Mailgunmailgun.com

ScoredJul 24, 2026, 09:12 AM

Mailgun's API design and overall documentation foundation are strong, giving partners a solid contract to build against. The most critical gaps are in agent readiness and partner onboarding: there is no machine-readable context file or structured data for AI agents to parse your APIs, no runnable collection for partners to make a first call without guesswork, and no quickstart to compress the time from signup to a working integration.

API DesignA clean, typed, well-governed API contract agents can reason about3 pass2 warn0 fail90A+
SignalPointsFindingsRationale
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 sdk19.7/2514 of 35 public signatures use loose types (anyTypeRatio=0.400). Investigated: sdk 79%, spec 67%.Typed, complete request/response schemas are what make agent function-calling possible.
warnMachine-readable, versioned contractvia spec18.8/25info.version="3.0.0" 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 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 2/20 pages across 2 language(s); broader multi-language coverage missing. Investigated: docs 100%, sdk 100%, spec 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 examples4 pass0 warn1 fail79B
SignalPointsFindingsRationale
passSelf-service developer portalvia docs29/29Signup page at https://signup.mailgun.com/new/signup; 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.
passCode samples in docsvia docs18/18Code samples present on 2/20 pages across 2 language(s); broader multi-language coverage missing. Investigated: docs 100%.Multi-language samples shorten time-to-first-call.
passDescription completenessvia spec15/1592% of operations + parameters have substantive descriptions. Investigated: spec 100%, sdk 100%.Complete descriptions are the context humans and agents need to use endpoints.
passChangelog publishedvia spec13/13changelog documented in the docs site at https://documentation.mailgun.com/docs/mailgun/release/release-notes. Investigated: spec 100%, docs 100%, sdk 100%.A published changelog lets partners track changes without surprise.
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.
Agent DiscoveryPartners and their agents can find your APIs — llms.txt, registries, crawlable and reachable docs1 pass3 warn0 fail85A
SignalPointsFindingsRationale
passRegistry & SDK presencevia docs28/28Indexed on Context7 (mailgun/documentation, 996 snippets). Investigated: docs 100%, sdk 100%, cli 0%.Listing in MCP registries and publishing SDKs puts the API where agents and their tooling look.
warnDocs reachable, not hard auth-gatedvia docs26.3/30Content negotiation partially supported: 1 correct type, 0 wrong type, 49 HTML only. Investigated: docs 88%.Agents can only index and fetch docs they can reach — past auth gates and over correct HTTP semantics.
warnllms.txt present, valid & comprehensivevia docs18.8/30No llms.txt directive found in HTML of any of 50 sampled pages. Investigated: docs 63%, sdk 0%.A valid, comprehensive llms.txt is the machine-readable entry point for agents.
warnCrawlable / AEOvia wellknown9/12Sitemap present (1091 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 docs2 pass1 warn2 fail80A
SignalPointsFindingsRationale
passMachine-readable errors (RFC 9457)via docs28/289 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.
passOperation purpose clarityvia spec25/2599% 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 docs17.6/2219 of 50 pages have substantive content differences between markdown and HTML (avg 17% missing). Investigated: docs 80%.Server-rendered, clean, small-footprint docs are what an agent can cheaply fetch and parse correctly.
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 20 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 them3 pass0 warn2 fail74B
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 spec22/22Pagination params detected on 33 list endpoint(s). Investigated: spec 100%, docs 100%, sdk 100%.Consistent, documented pagination lets agents traverse collections.
passSandbox separationvia spec20/20sandbox documented in the docs site at https://documentation.mailgun.com/docs/mailgun/user-manual/domains/domains-sandbox. Investigated: spec 100%, docs 100%, sdk 100%.An isolated environment lets agents exercise destructive operations 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.
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 Mailgun — the evidence behind the score. All discovered from public sources; nothing here requires access to your systems.

Agent hintsContext7 (996)
APIs analyzed1Mailgun API
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