps/sitemap-index.xml resolves as valid XML.Cross-verified
sitemap.xmlsitemap-xmlhttps://www.databricks.com/webshared/sitemaps/sitemap-index.xml is a valid sitemap (17 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-versioningA versioning-related page exists at https://docs.databricks.com/aws/en/machine-learning/manage-model-lifecycle, but it doesn't describe a versioning scheme or deprecation policy. (source: docs)Parseable
Content Accessibility
llms.txtllms-txtA curated llms.txt index is published at https://www.databricks.com/llms.txt: 55 links across 8 sections.Cross-verified
Freshness signalsfreshness-signalsFreshness signals present: Last-Modified header, ETag header.Useful
Crawl-cost estimatecrawl-cost-estimateInformational — not scoredSitemap index declares 17 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://databricks.com/llms-full.txt with 28,540 chars across 12 sections.Cross-verified
ai.txtai-txtNo ai.txt file found (HTML pages at .txt paths do not qualify).Not detected
Raw content extractabilityraw-content-extractabilitySubstantial visible text (9,336 chars) is readable without JavaScript on at least one probed page.Useful
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
SDK availabilitysdk-availabilitySDK libraries page at https://developers.databricks.com/templates/ai-chat-app: 1 GitHub repo, 0 registry links, 1 install command (2 pointers).Cross-verified
MCP descriptormcp-descriptorInformational — not scoredNo MCP descriptor found at the standard locations an agent would check.Not detected
.well-known indexwell-known-indexNo non-owned /.well-known/ descriptors found.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
DNS-AIDdns-aidNo DNS-AID index found at _index._agents.databricks.com.Not detected
GraphQL surfacegraphql-surfaceNo GraphQL transport surface found at conventional paths (GET-only; no introspection issued).Not detected
MCP supportmcp-supportA first-party MCP support page exists at https://developers.databricks.com/templates/onboard-your-coding-agent, but it does not identify a concrete HTTPS MCP endpoint or fully establish a company-operated service.Parseable
Auth discoveryauth-discoveryNo standardized authentication-discovery surface found. Blocked by robots.txt: the host is live but its robots.txt was unreadable, which a compliant agent treats as a full disallow (robots.txt unavailable (HTTP 5xx / timeout)).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
Rate limit documentationrate-limit-docsRate limiting is mentioned at https://docs.databricks.com/aws/en/resources/limits, 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
Programmatic auth flowprogrammatic-auth-flowAn authentication page exists at https://docs.databricks.com/aws/en/dev-tools/auth, but it doesn't document a programmatic grant with a token endpoint.Parseable
Auth documentationauth-documentationAn authentication documentation page exists at https://docs.databricks.com/aws/en/dev-tools/auth, but it doesn't name a specific method or show how a request is authenticated.Parseable
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
Documentation Quality
API reference depthapi-reference-depthAn API reference page exists at https://docs.databricks.com/aws/en/reference/api, but it doesn't show parameters with example requests and responses.Parseable
Changelog presencechangelog-presenceA changelog is published at https://docs.databricks.com/aws/en/release-notes 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-healthStatus page found at https://www.githubstatus.com/ (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
security.txtsecurity-txtsecurity.txt at https://databricks.com/.well-known/security.txt publishes a Contact address.Useful
Org identity signalsorg-identityHomepage exposes two org-identity signal types (address, social).Parseable
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