| Primary workflow | Turn repository context into reviewable executable tests | Build, send, inspect, test, document, and share API requests |
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| Starting point | AI code dump, Git repository, or OpenAPI contract | Request URL, method, headers, auth, body, collection, or API documentation |
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| Generated output | Python/pytest or TypeScript/Vitest files owned by the repository | Saved requests, collections, scripts, documentation, and shared workspace data |
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| Execution model | Project test runner, CLI, and pull-request workflow | Interactive client and supported workspace execution flows |
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| Review boundary | Plan, preview, protected paths, checksum, then explicit write approval | Inspect requests and responses before sending or saving them |
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| Best pairing | A durable regression baseline for AI-built software | Fast exploratory API work and collaborative request sharing |
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