pydantic/pydantic

14.2

Adjusted Score

14.2

Raw Score

100%

Time Factor

2026-07-13

Last Push

28.3K

Stars

Python

Language

239.2K

Lines of Code

705

Files

3.5K

Pattern Hits

2026-07-14

Scan Date

0.13

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 1HIGH 92MEDIUM 19LOW 3369

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 3481 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers2753 hits · 2307 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_assert_in_validators.py	23	def test_assert_raises_validation_error():	CODE
LOW	tests/test_dunder_all.py	13	def test_explicit_reexports_exist() -> None:	CODE
LOW⚡	tests/test_version.py	31	def test_version_attribute_is_present():	CODE
LOW⚡	tests/test_version.py	35	def test_version_attribute_is_a_string():	CODE
LOW⚡	tests/test_version.py	39	def test_check_pydantic_core_version() -> None:	CODE
LOW	tests/test_computed_fields.py	69	def test_computed_fields_json_schema():	CODE
LOW	tests/test_computed_fields.py	217	def test_properties_and_computed_fields():	CODE
LOW	tests/test_computed_fields.py	244	def test_computed_fields_repr():	CODE
LOW	tests/test_computed_fields.py	426	def test_private_computed_field():	CODE
LOW	tests/test_computed_fields.py	546	def test_abstractmethod_missing(bases: tuple[Any, ...]):	CODE
LOW⚡	tests/test_computed_fields.py	567	def __get_pydantic_core_schema__(cls, source: Any, handler: GetCoreSchemaHandler) -> core_schema.CoreSchema:	CODE
LOW⚡	tests/test_computed_fields.py	573	def test_computed_fields_infer_return_type():	CODE
LOW⚡	tests/test_computed_fields.py	583	def test_computed_fields_missing_return_type():	CODE
LOW	tests/test_computed_fields.py	611	def my_aliased_computed_field_none(self) -> int:	CODE
LOW	tests/test_computed_fields.py	660	def test_alias_generator_defer_build() -> None:	CODE
LOW	tests/test_computed_fields.py	740	def test_multiple_references_to_schema(model_factory: Callable[[], Any]) -> None:	CODE
LOW	tests/test_computed_fields.py	765	def test_generic_computed_field():	CODE
LOW	tests/test_computed_fields.py	796	def test_computed_field_override_raises():	CODE
LOW	tests/test_computed_fields.py	812	def test_computed_field_excluded_from_model_dump_recursive() -> None:	CODE
LOW	tests/test_computed_fields.py	828	def test_computed_field_with_field_serializer():	CODE
LOW	tests/test_computed_fields.py	844	def test_computed_fields_exclude() -> None:	CODE
LOW	tests/test_computed_fields.py	859	def test_computed_fields_serialization_exclude_if() -> None:	CODE
LOW	tests/test_computed_fields.py	881	def test_computed_fields_serialization_exclude_if_from_annotated() -> None:	CODE
LOW	tests/test_v1.py	34	def test_isinstance_does_not_raise_deprecation_warnings():	CODE
LOW	tests/test_utils.py	39	def test_import_module_invalid():	CODE
LOW	tests/test_utils.py	94	def test_lenient_issubclass_with_generic_aliases():	CODE
LOW	tests/test_utils.py	101	def test_lenient_issubclass_is_lenient():	CODE
LOW	tests/test_utils.py	318	def test_deep_update_is_not_mutating():	CODE
LOW⚡	tests/test_utils.py	364	def test_smart_deepcopy_immutable_non_sequence(obj, mocker):	CODE
LOW⚡	tests/test_utils.py	372	def test_smart_deepcopy_empty_collection(empty_collection, mocker):	CODE
LOW⚡	tests/test_utils.py	382	def test_smart_deepcopy_collection(collection, mocker):	CODE
LOW⚡	tests/test_utils.py	389	def test_smart_deepcopy_error(error, mocker):	CODE
LOW⚡	tests/test_utils.py	439	def test_on_lower_camel_zero_length():	CODE
LOW⚡	tests/test_utils.py	443	def test_on_lower_camel_one_length():	CODE
LOW⚡	tests/test_utils.py	447	def test_on_lower_camel_many_length():	CODE
LOW	tests/conftest.py	32	def _extract_source_code_from_function(function: FunctionType):	CODE
LOW	tests/conftest.py	155	def generate_schema_call_counter(args: Any, *kwargs: Any) -> Any:	CODE
LOW⚡	tests/test_warnings.py	5	def test_pydantic_deprecation_warning():	CODE
LOW⚡	tests/test_warnings.py	13	def test_pydantic_deprecation_warning_tailing_dot_in_message():	CODE
LOW⚡	tests/test_warnings.py	20	def test_pydantic_deprecation_warning_calculated_expected_removal():	CODE
LOW	tests/test_decorators.py	11	def _two_pos_required_args_extra_optional(a, b, c=1, d=2, *, e=3):	CODE
LOW	tests/test_decorators.py	19	def _one_pos_required_arg_one_optional(a, b=1):	CODE
LOW	tests/test_decorators.py	47	def test_inspect_validator_error_wrap():	CODE
LOW	tests/test_decorators.py	62	def test_inspect_validator_error(mode):	CODE
LOW	tests/test_decorators.py	76	def test_inspect_field_serializer_no_signature() -> None:	CODE
LOW⚡	tests/test_decorators.py	100	def test_inspect_annotated_serializer(obj, mode, expected):	CODE
LOW⚡	tests/test_decorators.py	105	def test_inspect_annotated_serializer_invalid_number_of_arguments(mode):	CODE
LOW⚡	tests/test_decorators.py	114	def test_plain_class_not_mutated() -> None:	CODE
LOW	tests/test_decorators.py	128	def test_decorator_info_not_mutated() -> None:	CODE
LOW	tests/test_types_typeddict.py	89	def test_typeddict_annotated_simple(TypedDict, req_no_req):	CODE
LOW	tests/test_types_typeddict.py	109	def test_typeddict_total_false(TypedDict, req_no_req):	CODE
LOW	tests/test_types_typeddict.py	176	def test_partial_new_typeddict(TypedDict):	CODE
LOW	tests/test_types_typeddict.py	190	def test_typeddict_extra_default(TypedDict):	CODE
LOW	tests/test_types_typeddict.py	230	def __get_pydantic_core_schema__(	CODE
LOW	tests/test_types_typeddict.py	311	def test_typeddict_postponed_annotation(TypedDict):	CODE
LOW	tests/test_types_typeddict.py	351	def test_typeddict_from_attributes():	CODE
LOW	tests/test_types_typeddict.py	383	def test_typeddict_not_required_schema(TypedDict, req_no_req):	CODE
LOW	tests/test_types_typeddict.py	414	def test_typed_dict_inheritance_schema(TypedDict, req_no_req):	CODE
LOW	tests/test_types_typeddict.py	449	def test_typeddict_annotated_nonoptional_schema(TypedDict):	CODE
LOW	tests/test_types_typeddict.py	529	def test_generic_typeddict_in_concrete_model():	CODE
2693 more matches not shown…

