| Primary workflow | Generate tests from an existing repository or contract | Design, document, mock, call, and test APIs in one workspace |
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| Starting point | AI-generated code, Git repository, or OpenAPI document | API project, specification, endpoints, models, and shared environments |
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| Generated output | Repository-native pytest or Vitest source files | API documentation, mock behavior, requests, test cases, and workspace assets |
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| Collaboration model | Pull requests and normal code review around generated files | Shared API projects, documentation, environments, and design workflow |
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| Approval boundary | Preview the plan and approve exact writes with checksum safety | Review and collaborate within the API project workspace |
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| Best pairing | Make a code dump safe to own and maintain | Design-first API development and cross-functional API collaboration |
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