Agent Readiness Score
lightdash.com
27 — Limited. Agents will struggle to discover or use this site without human help.
HonestClaw measured how well lightdash.com's site and APIs work for AI agents — across 9 dimensions and 45 automated checks.
Dimensions
Discoverability9.4/24
Content Accessibility8.2/24
Bot Access Control0/12
Protocol & Capability Discovery8.8/41
Authentication & Credentials6.8/19
Documentation Quality6.8/10
Structured Data I/O0/13
Observable State & Reliability1.8/15
Agent Safety & Trust4.4/11
Checks
Discoverability
Subdomain sweepsubdomain-sweepAn agent-relevant subdomain is live and serves its expected content kind (docs.lightdash.com).Parseable
Canonical domaincanonical-domainRoot and www converge on www.lightdash.com, with a matching canonical tag.Cross-verified
robots.txtrobots-txtrobots.txt at https://lightdash.com/robots.txt declares a sitemap. Declared sitemap https://www.lightdash.com/sitemap.xml resolves as valid XML.Cross-verified
sitemap.xmlsitemap-xmlhttps://www.lightdash.com/sitemap.xml is a valid sitemap (113 location(s)), but without lastmod or non-homepage URLs.Parseable
API existenceapi-existenceA conventional API path at https://api.cr-proxy.com/ returned an auth challenge (HTTP 403). (source: live)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.lightdash.com/api-reference/get-apiv1projects-aiagents-artifacts-versions-charts-viz-query, 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.lightdash.com/introduction.md alongside the docs HTML surface (https://docs.lightdash.com/).Parseable
Freshness signalsfreshness-signalsFreshness signals present: Last-Modified header, ETag header.Useful
Crawl-cost estimatecrawl-cost-estimateInformational — not scoredA manageable sitemap (113 page URLs) helps agents estimate crawl cost.Useful
Raw content extractabilityraw-content-extractabilityThe homepage is a JS-rendered shell with no meaningful content in the initial HTML — content is behind JavaScript.Not detected
llms.txtllms-txtA curated llms.txt index is published at https://www.lightdash.com/llms.txt: 20 links across 11 sections.Cross-verified
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 scoredAn MCP server is described at https://docs.lightdash.com/.well-known/mcp.json, but the description doesn't include a web address for the server.Parseable
.well-known indexwell-known-indexNo non-owned /.well-known/ descriptors found.Not detected
MCP Server Cardmcp-server-cardA file exists at https://docs.lightdash.com/.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.lightdash.com/.well-known/agent-card.json, but it is missing required fields (name, description, version, supportedInterfaces, or skills).Parseable
GraphQL surfacegraphql-surfaceNo GraphQL transport surface found at conventional paths (GET-only; no introspection issued).Not detected
DNS-AIDdns-aidNo DNS-AID index found at _index._agents.lightdash.com.Not detected
MCP supportmcp-supportA first-party MCP support page exists at https://docs.lightdash.com/agents/connect-external-mcp-servers, 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.Not detected
Rate limit documentationrate-limit-docsNo rate limit documentation found at the standard docs locations an agent would check.Not detected
SDK availabilitysdk-availabilitySDK libraries page at https://docs.lightdash.com/sdk/python-sdk: 3 GitHub repos, 0 registry links, 0 install commands (3 pointers).Cross-verified
Link headerslink-headersLink header(s) present with recognized rel values.Parseable
OpenAPI specificationopenapi-specNo OpenAPI/Swagger specification found.Not detected
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 fully documented at https://www.mintlify.com/docs/deploy/authentication-setup, with a non-interactive grant, token endpoint, scopes, and token expiry/refresh.Cross-verified
Auth documentationauth-documentationAn authentication documentation page exists at https://docs.lightdash.com/api-reference/github-oauth-callback, 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.lightdash.com/embed/reference, but it doesn't show parameters with example requests and responses.Parseable
Changelog presencechangelog-presenceA changelog is published at https://www.mintlify.com/docs/changelog 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-documentationA webhook documentation page exists at https://docs.lightdash.com/api-reference/projects/handle-dbt-cloud-webhook, but it doesn't list specific event types with their payload shape.Parseable
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-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
Org identity signalsorg-identityNo org-identity signals detected on the homepage.Not detected
Metadata consistencymetadata-consistencyHomepage metadata (canonical, Open Graph, schema) is present and consistent.Cross-verified