Unused Imports249 hits · 227 pts

Severity	File	Line	Context
LOW	tests/conftest.py	1	CODE
LOW	tests/test_types_typeddict.py	15	CODE
LOW	tests/test_plugins.py	1	CODE
LOW	tests/test_model_validator.py	1	CODE
LOW	tests/test_typing.py	7	CODE
LOW	tests/test_docs.py	1	CODE
LOW	tests/test_docs.py	41	CODE
LOW	tests/test_docs.py	46	CODE
LOW	tests/test_docs.py	51	CODE
LOW	tests/test_deprecated_validate_arguments.py	3	CODE
LOW	tests/test_types_namedtuple.py	7	CODE
LOW	tests/test_pipeline.py	3	CODE
LOW	tests/test_titles.py	14	CODE
LOW	tests/test_titles.py	14	CODE
LOW	tests/mypy/test_mypy.py	1	CODE
LOW	tests/mypy/test_mypy.py	7	CODE
LOW	tests/mypy/test_mypy.py	12	CODE
LOW	tests/mypy/test_mypy.py	12	CODE
LOW	tests/mypy/modules/create_model_var.py	1	CODE
LOW	tests/mypy/outputs/mypy-plugin_ini/create_model_var.py	1	CODE
LOW	tests/benchmarks/test_discriminated_unions.py	1	CODE
LOW	tests/benchmarks/test_fastapi_startup_generics.py	3	CODE
LOW	tests/benchmarks/test_fastapi_startup_simple.py	3	CODE
LOW	tests/benchmarks/basemodel_eq_performance.py	1	CODE
LOW	tests/benchmarks/basemodel_eq_performance.py	559	CODE
LOW	tests/benchmarks/basemodel_eq_performance.py	560	CODE
LOW	docs/plugins/conversion_table.py	1	CODE
LOW	docs/plugins/algolia.py	4	CODE
LOW	docs/plugins/main.py	1	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	1	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	8	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	31	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	31	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	31	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	6	CODE
LOW	pydantic-core/tests/conftest.py	1	CODE
LOW	pydantic-core/tests/test_typing.py	1	CODE
LOW	pydantic-core/tests/test_strict.py	1	CODE
LOW	pydantic-core/tests/serializers/test_union.py	1	CODE
LOW	pydantic-core/tests/benchmarks/nested_schema.py	1	CODE
LOW	pydantic-core/tests/benchmarks/complete_schema.py	1	CODE
189 more matches not shown…

