Agent Readiness Score
hellobonsai.com
38 — Limited. Agents will struggle to discover or use this site without human help.
HonestClaw measured how well hellobonsai.com's site and APIs work for AI agents — across 9 dimensions and 45 automated checks.
Dimensions
Discoverability10.6/24
Content Accessibility11.2/24
Bot Access Control0/12
Protocol & Capability Discovery14.7/41
Authentication & Credentials8.5/19
Documentation Quality3.5/10
Structured Data I/O8.1/13
Observable State & Reliability0.2/15
Agent Safety & Trust7.4/11
Checks
Discoverability
Subdomain sweepsubdomain-sweepAn agent-relevant subdomain is live and serves its expected content kind (docs.hellobonsai.com).Parseable
Canonical domaincanonical-domainRoot and www converge on www.hellobonsai.com, with a matching canonical tag.Cross-verified
robots.txtrobots-txtrobots.txt at https://hellobonsai.com/robots.txt declares a sitemap. Declared sitemap https://www.hellobonsai.com/sitemap.xml resolves as valid XML.Cross-verified
sitemap.xmlsitemap-xmlhttps://www.hellobonsai.com/sitemap.xml is a valid sitemap (2259 location(s)), but without lastmod or non-homepage URLs.Parseable
API existenceapi-existenceA real API surface is declared at https://docs.hellobonsai.com/api/openapi.json: the spec lists servers and paths. (source: spec)Parseable
API catalogapi-catalogNo RFC 9727 API Catalog found at /.well-known/api-catalog.Not detected
API versioningapi-versioningThe API version is declared in the spec (info.version) at https://docs.hellobonsai.com/api/openapi.json. (source: spec)Parseable
Content Accessibility
llms.txtllms-txtA curated llms.txt index is published on a non-top subdomain at https://cdn.prod.website-files.com/67db1ca556342937e18be8b9/6842b5ec6cfe9a9e925daeda_llms.txt: 1991 links across 47 sections. Its credit is capped at useful because it is not published on the main domain.Useful
Freshness signalsfreshness-signalsA single freshness signal is present (Last-Modified header).Parseable
Crawl-cost estimatecrawl-cost-estimateInformational — not scoredSitemap declares 2259 page URLs — moderate crawl cost; agents should budget accordingly.Parseable
llms-full.txtllms-full-txtNo llms-full.txt file found (HTML pages at .txt paths do not qualify).Not detected
Raw content extractabilityraw-content-extractabilitySubstantial visible text (15,824 chars) is readable without JavaScript on at least one probed page.Useful
ai.txtai-txtNo ai.txt file found (HTML pages at .txt paths do not qualify).Not detected
Markdown twinmarkdown-twinA markdown twin is published at https://docs.hellobonsai.com/index.md alongside the docs HTML surface (https://docs.hellobonsai.com/).Parseable
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 scoredA file exists at https://hellobonsai.com/mcp.json, but it doesn't contain the fields that describe an MCP server.Detected
SDK availabilitysdk-availabilityNo SDK or client library documentation found.Not detected
Link headerslink-headersLink header(s) present with recognized rel values.Parseable
OpenAPI specificationopenapi-specValid OpenAPI 3.1.1 spec at https://docs.hellobonsai.com/api/openapi.json: 40 operations, 24 schemas, 100% response coverage, servers declared.Cross-verified
A2A Agent Carda2a-agent-cardNo A2A Agent Card found at the standard well-known locations.Not detected
DNS-AIDdns-aidNo DNS-AID index found at _index._agents.hellobonsai.com.Not detected
MCP supportmcp-supportThe endpoint https://mcp.hellobonsai.com/mcp returned an MCP-specific protocol or authorization response (HTTP 401).Cross-verified
MCP Server Cardmcp-server-cardNo MCP Server Card found at the standard locations an agent would check.Not detected
.well-known indexwell-known-indexNo non-owned /.well-known/ descriptors 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
Rate limit documentationrate-limit-docsRate limiting is mentioned at https://docs.hellobonsai.com/, 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-flowA programmatic auth flow is documented at https://docs.hellobonsai.com/api/description/authentication, naming a non-interactive grant and a token endpoint. To reach the top level, it would need scopes and token expiry/refresh documented.Useful
Credential managementcredential-managementNo credential management documentation found at the standard docs locations an agent would check.Not detected
Auth documentationauth-documentationAuthentication is fully documented at https://docs.hellobonsai.com/api/description/authentication, naming complete method(s) and how they are sent, corroborated across surfaces or covering multiple methods.Cross-verified
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://docs.hellobonsai.com/api 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-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-ioThe spec at https://docs.hellobonsai.com/api/openapi.json declares typed, consistent response schemas (100% of operations) with a pagination pattern and a structured error envelope. (source: spec)Cross-verified
Machine-readable pricingmachine-readable-pricingA response at https://hellobonsai.com/pricing.json looks JSON-like but did not parse as JSON.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://www.cloudflarestatus.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-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
Org identity signalsorg-identityHomepage exposes legal name, address, support contact, and social profile links.Cross-verified
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