HonestClaw
What is Agent Readiness?

Agent Readiness Score

airbyte.com

44 — Developing. Agents can find parts of this site, but key capabilities are hard to reach.

45 of 45 checks conclusive · Confidence High · Evidence coverage 100%

HonestClaw measured how well airbyte.com's site and APIs work for AI agents — across 9 dimensions and 45 automated checks.

Dimensions

Discoverability15.7/24
Content Accessibility18.1/24
Bot Access Control2/12
Protocol & Capability Discovery20.1/41
Authentication & Credentials2.8/19
Documentation Quality5/10
Structured Data I/O0.8/13
Observable State & Reliability3.7/15
Agent Safety & Trust5.5/11

Checks

Discoverability

Subdomain sweepsubdomain-sweepBoth an API-family and a docs-family subdomain are live (api.airbyte.com, docs.airbyte.com).Useful
robots.txtrobots-txtrobots.txt at https://airbyte.com/robots.txt declares a sitemap. Declared sitemap https://airbyte.com/sitemap.xml resolves as valid XML.Cross-verified
API catalogapi-catalogAPI Catalog found at https://airbyte.com/.well-known/api-catalog (application/linkset+json).Detected
sitemap.xmlsitemap-xmlhttps://airbyte.com/sitemap.xml is a dated sitemap whose URLs include docs/pricing/api surfaces.Cross-verified
Canonical domaincanonical-domainRoot and www converge on airbyte.com, with a matching canonical tag.Cross-verified
API existenceapi-existenceA real API surface is declared at https://airbyte.com/openapi.json: the spec lists servers and paths. (source: spec)Parseable
API versioningapi-versioningAPI versioning is documented at https://docs.airbyte.com/platform/understanding-airbyte/airbyte-protocol-versioning (the versioning scheme). To reach the top level, it would need a documented deprecation/sunset lifecycle. (source: docs)Useful

Content Accessibility

Markdown twinmarkdown-twinA markdown twin is published at https://docs.airbyte.com/index.md alongside the docs HTML surface (https://docs.airbyte.com/).Parseable
Freshness signalsfreshness-signalsA single freshness signal is present (sitemap lastmod).Parseable
Crawl-cost estimatecrawl-cost-estimateInformational — not scoredSitemap declares 7041 page URLs — moderate crawl cost; agents should budget accordingly.Parseable
llms.txtllms-txtA curated llms.txt index is published at https://airbyte.com/llms.txt: 117 links across 9 sections.Cross-verified
llms-full.txtllms-full-txtA comprehensive llms-full.txt is published at https://airbyte.com/llms-full.txt with 26,852 chars across 9 sections.Cross-verified
Raw content extractabilityraw-content-extractabilityReadable content is extractable without JavaScript on 2 probed surface(s) with a strong main-content ratio (68% on the homepage).Cross-verified
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 declares 3 recognized Content Signal(s) with a valid value: ai-train, search, ai-input.Cross-verified
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
OpenAPI specificationopenapi-specValid OpenAPI 3.1.0 spec at https://airbyte.com/openapi.json: 3 paths, 3 operations, 0 schemas — no schemas defined.Parseable
MCP supportmcp-supportA first-party MCP support page exists at https://docs.airbyte.com/ai-agents/interfaces/mcp, but it does not identify a concrete HTTPS MCP endpoint or fully establish a company-operated service.Parseable
Link headerslink-headersAn agent-relevant Link rel (api-catalog) resolves to a live resource at https://airbyte.com/.well-known/api-catalog.Cross-verified
DNS-AIDdns-aidNo DNS-AID index found at _index._agents.airbyte.com.Not detected
MCP Server Cardmcp-server-cardAn MCP Server Card is described at https://airbyte.com/.well-known/mcp/server-card.json, but it doesn't include a connectable remote endpoint (type + url).Parseable
SDK availabilitysdk-availabilitySDK libraries page at https://docs.airbyte.com/ai-agents/interfaces/sdk: 1 GitHub repo, 0 registry links, 1 install command (2 pointers).Cross-verified
A2A Agent Carda2a-agent-cardNo A2A Agent Card found at the standard well-known locations.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-discoveryAgent-native auth discovery: a valid RFC 9728 PRM (via challenge) or a PRM plus a valid AS/OIDC descriptor.Cross-verified
Rate limit documentationrate-limit-docsRate limits are documented at https://docs.airbyte.com/platform/connector-development/config-based/understanding-the-yaml-file/rate-limit-api-budget with a concrete limit and rate-limit response headers. To reach the top level, it would need 429 handling, Retry-After guidance, and tier/plan differences.Useful
WebMCPwebmcpInformational — not scoredWebMCP browser probing is not yet available in this scanner release.Couldn't verify

Authentication & Credentials

Credential managementcredential-managementCredential management is documented at https://docs.airbyte.com/ai-agents/concepts/architecture/connectors-and-credentials, covering how to rotate or revoke credentials. To reach the top level, it would need rotation, revocation, and scoping/expiry all documented.Useful
Programmatic auth flowprogrammatic-auth-flowNo programmatic authentication documentation found at the standard docs locations an agent would check.Not detected
Sandbox environmentsandbox-environmentNo sandbox or test environment documentation found at the standard docs locations an agent would check.Not detected
Auth documentationauth-documentationNo authentication documentation found at the standard docs locations an agent would check.Not detected

Documentation Quality

API reference depthapi-reference-depthAPI reference documentation lacks depth or was not found.Not detected
Changelog presencechangelog-presenceA changelog is published at https://docs.airbyte.com/release_notes/agents with multiple recent dated entries, indicating it is actively maintained.Cross-verified

Structured Data I/O

Structured data I/Ostructured-data-ioThe spec at https://airbyte.com/openapi.json declares no response schemas. (source: spec)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-healthA health or status endpoint exists but is gated (returned 401/403).Detected
Retry & idempotencyretry-and-idempotencyNo retry or idempotency documentation found at the standard docs locations an agent would check.Not detected
Webhook documentationwebhook-documentationNo webhook or event documentation found at the standard docs locations an agent would check.Not detected
Error documentationerror-documentationErrors are documented at https://docs.airbyte.com/platform/connector-development/connector-builder-ui/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 two org-identity signal types (legal_name, 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