Docstring Block Structure41 hits · 205 pts

Severity	File	Line	Snippet	Context
HIGH	.github/actions/people/people.py	364	Make a GraphQL request to GitHub API. Args: settings: Configuration settings including API token qu	STRING
HIGH	pydantic/color.py	114	Returns the name of the color if it can be found in `COLORS_BY_VALUE` dictionary, otherwise returns the hexadeci	STRING
HIGH	pydantic/color.py	260	Parse a tuple or list to get RGBA values. Args: value: A tuple or list. Returns: An `RGBA` tup	STRING
HIGH	pydantic/color.py	282	Parse a string representing a color to an RGBA tuple. Possible formats for the input string include: * named c	STRING
HIGH	pydantic/color.py	356	Parse the color value provided and return a number between 0 and 1. Args: value: An integer or string color	STRING
HIGH	pydantic/color.py	383	Parse an alpha value checking it's a valid float in the range 0 to 1. Args: value: The input value to parse	STRING
HIGH	pydantic/color.py	441	Converts a float value between 0 and 1 (inclusive) to an integer between 0 and 255 (inclusive). Args: c: Th	STRING
HIGH	pydantic/fields.py	293	Create a new `FieldInfo` object with the `Field` function. Args: default: The default value for the	STRING
HIGH	pydantic/fields.py	649	Return a new `FieldInfo` instance from a `dataclasses.Field` instance. Args: dc_field: The `datacla	STRING
HIGH	pydantic/fields.py	1215	!!! abstract "Usage Documentation" [Fields](../concepts/fields.md) Create a field for objects that can be c	STRING
HIGH	pydantic/fields.py	1541	!!! abstract "Usage Documentation" [Private Model Attributes](../concepts/models.md#private-model-attributes)	STRING
HIGH	pydantic/fields.py	1729	!!! abstract "Usage Documentation" [The `computed_field` decorator](../concepts/fields.md#the-computed_field-dec	STRING
HIGH	pydantic/json_schema.py	224	!!! abstract "Usage Documentation" [Customizing the JSON Schema Generation Process](../concepts/json_schema.md#c	STRING
HIGH	pydantic/json_schema.py	353	Generates JSON schema definitions from a list of core schemas, pairing the generated definitions with a mapping	STRING
HIGH	pydantic/json_schema.py	400	Generates a JSON schema for a specified schema in a specified mode. Args: schema: A Pydantic model.	STRING
HIGH	pydantic/json_schema.py	485	Generate a JSON schema based on the input schema. Args: schema_or_field: The core schema to	STRING
HIGH	pydantic/json_schema.py	1736	Resolve a JsonSchemaValue to the non-ref schema if it is a $ref schema. Args: json_schema: The sche	STRING
HIGH	pydantic/root_model.py	74	Create a new model using the provided root object and update fields set. Args: root: The root objec	STRING
HIGH	pydantic/type_adapter.py	264	Initialize the core schema, validator, and serializer for the type. Args: ns_resolver: The namespac	STRING
HIGH	pydantic/type_adapter.py	409	Validate a Python object against the model. If validation fails, the resulting [`ValidationError`][pydantic_cor	STRING
HIGH	pydantic/dataclasses.py	80	!!! abstract "Usage Documentation" [`dataclasses`](../concepts/dataclasses.md) A decorator used to create a	STRING
HIGH	pydantic/main.py	630	Compute the class name for parametrizations of generic classes. This method can be overridden to achieve a cust	STRING
HIGH	pydantic/main.py	733	Validate a pydantic model instance. If validation fails, the resulting [`ValidationError`][pydantic_core.Valida	STRING
HIGH	pydantic/main.py	786	!!! abstract "Usage Documentation" [JSON Parsing](../concepts/json.md#json-parsing) Validate the gi	STRING
HIGH	pydantic/main.py	1792	!!! abstract "Usage Documentation" [Dynamic Model Creation](../concepts/models.md#dynamic-model-creation) D	STRING
HIGH	pydantic/annotated_handlers.py	51	Get the real schema for a `{"$ref": ...}` schema. If the schema given is not a `$ref` schema, it will be returne	STRING
HIGH	pydantic/annotated_handlers.py	101	Get the real schema for a `definition-ref` schema. If the schema given is not a `definition-ref` schema, it will	STRING
HIGH	pydantic/_internal/_schema_generation_shared.py	41	Resolves `$ref` in the json schema. This returns the input json schema if there is no `$ref` in json schema.	STRING
HIGH	pydantic/_internal/_schema_generation_shared.py	104	Resolves reference in the core schema. Args: maybe_ref_schema: The input core schema that may conta	STRING
HIGH	pydantic/_internal/_decorators_v1.py	55	Wrap a V1 style field validator for V2 compatibility. Args: validator: The V1 style field validator. R	STRING
HIGH	pydantic/_internal/_known_annotated_metadata.py	172	Apply `annotation` to `schema` if it is an annotation we know about (Gt, Le, etc.). Otherwise return `None`. Th	STRING
HIGH	pydantic/_internal/_model_construction.py	413	Iterate over the namespace and: * gather private attributes * check for items which look like fields but are not	STRING
HIGH	pydantic/_internal/_model_construction.py	616	Finish building a model class. This logic must be called after class has been created since validation functions mu	STRING
HIGH	pydantic/_internal/_generate_schema.py	703	Generate core schema. Args: obj: The object to generate core schema for. Returns:	STRING
HIGH	pydantic/_internal/_discriminated_union.py	39	Applies the discriminator and returns a new core schema. Args: schema: The input schema. discrimina	STRING
HIGH	pydantic/_internal/_discriminated_union.py	141	Return a new CoreSchema based on `schema` that uses a tagged-union with the discriminator provided to this class	STRING
HIGH	pydantic/_internal/_decorators.py	351	Get the attribute from the next class in the MRO that has it, aiming to simulate calling the method on the actual cl	STRING
HIGH	pydantic/_internal/_decorators.py	386	Get an attribute out of the `__dict__` following the MRO. This prevents the call to `__get__` on the descriptor, and	STRING
HIGH	pydantic/_internal/_fields.py	230	Collect the fields and class variables names of a nascent Pydantic model. The fields collection process is *lenient	STRING
HIGH	pydantic/_internal/_generics.py	166	Used inside a function to check whether it was called globally. Args: depth: The depth to get the frame.	STRING
HIGH	pydantic/_internal/_dataclasses.py	93	Finish building a pydantic dataclass. This logic is called on a class which has already been wrapped in `dataclasse	STRING

