Retoolretool.com

ScoredJul 24, 2026, 10:40 AM

Retool's API design is a clear strength — the schema and contract surface is solid, giving partners a reliable foundation to build against. The weakest areas are agent usability and agent understanding: partners and their AI agents currently lack the runnable examples, sandbox separation, idempotency guidance, and machine-readable context they need to integrate confidently and quickly.

API DesignA clean, typed, well-governed API contract agents can reason about4 pass1 warn0 fail93A+
SignalPointsFindingsRationale
passMachine-readable, versioned contractvia spec25/25Versioning declared (info.version="4.29.0") and url-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 spec16.7/2583% of operations have documented schemas (target 95%+). Investigated: spec 67%, 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.
passExample coveragevia docs10/10Code samples present on 7/20 pages across 2 language(s); broader multi-language coverage missing. Investigated: docs 100%, spec 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 examples2 pass1 warn2 fail57D
SignalPointsFindingsRationale
passCode samples in docsvia docs18/18Code samples present on 7/20 pages across 2 language(s); broader multi-language coverage missing. Investigated: docs 100%.Multi-language samples shorten time-to-first-call.
passChangelog publishedvia spec13/13changelog documented in the docs site at https://docs.retool.com/changelog. Investigated: spec 100%, docs 100%, sdk 100%.A published changelog lets partners track changes without surprise.
warnQuickstart presentvia docs12.5/25Quickstart page reachable (4 variants scanned starting at https://docs.retool.com/) 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.
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.
failDescription completenessvia spec0/1550% description completeness. Investigated: spec 0%.Complete descriptions are the context humans and agents need to use endpoints.
Agent DiscoveryPartners and their agents can find your APIs — llms.txt, registries, crawlable and reachable docs1 pass3 warn0 fail76B
SignalPointsFindingsRationale
passRegistry & SDK presencevia docs28/28Indexed on Context7 (websites/retool, 19317 snippets). Investigated: docs 100%, sdk 50%, cli 0%, mcp 0%, wellknown 0%.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). 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 docs11.3/30llms.txt covers 837/1581 sitemap doc pages (53%); 744 missing; 290 llms.txt links not in sitemap (may indicate stale links or incomplete sitemap). Investigated: docs 38%.A valid, comprehensive llms.txt is the machine-readable entry point for agents.
warnCrawlable / AEOvia wellknown9/12Sitemap present (1616 entries) but carries no lastmod values. Investigated: wellknown 75%.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 pass1 warn3 fail58D
SignalPointsFindingsRationale
passMachine-readable errors (RFC 9457)via docs28/287 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.
warnAgent-navigable, token-efficient docsvia docs13.4/223 of 40 pages have substantive content differences between markdown and HTML (avg 6% missing). Investigated: docs 61%.Server-rendered, clean, small-footprint docs are what an agent can cheaply fetch and parse correctly.
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.
failDocs structured datavia docs0/8Neither JSON-LD nor OpenGraph/meta tags detected across 9 sampled pages — likely a CSR-only docs site. 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.
naDescription consistency across surfaces—/7Only 1 surface description(s) with ≥6 tokens available; need at least 2 to compare.Every surface tells the same story about what the product is.
Agent UsabilityAgents have the context to use your APIs reliably, not just find them1 pass0 warn4 fail46F
SignalPointsFindingsRationale
passPagination documented & consistentvia spec22/22Pagination params detected on 28 list endpoint(s). Investigated: spec 100%, docs 100%.Consistent, documented pagination lets agents traverse collections.
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.
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 Retool — the evidence behind the score. All discovered from public sources; nothing here requires access to your systems.

Agent hintsContext7 (19,317)
APIs analyzed1Retool API
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