| Primary workflow | Generate and review test source from contract or repository context | Run described HTTP transactions against a live API |
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| API descriptions | OpenAPI/Swagger JSON and YAML with bounded local references | API Blueprint and OpenAPI 2 support documented by the project |
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| Generated output | Python/pytest or TypeScript/Vitest files | Runner expectations and reports from live HTTP validation |
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| Response validation | Generated status, schema, response-header, and negative assertions | Runtime response expectations derived from the API description |
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| Repository fit | Maps files to detected test layouts and protects paths/checksums | Configured through a Dredd project and hook workflow |
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| Best pairing | Code-owned test scaffolding and reviewable artifacts | Fast contract validation against an already-running service |
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