Cross-Language Confusion36 hits · 178 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/test_serialize.py	246	assert MyModel(x=None).model_dump_json() == '{"x":null}'	CODE
HIGH	tests/test_edge_cases.py	2227	'{"v": null}',	CODE
HIGH	tests/test_json.py	328	== '{"name":"Pumbaa","SSN":234,"birthday":737424000.0,"phone":18007267864,"friend":null}'	CODE
HIGH	tests/test_types.py	4400	Foobar.model_validate_json('{"password": 1234, "empty_password": null}')	CODE
HIGH	pydantic-core/tests/test_json.py	185	assert v.validate_json('{"1": 1, "2": "a", "3": null}') == {'1': 1, '2': 'a', '3': None}	CODE
HIGH	pydantic-core/tests/serializers/test_model.py	315	assert s.to_json(BasicModel(foo=None, bar=b'more')) == b'{"foo":null,"bar":"more"}'	CODE
HIGH	pydantic-core/tests/serializers/test_model.py	827	s.to_json(Model(3, 4), exclude_none=False, by_alias=True) == b'{"width":3,"height":4,"Area":12,"volume":null}'	CODE
HIGH	pydantic-core/tests/serializers/test_model.py	883	s.to_json(Model(3, 4), exclude_none=False, by_alias=True) == b'{"width":3,"height":4,"volume":null,"Area":12}'	CODE
HIGH	pydantic-core/tests/serializers/test_model.py	1090	assert s.to_json(m) == b'{"field_a":"test","field_b":12,"field_c":null,"field_d":[1,2,3]}'	CODE
HIGH	pydantic-core/tests/serializers/test_model.py	1104	assert s.to_json(m, exclude={'field_d': [0]}) == b'{"field_a":"test","field_b":12,"field_c":null,"field_d":[2,3]}'	CODE
HIGH	pydantic-core/tests/serializers/test_typed_dict.py	156	assert v.to_json({'foo': 1, 'bar': b'more', 'c': None}) == b'{"foo":1,"bar":"more","c":null}'	CODE
HIGH	pydantic-core/tests/serializers/test_typed_dict.py	157	assert v.to_json({'foo': None, 'bar': b'more'}) == b'{"foo":null,"bar":"more"}'	CODE
HIGH	pydantic-core/tests/serializers/test_any.py	656	assert s.to_json([inf]) == b'[null]'	CODE
HIGH	pydantic-core/tests/serializers/test_any.py	659	assert s.to_json([nan]) == b'[null]'	CODE
HIGH	pydantic-core/tests/serializers/test_json.py	23	assert s.to_json(v) == b'["a",[1,2],null]'	CODE
HIGH	pydantic/json_schema.py	1505	with self._config_wrapper_stack.push(config):	CODE
HIGH	pydantic/json_schema.py	1647	with self._config_wrapper_stack.push(config):	CODE
HIGH	pydantic/json_schema.py	1858	with self._config_wrapper_stack.push(config):	CODE
HIGH	pydantic/_internal/_typing_extra.py	328	with ns_resolver.push(base):	CODE
HIGH	pydantic/_internal/_typing_extra.py	382	with ns_resolver.push(base):	CODE
HIGH	pydantic/_internal/_namespace_utils.py	202	with ns_resolver.push(Model):	STRING
HIGH	pydantic/_internal/_namespace_utils.py	209	with ns_resolver.push(Sub):	STRING
HIGH	pydantic/_internal/_generate_schema.py	758	with self._config_wrapper_stack.push(config_wrapper), self._ns_resolver.push(cls):	CODE
HIGH	pydantic/_internal/_generate_schema.py	1019	with self.model_type_stack.push(obj):	CODE
HIGH	pydantic/_internal/_generate_schema.py	1275	with self.field_name_stack.push(name):	CODE
HIGH	pydantic/_internal/_generate_schema.py	1352	with self._ns_resolver.push(origin):	CODE
HIGH	pydantic/_internal/_generate_schema.py	1389	self.model_type_stack.push(typed_dict_cls),	CODE
HIGH	pydantic/_internal/_generate_schema.py	1415	with self._config_wrapper_stack.push(config):	CODE
HIGH	pydantic/_internal/_generate_schema.py	1518	self.model_type_stack.push(namedtuple_cls),	CODE
HIGH	pydantic/_internal/_generate_schema.py	1584	with self.field_name_stack.push(name):	CODE
HIGH	pydantic/_internal/_generate_schema.py	1634	with self.field_name_stack.push(name):	CODE
HIGH	pydantic/_internal/_generate_schema.py	1822	self.model_type_stack.push(dataclass),	CODE
HIGH	pydantic/_internal/_generate_schema.py	1852	with self._ns_resolver.push(dataclass), self._config_wrapper_stack.push(config):	CODE
HIGH	pydantic/_internal/_fields.py	461	with ns_resolver.push(cls):	CODE
HIGH	pydantic/_internal/_fields.py	569	with ns_resolver.push(base):	CODE
HIGH	pydantic/_internal/_fields.py	666	with ns_resolver.push(cls):	CODE

