Guardianlifeguardianlife.com

ScoredJul 29, 2026, 09:11 PM

Guardianlife's API program shows meaningful strength in core API design — the contract is machine-readable, schemas are typed, and auth is solid — but the program is not yet ready for self-serve partners or AI agents. The most urgent gaps are in agent usability and discoverability: agents cannot reliably execute workflows because sandbox environments, idempotency, rate-limit, and pagination behaviors are undocumented, and there is no runnable collection to ground them.

API DesignA clean, typed, well-governed API contract agents can reason about2 pass3 warn0 fail75B
SignalPointsFindingsRationale
warnMachine-readable, versioned contractvia spec18.8/25info.version="v1" set but no versioning scheme (URL / header / media type) detected. Investigated: spec 75%, docs 50%.A current OpenAPI version with a declared versioning scheme lets agents reason about the contract.
warnSchema coverage & depthvia spec18.8/25Only 67% of operations have documented schemas. Investigated: spec 75%.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 50%.No leaked secrets, no critical lint violations, no OWASP API Top-10 spec smells, and a published vulnerability-disclosure channel.
passExample coveragevia spec10/100% example coverage. Investigated: spec 100%, docs 0%.Examples carry shape semantics schemas under-specify — for humans and agents alike.
warnAuth declared & discoverablevia docs7.5/25No securitySchemes declared. Investigated: docs 30%, spec 21%, wellknown 0%.Agents can only authenticate when auth is declared, scoped, and discoverable.
Developer ExperienceThe context both developers and agents need to integrate fast — onboarding, code samples, complete descriptions and worked examples2 pass1 warn2 fail65C
SignalPointsFindingsRationale
passSelf-service developer portalvia docs29/29Signup page at https://developer.guardianlife.com/partner/register/activate; 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 spec15/1521% description completeness. Investigated: spec 100%.Complete descriptions are the context humans and agents need to use endpoints.
warnQuickstart presentvia docs12.5/25Quickstart page reachable (1 variants scanned starting at https://developer.guardianlife.com/getting-started) 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 1 sampled docs pages. Investigated: docs 0%.Multi-language samples shorten time-to-first-call.
failChangelog publishedvia spec0/13No changelog URL or mention found in spec metadata. Investigated: spec 0%, docs 0%.A published changelog lets partners track changes without surprise.
Agent DiscoveryPartners and their agents can find your APIs — llms.txt, registries, crawlable and reachable docs0 pass2 warn2 fail49F
SignalPointsFindingsRationale
warnDocs reachable, not hard auth-gatedvia docs22.5/30Server ignores Accept: text/markdown header (0/1 pages return markdown). Investigated: docs 75%.Agents can only index and fetch docs they can reach — past auth gates and over correct HTTP semantics.
warnCrawlable / AEOvia wellknown6/12No sitemap discoverable via robots.txt or /sitemap.xml on the docs host. Investigated: wellknown 50%.Bots allowed plus a fresh sitemap make docs findable by agent crawlers.
failllms.txt present, valid & comprehensivevia docs0/30No llms.txt found at any candidate location (https://developer.guardianlife.com/llms.txt, https://developer.guardianlife.com/docs/llms.txt). Investigated: docs 0%.A valid, comprehensive llms.txt is the machine-readable entry point for agents.
failRegistry & SDK presencevia docs0/28Not indexed on Context7 — agents can't pull this API's docs on demand via Context7. Investigated: docs 0%, sdk 0%, cli 0%.Listing in MCP registries and publishing SDKs puts the API where agents and their tooling look.
Agent UnderstandingAgents can correctly interpret your APIs — machine-readable errors, consistent descriptions, structured data, parseable docs1 pass3 warn2 fail63C
SignalPointsFindingsRationale
passMachine-readable errors (RFC 9457)via docs28/28No 4xx/5xx response codes (or default error response) documented anywhere in the spec. Investigated: docs 100%, spec 50%.RFC 9457 problem details and a documented error-code inventory let agents parse failures without burning tokens.
warnAgent-navigable, token-efficient docsvia docs18.9/22No pages support .md URLs (0/1 tested). Investigated: docs 86%.Server-rendered, clean, small-footprint docs are what an agent can cheaply fetch and parse correctly.
warnOperation purpose clarityvia spec5/250% of operations are agent-inferable. Investigated: spec 20%.Agents select the right endpoint from its summary + operationId; clear, named operations make tool-selection reliable — the strongest driver of correct tool choice.
warnDescription consistency across surfaces0.7/7Mean pairwise description similarity across 2 surfaces (spec, docs) is 4% (threshold 35% for full credit).Every surface tells the same story about what the product is.
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.
failDocs structured datavia docs0/8Neither JSON-LD nor OpenGraph/meta tags detected across 1 assessed pages (1 JS-rendered). Investigated: docs 0%.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.
Agent UsabilityAgents have the context to use your APIs reliably, not just find them0 pass0 warn5 fail40F
SignalPointsFindingsRationale
failIdempotency documentedvia spec0/270% 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.
failPagination documented & consistentvia spec0/221 list endpoint(s) exist but no pagination params found. Investigated: spec 0%, docs 0%.Consistent, documented pagination lets agents traverse collections.
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.
Resources Discovered

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

APIs analyzed10UW Data Services, Policy API, Retail Individual Product API's, Benefits API, Group Rating & Quoting API, Benefits API – v4 Endpoints, gwb-hmb-api API, Evidence of Insurability (EOI) API, Guardian eSuite PrefillApi Api, Group Dental Provider API
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