Engineering API Testing Test Generation

API Test Prompt — the Contract Is the Subject

Status codes, response shapes, 401 vs 403, idempotency — API tests that test the contract, not the implementation.

Overview

API tests that only check 200-and-some-JSON miss what APIs break: the 400 that comes back as a 500, the 401/403 confusion that leaks resource existence, the error body whose shape nobody asserted. This setup generates the API contract test suite: every response asserting status code, body shape, and meaningful headers; auth as behavior (missing credentials → 401, wrong permissions → 403 — different tests); error responses held to their contract as strictly as success; idempotency of repeated requests; and payload limits enforced at the documented boundary.

Workflow

  1. Test the contract, not the code

    Request in, response out — the suite holds the documented behavior, whatever the implementation does inside.

  2. Separate the auth tests

    401 for who-are-you, 403 for you-can't — one test each, never merged.

  3. Repeat the dangerous requests

    The idempotency scenario: send the completed request again and assert the documented behavior, not luck.

Why This Works

  • Contract framing tests what consumers depend on instead of implementation details
  • The 401/403 distinction encodes the auth correctness most suites blur
  • Error-shape assertions protect the clients that parse failures programmatically

Best for

  • Public and partner-facing endpoints
  • APIs whose error contract is part of the product
  • Teams that learned the 401-vs-403 lesson in production

Not for

  • Writing the API documentation — that's the Markdown Output Builder
  • Defining the response format itself — that's the JSON Output Prompt Builder

Use cases

  • Testing REST endpoints before they go public
  • Catching the invalid payload that 500s instead of 400s
  • Asserting error response shapes that clients parse

Tip: Save time by exploring related resources and tools that integrate with this workflow.

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