Fake / Example Data101 hits · 127 pts

Severity	File	Line	Snippet	Context
LOW	README.md	50	name: str = 'John Doe'	CODE
LOW	README.md	57	#> User id=123 name='John Doe' signup_ts=datetime.datetime(2017, 6, 1, 12, 22) friends=[1, 2, 3]	COMMENT
LOW	tests/test_types_typeddict.py	978	m = Model.model_validate({'a': {'name': 'John Doe', 'extra': 'something'}})	CODE
LOW	tests/test_types_typeddict.py	980	assert m.model_dump() == {'a': {'name': 'John Doe', 'extra': 'something'}}	CODE
LOW	tests/test_rich_repr.py	13	name: str = 'John Doe'	CODE
LOW	tests/test_rich_repr.py	26	('name', 'John Doe'),	CODE
LOW⚡	tests/test_dataclasses.py	561	name: str = 'John Doe'	CODE
LOW⚡	tests/test_dataclasses.py	570	assert fields['name'].default == 'John Doe'	CODE
LOW	tests/test_dataclasses.py	614	name: str = 'John Doe'	CODE
LOW	tests/test_dataclasses.py	642	'name': {'default': 'John Doe', 'title': 'Name', 'type': 'string'},	CODE
LOW⚡	tests/test_config.py	124	('id: int = 1', 'bar=2', 'baz: Any', "name: str = 'John Doe'", 'foo: str', '**data'),	CODE
LOW⚡	tests/test_config.py	126	assert _equals(str(sig), "(id: int = 1, bar=2, , baz: Any, name: str = 'John Doe', foo: str, *data) -> None")	CODE
LOW	tests/test_config.py	111	name: str = 'John Doe'	CODE
LOW	tests/test_networks.py	235	url = validate_url('http://user:@example.org')	CODE
LOW	tests/test_networks.py	242	url = validate_url('http://:password@example.org')	CODE
LOW⚡	tests/test_edge_cases.py	2327	assert module.User(id=12).model_dump() == {'id': 12, 'name': 'Jane Doe'}	CODE
LOW	tests/test_edge_cases.py	2800	data = {'age': 'John Doe'}	CODE
LOW⚡	tests/test_edge_cases.py	2320	name: str = 'Jane Doe'	STRING
LOW	tests/test_json_schema.py	6395	b: Annotated[int, 'placeholder'] = ...	CODE
LOW	tests/test_model_signature.py	53	name: str = 'John Doe'	CODE
LOW⚡	tests/test_model_signature.py	66	('id: int = 1', 'bar=2', 'baz: Any', "name: str = 'John Doe'", 'foo: str', '**data'),	CODE
LOW⚡	tests/test_model_signature.py	69	assert _equals(str(sig), "(id: int = 1, bar=2, , baz: Any, name: str = 'John Doe', foo: str, *data) -> None")	CODE
LOW	tests/test_types.py	7050	assert Foo(baz=' uSeR@ExAmPlE.com ').baz == 'user@example.com'	CODE
LOW	docs/index.md	63	name: str = 'John Doe' # (2)!	CODE
LOW	docs/index.md	86	'name': 'John Doe',	STRING
LOW	docs/index.md	120	name: str = 'John Doe'	CODE
LOW	docs/plugins/devtools_output.html	22	user: id=123 name='John Doe' signup_ts=datetime.datetime(2019, 6, 1, 12, 22) friends=[1234, 4567, 7890] address=Address(	CODE
LOW	docs/integrations/devtools.md	38	name='John Doe',	CODE
LOW⚡	docs/examples/queues.md	38	user1 = User(id=1, name='John Doe', email='john@example.com')	CODE
LOW⚡	docs/examples/queues.md	39	user2 = User(id=2, name='Jane Doe', email='jane@example.com')	CODE
LOW⚡	docs/examples/queues.md	42	#> Added to queue: {"id":1,"name":"John Doe","email":"john@example.com"}	COMMENT
LOW⚡	docs/examples/queues.md	45	#> Added to queue: {"id":2,"name":"Jane Doe","email":"jane@example.com"}	COMMENT
