Cockroachlabscockroachlabs.com

ScoredJul 24, 2026, 09:31 AM

CockroachLabs' API program shows genuine strength in documentation discoverability and structured data quality, giving partners a solid starting point. However, the program has critical gaps in operational reliability and safe integration — partners and their AI agents cannot confidently run real workflows without idempotency guidance, rate-limit signaling, or a proper sandbox environment.

API DesignA clean, typed, well-governed API contract agents can reason about3 pass1 warn1 fail88A
SignalPointsFindingsRationale
passMachine-readable, versioned contractvia spec25/25Versioning declared (info.version="2024-09-16") and date-based-versioning detected. Investigated: spec 100%, docs 100%.A current OpenAPI version with a declared versioning scheme lets agents reason about the contract.
passAuth declared & discoverablevia spec25/25Authentication required (global or on every operation). Investigated: spec 100%, docs 100%.Agents can only authenticate when auth is declared, scoped, and discoverable.
warnSchema coverage & depthvia spec20.8/25Medium parameter complexity (avg 1.9 params/op; nested/body schemas present). Investigated: spec 83%, sdk 0%.Typed, complete request/response schemas are what make agent function-calling possible.
passSecurity & governance hygienevia spec15/15No credential-shaped strings detected in spec. Investigated: spec 100%, wellknown 0%.No leaked secrets, no critical lint violations, no OWASP API Top-10 spec smells, and a published vulnerability-disclosure channel.
failExample coveragevia spec0/103% example coverage. Investigated: spec 0%, docs 0%, sdk 0%.Examples carry shape semantics schemas under-specify — for humans and agents alike.
Developer ExperienceThe context both developers and agents need to integrate fast — onboarding, code samples, complete descriptions and worked examples3 pass1 warn1 fail75B
SignalPointsFindingsRationale
passSelf-service developer portalvia docs29/29Signup page at https://www.cockroachlabs.com/pricing/; no free-tier language detected in docs/pricing. Investigated: docs 100%.Self-serve key/account creation is the fast first call for partners, with no sales gate.
passDescription completenessvia spec15/1569% description completeness (target 90%+). Investigated: spec 100%.Complete descriptions are the context humans and agents need to use endpoints.
passChangelog publishedvia sdk13/13Newest official SDK activity 11 day(s) ago. Investigated: sdk 100%, spec 0%, docs 0%.A published changelog lets partners track changes without surprise.
warnQuickstart presentvia docs12.5/25Quickstart page reachable (1 variants scanned starting at https://www.cockroachlabs.com/pricing/) but no runnable code sample detected in HTML or .md variant. Investigated: docs 50%.A quickstart is the fastest path from landing page to first successful call.
failCode samples in docsvia docs0/18No detectable code samples across 15 sampled docs pages. Investigated: docs 0%.Multi-language samples shorten time-to-first-call.
Agent DiscoveryPartners and their agents can find your APIs — llms.txt, registries, crawlable and reachable docs3 pass1 warn0 fail83A
SignalPointsFindingsRationale
passDocs reachable, not hard auth-gatedvia docs30/30All 1 pages are publicly accessible. Investigated: docs 100%.Agents can only index and fetch docs they can reach — past auth gates and over correct HTTP semantics.
passRegistry & SDK presencevia cli28/28CLI documented with install instructions (download, download). Investigated: cli 100%, sdk 88%, docs 0%.Listing in MCP registries and publishing SDKs puts the API where agents and their tooling look.
passCrawlable / AEOvia wellknown12/12Docs paths crawlable by all monitored AI agents. Investigated: wellknown 100%.Bots allowed plus a fresh sitemap make docs findable by agent crawlers.
warnllms.txt present, valid & comprehensivevia docs10/30No llms.txt found at any candidate location (https://www.cockroachlabs.com/docs/stable/llms.txt, https://www.cockroachlabs.com/llms.txt, https://www.cockroachlabs.com/docs/llms.txt). Investigated: docs 33%.A valid, comprehensive llms.txt is the machine-readable entry point for agents.
Agent UnderstandingAgents can correctly interpret your APIs — machine-readable errors, consistent descriptions, structured data, parseable docs2 pass2 warn2 fail80A
SignalPointsFindingsRationale
passMachine-readable errors (RFC 9457)via docs28/285 distinct 4xx/5xx response codes documented. Investigated: docs 100%, spec 50%.RFC 9457 problem details and a documented error-code inventory let agents parse failures without burning tokens.
passOperation purpose clarityvia spec25/25100% of operations have a clear summary + operationId an agent can select on. Investigated: spec 100%.Agents select the right endpoint from its summary + operationId; clear, named operations make tool-selection reliable — the strongest driver of correct tool choice.
warnAgent-navigable, token-efficient docsvia docs19.8/221 of 1 pages have substantive content differences between markdown and HTML (avg 22% missing). Investigated: docs 90%.Server-rendered, clean, small-footprint docs are what an agent can cheaply fetch and parse correctly.
warnDocs structured datavia docs4/8JSON-LD on 1/11 assessed pages, but coverage is sparse or dateModified is missing. Investigated: docs 50%.Structured data (JSON-LD/schema.org) on docs pages gives agents an unambiguous parse target and is what answer engines cite. Detected on the JS-rendered head (Firecrawl) for a bounded page budget, so JS-injected JSON-LD is now caught; pages we can't render are excluded rather than failed.
failAgent instructions file (AGENTS.md)via wellknown0/10No AGENTS.md at the site root or /.well-known/. Investigated: wellknown 0%.An AGENTS.md gives coding agents explicit setup, auth, and usage instructions to interpret and operate the API — beyond llms.txt's link index.
failDescription consistency across surfaces0/7Mean pairwise description similarity across 2 surfaces (docs, sdk) is 0% (threshold 35% for full credit).Every surface tells the same story about what the product is.
Agent UsabilityAgents have the context to use your APIs reliably, not just find them0 pass0 warn4 fail40F
SignalPointsFindingsRationale
failIdempotency documentedvia spec0/271% of mutating operations document idempotency. Investigated: spec 0%, docs 0%.Documented idempotency lets agents retry safely.
failRate-limit signalingvia spec0/22No rate-limit response headers documented. Investigated: spec 0%, docs 0%.Machine-readable rate-limit headers let agents throttle adaptively.
failSandbox separationvia spec0/20No sandbox/test server declared across 1 server entries; no test-key prefixes documented. Investigated: spec 0%, docs 0%.An isolated environment lets agents exercise destructive operations safely.
failRunnable collection with test scriptsvia platform0/9No public Postman workspace discovered for the org. Investigated: platform 0%.A public, maintained collection with assertions is runnable truth agents validate against.
naPagination documented & consistent—/22No surface produced evidence for this capability in this run.Consistent, documented pagination lets agents traverse collections.
Resources Discovered

The public resources we found for Cockroachlabs — the evidence behind the score. All discovered from public sources; nothing here requires access to your systems.

APIs analyzed1CockroachDB Cloud API
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