Agent Readiness Score
lumalabs.ai
28 — Limited. Agents will struggle to discover or use this site without human help.
HonestClaw measured how well lumalabs.ai's site and APIs work for AI agents — across 9 dimensions and 45 automated checks.
Dimensions
Discoverability9.1/24
Content Accessibility12.7/24
Bot Access Control0/12
Protocol & Capability Discovery14.2/41
Authentication & Credentials1/19
Documentation Quality1.8/10
Structured Data I/O0/13
Observable State & Reliability3.7/15
Agent Safety & Trust5.3/11
Checks
Discoverability
Subdomain sweepsubdomain-sweepAn agent-relevant subdomain is live and serves its expected content kind (docs.lumalabs.ai).Parseable
robots.txtrobots-txtrobots.txt at https://lumalabs.ai/robots.txt declares a sitemap. Declared sitemap https://lumalabs.ai/sitemap.xml resolves as valid XML.Cross-verified
Canonical domaincanonical-domainRoot and www converge on lumalabs.ai, with a matching canonical tag.Cross-verified
sitemap.xmlsitemap-xmlhttps://lumalabs.ai/sitemap.xml is a dated sitemap whose URLs include docs/pricing/api surfaces.Cross-verified
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-versioningNo versioning signal found (no spec info.version, version header, /vN API surface, or versioning docs).Not detected
Content Accessibility
Markdown twinmarkdown-twinA markdown twin is published at https://docs.agents.lumalabs.ai/index.md alongside the docs HTML surface (https://docs.agents.lumalabs.ai/).Parseable
llms.txtllms-txtA curated llms.txt index is published at https://lumalabs.ai/llms.txt: 18 links across 8 sections.Cross-verified
Freshness signalsfreshness-signalsA single freshness signal is present (sitemap lastmod).Parseable
Crawl-cost estimatecrawl-cost-estimateInformational — not scoredA manageable sitemap (24 page URLs) helps agents estimate crawl cost.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
Raw content extractabilityraw-content-extractabilityModerate-to-strong main content (99% of visible text) is extractable from raw HTML on the homepage.Useful
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://docs.agents.lumalabs.ai/: 2 GitHub repos, 0 registry links, 4 install commands (6 pointers).Cross-verified
.well-known indexwell-known-indexNo non-owned /.well-known/ descriptors found.Not detected
MCP descriptormcp-descriptorInformational — not scoredNo MCP descriptor found at the standard locations an agent would check.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.lumalabs.ai.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
Auth discoveryauth-discoveryA drivable auth-discovery descriptor is published.Useful
Link headerslink-headersLink header(s) present with recognized rel values.Parseable
OpenAPI specificationopenapi-specNo OpenAPI/Swagger specification found.Not detected
Rate limit documentationrate-limit-docsRate limits are fully documented at https://docs.agents.lumalabs.ai/guides/rate-limits, with concrete limits, response headers, 429 handling, Retry-After, and tier/plan differences.Cross-verified
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-flowProgrammatic authentication is mentioned at https://docs.agents.lumalabs.ai/, but not on a page dedicated to documenting it.Detected
Sandbox environmentsandbox-environmentNo sandbox or test environment documentation found at the standard docs locations an agent would check.Not detected
Auth documentationauth-documentationAuthentication is mentioned at https://docs.agents.lumalabs.ai/, but not on a page dedicated to documenting it.Detected
Documentation Quality
API reference depthapi-reference-depthAPI reference documentation lacks depth or was not found.Not detected
Changelog presencechangelog-presenceA changelog page exists at https://lumalabs.ai/changelog, but it doesn't list dated entries describing actual changes.Parseable
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://status.lumalabs.ai/ (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-documentationErrors are documented at https://docs.agents.lumalabs.ai/guides/error-handling with specific codes or a documented response shape. To reach the top level, it would need recovery guidance and a machine-readable error format, or corroboration against the API spec.Useful
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 three org-identity signal types (legal_name, address, social).Useful
Metadata consistencymetadata-consistencyHomepage metadata (canonical, Open Graph, schema) is present and consistent.Cross-verified
Legal policy pageslegal-pagesAt least one legal policy page is discoverable.Detected