LOW	docs/examples/queues.md	59	#> Validated user: User(id=1, name='John Doe', email='john@example.com')	COMMENT
LOW	docs/examples/queues.md	62	#> Validated user: User(id=2, name='Jane Doe', email='jane@example.com')	COMMENT
LOW⚡	docs/examples/queues.md	109	user1 = User(id=1, name='John Doe', email='john@example.com')	CODE
LOW⚡	docs/examples/queues.md	110	user2 = User(id=2, name='Jane Doe', email='jane@example.com')	CODE
LOW⚡	docs/examples/queues.md	113	#> Added to queue: {"id":1,"name":"John Doe","email":"john@example.com"}	COMMENT
LOW⚡	docs/examples/queues.md	116	#> Added to queue: {"id":2,"name":"Jane Doe","email":"jane@example.com"}	COMMENT
LOW	docs/examples/queues.md	205	user1 = User(id=1, name='John Doe', email='john@example.com')	CODE
LOW	docs/examples/queues.md	206	user2 = User(id=2, name='Jane Doe', email='jane@example.com')	CODE
LOW	docs/examples/files.md	16	"name": "John Doe",	CODE
LOW	docs/examples/files.md	39	#> name='John Doe' age=30 email='john@example.com'	COMMENT
LOW	docs/examples/files.md	97	"name": "John Doe",	CODE
LOW	docs/examples/files.md	102	"name": "Jane Doe",	CODE
LOW	docs/examples/files.md	128	#> [Person(name='John Doe', age=30, email='john@example.com'), Person(name='Jane Doe', age=25, email='jane@example.com')	COMMENT
LOW	docs/examples/files.md	128	#> [Person(name='John Doe', age=30, email='john@example.com'), Person(name='Jane Doe', age=25, email='jane@example.com')	COMMENT
LOW	docs/examples/files.md	142	{"name": "John Doe", "age": 30, "email": "john@example.com"}	CODE
LOW	docs/examples/files.md	143	{"name": "Jane Doe", "age": 25, "email": "jane@example.com"}	CODE
LOW	docs/examples/files.md	163	#> [Person(name='John Doe', age=30, email='john@example.com'), Person(name='Jane Doe', age=25, email='jane@example.com')	COMMENT
LOW	docs/examples/files.md	163	#> [Person(name='John Doe', age=30, email='john@example.com'), Person(name='Jane Doe', age=25, email='jane@example.com')	COMMENT
LOW⚡	docs/examples/files.md	199	#> [Person(name='John Doe', age=30, email='john@example.com'), Person(name='Jane Doe', age=25, email='jane@example.com')	COMMENT
LOW⚡	docs/examples/files.md	199	#> [Person(name='John Doe', age=30, email='john@example.com'), Person(name='Jane Doe', age=25, email='jane@example.com')	COMMENT
LOW⚡	docs/examples/files.md	209	name = "John Doe"	CODE
LOW	docs/examples/files.md	233	#> name='John Doe' age=30 email='john@example.com'	COMMENT
LOW	docs/examples/files.md	267	#> name='John Doe' age=30 email='john@example.com'	COMMENT
LOW	docs/examples/files.md	303	#> name='John Doe' age=30 email='john@example.com'	COMMENT
LOW	docs/examples/files.md	337	#> name='John Doe' age=30 email='john@example.com'	COMMENT
LOW	docs/concepts/json_schema.md	939	'name': 'John Doe',	CODE
LOW	docs/concepts/json_schema.md	953	"name": "John Doe"	STRING
LOW⚡	docs/concepts/unions.md	152	user_01 = User(id=123, name='John Doe')	CODE
41 more matches not shown…

