| Primary workflow | Generate and approve repository-native test files | Run exported Postman collections from the command line or CI |
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| Starting point | AI-generated code, Git repository, or OpenAPI contract | Postman collection JSON plus optional environment JSON |
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| Generated output | pytest or Vitest source with explicit requests and assertions | Collection run results, reports, and exit codes |
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| Contract coverage | Maps operations, schemas, headers, auth, statuses, and safe negatives | Runs the requests and scripts represented in the collection |
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| CI ownership | Test files and fixtures live in the application repository | Collection and environment files are the CI inputs |
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| Best pairing | Create the first code-owned suite from an AI code dump | Execute a known collection reliably in a pipeline |
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