| Primary workflow | Generate reviewable tests from repository context or an API contract | Design, send, debug, organize, and test API requests in a client workspace |
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| Source of truth | Codebase, OpenAPI input, detected test conventions, and user-approved assumptions | Design documents, collections, environments, and request configuration |
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| Generated output | Readable pytest or Vitest files committed with application code | Requests, collections, scripts, design documents, and optional generated client code |
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| Protocols | HTTP API test generation for supported repository targets | REST, GraphQL, gRPC, WebSockets, SSE, and other HTTP-compatible protocols |
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| Review boundary | Preview, assertions, checksums, protected paths, and explicit approval before write | Review requests and collections inside the client and collaboration workflow |
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| Best pairing | Turn an AI code dump into a maintainable baseline suite | Explore an unfamiliar API and validate requests interactively |
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