Deep Nesting124 hits · 105 pts

Severity	File	Line	Context
LOW	tests/test_exports.py	33	CODE
LOW	tests/test_exports.py	39	CODE
LOW	docs/plugins/main.py	54	CODE
LOW	pydantic-core/wasm-preview/run_tests.py	18	CODE
LOW	pydantic-core/tests/test_errors.py	704	CODE
LOW	pydantic-core/tests/validators/test_string.py	351	CODE
LOW	pydantic-core/tests/validators/test_url.py	70	CODE
LOW	pydantic-core/tests/validators/test_url.py	484	CODE
LOW	pydantic-core/tests/validators/test_url.py	982	CODE
LOW	pydantic-core/tests/validators/test_url.py	1038	CODE
LOW	.github/actions/people/people.py	451	CODE
LOW	.github/actions/people/people.py	497	CODE
LOW	.github/actions/people/people.py	581	CODE
LOW	pydantic/fields.py	481	CODE
LOW	pydantic/fields.py	582	CODE
LOW	pydantic/fields.py	841	CODE
LOW	pydantic/mypy.py	188	CODE
LOW	pydantic/mypy.py	371	CODE
LOW	pydantic/mypy.py	586	CODE
LOW	pydantic/mypy.py	919	CODE
LOW	pydantic/mypy.py	1022	CODE
LOW	pydantic/mypy.py	1047	CODE
LOW	pydantic/mypy.py	1105	CODE
LOW	pydantic/types.py	3074	CODE
LOW	pydantic/types.py	1028	CODE
LOW	pydantic/json_schema.py	2824	CODE
LOW	pydantic/json_schema.py	200	CODE
LOW	pydantic/json_schema.py	867	CODE
LOW	pydantic/json_schema.py	910	CODE
LOW	pydantic/json_schema.py	1392	CODE
LOW	pydantic/json_schema.py	1486	CODE
LOW	pydantic/json_schema.py	1568	CODE
LOW	pydantic/json_schema.py	2449	CODE
LOW	pydantic/json_schema.py	2453	CODE
LOW	pydantic/main.py	317	CODE
LOW	pydantic/main.py	393	CODE
LOW	pydantic/main.py	1440	CODE
LOW	pydantic/main.py	1095	CODE
LOW	pydantic/v1/_hypothesis_plugin.py	356	CODE
LOW	pydantic/v1/fields.py	197	CODE
LOW	pydantic/v1/fields.py	581	CODE
LOW	pydantic/v1/fields.py	850	CODE
LOW	pydantic/v1/fields.py	898	CODE
LOW	pydantic/v1/fields.py	1000	CODE
LOW	pydantic/v1/fields.py	1053	CODE
LOW	pydantic/v1/fields.py	1171	CODE
LOW	pydantic/v1/decorator.py	61	CODE
LOW	pydantic/v1/decorator.py	179	CODE
LOW	pydantic/v1/validators.py	81	CODE
LOW	pydantic/v1/validators.py	316	CODE
LOW	pydantic/v1/validators.py	699	CODE
LOW	pydantic/v1/env_settings.py	166	CODE
LOW	pydantic/v1/env_settings.py	281	CODE
LOW	pydantic/v1/env_settings.py	94	CODE
LOW	pydantic/v1/mypy.py	171	CODE
LOW	pydantic/v1/mypy.py	344	CODE
LOW	pydantic/v1/mypy.py	539	CODE
LOW	pydantic/v1/class_validators.py	195	CODE
LOW	pydantic/v1/class_validators.py	288	CODE
LOW	pydantic/v1/class_validators.py	322	CODE
64 more matches not shown…

