Ablyably.com

ScoredJul 24, 2026, 09:11 AM

Ably's API program shows strength in core API design and schema quality, but two areas are holding back partner success: onboarding is friction-heavy (no self-service portal, no quickstart), and AI agents lack the structured context they need to understand and act on Ably's APIs without guesswork. Fixing the self-service onboarding gap and enriching agent-facing documentation should be the immediate priorities — together they determine whether partners and their agents can get to productive integrations independently, or whether every engagement still requires a sales conversation.

API DesignA clean, typed, well-governed API contract agents can reason about2 pass2 warn1 fail73B
SignalPointsFindingsRationale
warnSchema coverage & depthvia sdk22.9/2531/34 (91%) public params are fully typed (no any/**kwargs). Analyzer reports not all methods have a derivable input schema. Investigated: sdk 92%, spec 83%.Typed, complete request/response schemas are what make agent function-calling possible.
warnMachine-readable, versioned contractvia spec18.8/25info.version="4.0.0" 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.
passSecurity & governance hygienevia spec15/15No credential-shaped strings detected in spec. Investigated: spec 100%, wellknown 100%.No leaked secrets, no critical lint violations, no OWASP API Top-10 spec smells, and a published vulnerability-disclosure channel.
passExample coveragevia spec10/1074% example coverage (target 80%+). Investigated: spec 100%, sdk 100%.Examples carry shape semantics schemas under-specify — for humans and agents alike.
failAuth declared & discoverablevia spec0/25No securitySchemes declared. Investigated: spec 0%, docs 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 pass0 warn2 fail52D
SignalPointsFindingsRationale
passDescription completenessvia spec15/15100% of operations + parameters have substantive descriptions. Investigated: spec 100%, sdk 68%.Complete descriptions are the context humans and agents need to use endpoints.
passChangelog publishedvia sdk13/13Newest official SDK activity 0 day(s) ago. Investigated: sdk 100%, spec 0%, docs 0%.A published changelog lets partners track changes without surprise.
failSelf-service developer portalvia docs0/29No signup page detected across conventional paths (/signup, /sign-up, /register, /get-started, /console/signup, /dashboard/signup, /try, /try-free, /free, /free-trial, /start, /start-free). Investigated: docs 0%.Self-serve key/account creation is the fast first call for partners, with no sales gate.
failQuickstart presentvia docs0/25No quickstart/getting-started page found at the conventional paths. Investigated: docs 0%.A quickstart is the fastest path from landing page to first successful call.
naCode samples in docs—/18No surface produced evidence for this capability in this run.Multi-language samples shorten time-to-first-call.
Agent DiscoveryPartners and their agents can find your APIs — llms.txt, registries, crawlable and reachable docs1 pass3 warn0 fail75B
SignalPointsFindingsRationale
passRegistry & SDK presencevia docs28/28Indexed on Context7 (websites/ably, 45656 snippets). Investigated: docs 100%, cli 100%, sdk 92%.Listing in MCP registries and publishing SDKs puts the API where agents and their tooling look.
warnDocs reachable, not hard auth-gatedvia docs22.5/30Server ignores Accept: text/markdown header (0/50 sampled pages return markdown); 50 rate-limited (HTTP 429). Investigated: docs 75%.Agents can only index and fetch docs they can reach — past auth gates and over correct HTTP semantics.
warnllms.txt present, valid & comprehensivevia docs12.9/30Could not test any pages; 50 failed to fetch. Investigated: docs 43%, sdk 0%.A valid, comprehensive llms.txt is the machine-readable entry point for agents.
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.
Agent UnderstandingAgents can correctly interpret your APIs — machine-readable errors, consistent descriptions, structured data, parseable docs1 pass2 warn2 fail60C
SignalPointsFindingsRationale
passMachine-readable errors (RFC 9457)via docs28/285 distinct 4xx/5xx response codes documented. Investigated: docs 100%, sdk 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 docs15.4/22Could not fetch HTML for any pages to compare; 25 failed to fetch. Investigated: docs 70%.Server-rendered, clean, small-footprint docs are what an agent can cheaply fetch and parse correctly.
warnDescription consistency across surfaces0.5/7Mean pairwise description similarity across 2 surfaces (spec, sdk) is 2% (threshold 35% for full credit).Every surface tells the same story about what the product is.
failOperation purpose clarityvia spec0/250% of operations are agent-inferable. Investigated: spec 0%.Agents select the right endpoint from its summary + operationId; clear, named operations make tool-selection reliable — the strongest driver of correct tool choice.
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.
naDocs structured data—/8No surface produced evidence for this capability in this run.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 them3 pass1 warn1 fail78B
SignalPointsFindingsRationale
passIdempotency documentedvia sdk27/27Built-in retry machinery is present (grep-derived). Investigated: sdk 100%, spec 0%, docs 0%.Documented idempotency lets agents retry safely.
passPagination documented & consistentvia docs22/22Pagination params detected on 1 list endpoint(s). Investigated: docs 100%, spec 75%, sdk 50%.Consistent, documented pagination lets agents traverse collections.
passSandbox separationvia sdk20/20Sandbox environments are exposed (sandbox). Investigated: sdk 100%, spec 0%, docs 0%.An isolated environment lets agents exercise destructive operations safely.
warnRunnable collection with test scriptsvia platform4.5/9No test scripts found in the workspace's collections. Investigated: platform 50%.A public, maintained collection with assertions is runnable truth agents validate against.
failRate-limit signalingvia spec0/22No rate-limit response headers documented. Investigated: spec 0%, docs 0%.Machine-readable rate-limit headers let agents throttle adaptively.
Resources Discovered

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

Agent hintsContext7 (45,656)
APIs analyzed2Ably Chat REST API, Ably LiveObjects REST API
Want to improve your results?