mlcommons

Reference guide for msgspec.Struct usage patterns, performance tips, and gc=False safety analysis. Use when writing or reviewing msgspec Struct definitions, encoding/decoding code, or deciding whether gc=False is safe.

Check whether msgspec.Struct types can safely use gc=False. Use when adding or changing msgspec.Struct definitions, or when reviewing code that uses msgspec structs.

Write or update tests for the MedPerf Django REST Framework server (medperf/server) when adding an endpoint, feature, or bugfix. Encodes this codebase's exact conventions — one test file per URL, the MedPerfTest harness, REST-only setup, the base + parameterized-action + PermissionTest class structure (permission tests cover FORBIDDEN actions only), mock/create helpers, and per-entity validation/permission rules. Use whenever you touch server code with an HTTP surface.