Agent Readiness Score
groq.com
32 — Limited. Agents will struggle to discover or use this site without human help.
HonestClaw measured how well groq.com's site and APIs work for AI agents — across 9 dimensions and 45 automated checks.
Dimensions
Discoverability13.6/24
Content Accessibility8.8/24
Bot Access Control0/12
Protocol & Capability Discovery11.8/41
Authentication & Credentials1/19
Documentation Quality8.5/10
Structured Data I/O0/13
Observable State & Reliability3.7/15
Agent Safety & Trust6.8/11
Checks
Discoverability
Subdomain sweepsubdomain-sweepAn agent-relevant subdomain is live and serves its expected content kind (docs.groq.com).Parseable
robots.txtrobots-txtrobots.txt at https://groq.com/robots.txt declares a sitemap. Declared sitemap https://groq.com/sitemap.xml resolves as valid XML.Cross-verified
sitemap.xmlsitemap-xmlhttps://groq.com/sitemap.xml is a valid sitemap with lastmod and real (non-homepage) URLs.Useful
Canonical domaincanonical-domainRoot and www converge on a single canonical host (groq.com).Parseable
API existenceapi-existenceA real API surface at https://api.groq.com/openai/v1/models answered HTTP 401 with non-HTML JSON. (source: live)Parseable
API catalogapi-catalogNo RFC 9727 API Catalog found at /.well-known/api-catalog.Not detected
API versioningapi-versioningThe API version lifecycle is documented at https://console.groq.com/docs/deprecations, including deprecation/sunset. (source: docs)Cross-verified
Content Accessibility
Markdown twinmarkdown-twinA markdown twin is published at https://console.groq.com/docs.md alongside the docs HTML surface (https://console.groq.com/docs).Parseable
llms.txtllms-txtNo llms.txt file found (HTML pages at .txt paths do not qualify).Not detected
llms-full.txtllms-full-txtNo llms-full.txt file found (HTML pages at .txt paths do not qualify).Not detected
Freshness signalsfreshness-signalsFreshness signals present: ETag header, sitemap lastmod.Useful
Crawl-cost estimatecrawl-cost-estimateInformational — not scoredA manageable sitemap (49 page URLs) helps agents estimate crawl cost.Useful
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 (75% 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
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.groq.com.Not detected
A2A Agent Carda2a-agent-cardNo A2A Agent Card found at the standard well-known locations.Not detected
SDK availabilitysdk-availabilitySDK libraries page at https://console.groq.com/docs/ai-sdk: 0 GitHub repos, 0 registry links, 2 install commands (2 pointers).Cross-verified
MCP supportmcp-supportA first-party MCP support page exists at https://console.groq.com/docs/tool-use/remote-mcp, but it does not identify a concrete HTTPS MCP endpoint or fully establish a company-operated service.Parseable
.well-known indexwell-known-indexNo non-owned /.well-known/ descriptors found.Not detected
MCP Server Cardmcp-server-cardNo MCP Server Card found at the standard locations an agent would check.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
Rate limit documentationrate-limit-docsRate limits are fully documented at https://console.groq.com/docs/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
Programmatic auth flowprogrammatic-auth-flowProgrammatic authentication is mentioned at https://console.groq.com/docs/overview, but not on a page dedicated to documenting it.Detected
Credential managementcredential-managementNo credential management documentation found at the standard docs locations an agent would check.Not detected
Auth documentationauth-documentationAuthentication is mentioned at https://console.groq.com/keys, 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
Documentation Quality
API reference depthapi-reference-depthThe API reference at https://console.groq.com/docs/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
Changelog presencechangelog-presenceA changelog is published at https://console.groq.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-healthHealth/status endpoint found at https://groqstatus.com/api/v2/status.json (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://console.groq.com/docs/errors 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
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
security.txtsecurity-txtsecurity.txt at https://groq.com/.well-known/security.txt publishes a Contact address.Useful
Legal policy pageslegal-pagesBoth privacy and terms policies are discoverable with substantive content.Useful