giskard-checks-new-check

name	giskard-checks-new-check
description	Guides implementation of new or changed eval checks in the giskard-checks package—Check subclasses, discriminated kind registration, public exports, and tests. Use when adding or modifying built-in checks, LLM-based judges, @Check.register kinds, serialization of TestCase or Scenario, or when editing files under libs/giskard-checks/src/giskard/checks related to checks.

giskard-checks — new check

Scope

Library code lives under libs/giskard-checks/. Follow existing patterns; use absolute imports inside giskard.checks. Python 3.12+, Pydantic v2.

Read project rules when relevant: libs/giskard-checks/.cursor/rules/02-project.mdc, 03-development.mdc.

Classify the check

Kind	Module	Base class
Deterministic (string, numeric, custom logic on trace)	src/giskard/checks/builtin/	Check (often shared helpers in existing builtins)
Uses LLM to score or classify	src/giskard/checks/judges/	BaseLLMCheck

For one-off or experimental logic, users can use from_fn / FnCheck without a new class—only add a new type when it is a reusable, serializable primitive.

JSONPath fields (key and *_key)

Naming and typing (required)

Any Check field named key or whose name ends with _key is a JSONPath into the trace. It must be annotated with JSONPathStr, or JSONPathStr | None, or JSONPathStr | MISSING (import MISSING from pydantic.experimental.missing_sentinel). Otherwise tests/core/test_jsonpath_enforcement.py fails.

Inside the library, import from ..core.extraction (module giskard.checks.core.extraction).

Path syntax

• Every path must start with trace. (validated at model construction via jsonpath_ng).
• Resolution runs against {"trace": trace.model_dump()}. Prefer trace.last.outputs, trace.last.inputs, trace.last.metadata.* over brittle indices; trace.last is the usual default for “current turn” data.

Reading values

• resolve(trace, key) — Use when the value always comes from the trace (e.g. comparison key).
• provided_or_resolve(trace, key=..., value=...) — Use when the user may pass an inline value or fall back to a path (e.g. answer + answer_key). If value is not MISSING, that wins; otherwise the path is evaluated.

Optional inline-or-path fields: type as T | MISSING = MISSING (and JSONPathStr | MISSING = MISSING for optional *_key fields). Pass fields directly to provided_or_resolve; validate combinations with a @model_validator if only one of (inline, *_key) may be set (see StringMatching / ComparisonCheck). Do not use None to mean "extract from trace"—omit the field so it stays MISSING. Explicit None is only valid when comparing against or supplying None as a real value (e.g. Equals(expected_value=None)).

Failures and types

• Missing matches become NoMatch. Check with isinstance(x, NoMatch) and return CheckResult.failure with a message that names the field/key.
• Some paths return a list (multiple matches or list-producing JSONPath). See resolve in core/extraction.py if the check must treat collections differently.

Defaults

Use Field(default="trace.last.outputs", ...) (or another sensible default) so typical scenarios need no extra configuration.

More detail: reference.md.

Implementation checklist

1. Kind string — Pick a unique snake_case discriminator. Search the repo for @Check.register(" to avoid duplicates.

2. Class — Subclass Check[...] or BaseLLMCheck[...] from ..core.check / ..judges.base. Use Pydantic Field for config. For non-LLM checks, implement async def run(self, trace: TraceType) -> CheckResult (use CheckResult.success / CheckResult.failure; put extra data in details= when useful).

3. Registration — Decorate with @Check.register("your_kind") on the class definition.

4. Wire imports so the kind is registered — Discriminated unions only know subclasses that were imported. Add an import of the new module to the appropriate package __init__.py (e.g. builtin/__init__.py re-exports; judges/__init__.py for judges). Update src/giskard/checks/__init__.py exports and __all__ if the type is public API.

5. JSONPath fields — Follow the section above for every key / *_key; run tests so test_jsonpath_enforcement passes.

6. Tests — Add tests/builtin/test_<feature>.py or extend an existing file (e.g. test_judge.py). Mirror package layout. Use pytest and async tests where run is async. Cover pass, fail, and edge cases (missing values, wrong types).

7. Validate — From the repository root (this monorepo uses the root Makefile):

   • make test-unit PACKAGE=giskard-checks — unit tests for that lib
   • make check — lint, format, compat, typecheck, etc.

   Use make test PACKAGE=giskard-checks if changes must coexist with functional tests.

   make test-unit PACKAGE=giskard-checks includes tests/core/test_jsonpath_enforcement.py.

Serialization note

After model_dump(), model_validate() needs every custom Check subclass already imported. If deserialization tests fail with an unknown kind, ensure the defining module is imported on the test (or via package __init__) before validation.

LLM checks

For BaseLLMCheck, implement get_prompt and respect output_type / structured parsing as in existing judges. Details: reference.md.