Cross-File Repetition12 hits · 60 pts

Severity	File	Snippet	Context
HIGH	tests/test_aliases.py	this test reflects the priority that applies for config vs runtime validation alias configuration. runtime values take p	STRING
HIGH	pydantic-core/tests/validators/test_typed_dict.py	this test reflects the priority that applies for config vs runtime validation alias configuration. runtime values take p	STRING
HIGH	pydantic-core/tests/validators/test_dataclasses.py	this test reflects the priority that applies for config vs runtime validation alias configuration. runtime values take p	STRING
HIGH	pydantic-core/tests/validators/test_model_fields.py	this test reflects the priority that applies for config vs runtime validation alias configuration. runtime values take p	STRING
HIGH	pydantic-core/tests/validators/test_arguments.py	this test reflects the priority that applies for config vs runtime validation alias configuration. runtime values take p	STRING
HIGH	…antic-core/tests/validators/arguments_v3/test_alias.py	this test reflects the priority that applies for config vs runtime validation alias configuration. runtime values take p	STRING
HIGH	tests/mypy/modules/decorator_implicit_classmethod.py	test that the mypy plugin implicitly transforms the right decorators into class methods.	STRING
HIGH	…yproject-plugin_toml/decorator_implicit_classmethod.py	test that the mypy plugin implicitly transforms the right decorators into class methods.	STRING
HIGH	…puts/mypy-plugin_ini/decorator_implicit_classmethod.py	test that the mypy plugin implicitly transforms the right decorators into class methods.	STRING
HIGH	pydantic-core/tests/serializers/test_model.py	this test reflects the priority that applies for config vs runtime serialization alias configuration. if the runtime val	STRING
HIGH	pydantic-core/tests/serializers/test_typed_dict.py	this test reflects the priority that applies for config vs runtime serialization alias configuration. if the runtime val	STRING
HIGH	pydantic-core/tests/serializers/test_dataclasses.py	this test reflects the priority that applies for config vs runtime serialization alias configuration. if the runtime val	STRING

AI Structural Patterns60 hits · 46 pts

Severity	File	Line	Context
LOW	tests/typechecking/decorators.py	209	CODE
LOW	tests/typechecking/decorators.py	214	CODE
LOW	tests/typechecking/decorators.py	219	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	651	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	713	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	780	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	850	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	954	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	1081	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	1147	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	1217	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	1290	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	1625	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	1777	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	1840	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	1899	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	2032	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	2581	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	2692	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	2757	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	3071	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	3201	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	3276	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	3376	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	3514	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	3626	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	3986	CODE
LOW	pydantic-core/python/pydantic_core/core_schema.py	4055	CODE
LOW	pydantic-core/tests/validators/test_model.py	230	CODE
LOW	pydantic/fields.py	931	CODE
LOW	pydantic/fields.py	971	CODE
LOW	pydantic/fields.py	1011	CODE
LOW	pydantic/fields.py	1054	CODE
LOW	pydantic/fields.py	1094	CODE
LOW	pydantic/fields.py	1137	CODE
LOW	pydantic/fields.py	1175	CODE
LOW	pydantic/fields.py	1697	CODE
LOW	pydantic/fields.py	1713	CODE
LOW	pydantic/mypy.py	1252	CODE
LOW	pydantic/types.py	757	CODE
LOW	pydantic/types.py	1051	CODE
LOW	pydantic/networks.py	472	CODE
LOW	pydantic/root_model.py	120	CODE
LOW	pydantic/type_adapter.py	574	CODE
LOW	pydantic/type_adapter.py	638	CODE
LOW	pydantic/dataclasses.py	33	CODE
LOW	pydantic/dataclasses.py	51	CODE
LOW	pydantic/dataclasses.py	66	CODE
LOW	pydantic/main.py	455	CODE
LOW	pydantic/main.py	521	CODE
LOW	pydantic/main.py	1391	CODE
LOW	pydantic/v1/fields.py	221	CODE
LOW	pydantic/v1/types.py	449	CODE
LOW	pydantic/v1/networks.py	187	CODE
LOW	pydantic/v1/dataclasses.py	176	CODE
LOW	pydantic/v1/dataclasses.py	106	CODE
LOW	pydantic/v1/dataclasses.py	123	CODE
LOW	pydantic/v1/dataclasses.py	143	CODE
LOW	pydantic/v1/dataclasses.py	159	CODE
LOW	pydantic/v1/main.py	484	CODE

Modern Structural Boilerplate32 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_dataclasses.py	3221	def update_schema(schema: dict[str, Any]) -> None:	CODE
LOW	release/prepare.py	23	def update_version(new_version: str, dry_run: bool) -> None:	CODE
LOW	release/prepare.py	100	def update_history(new_version: str, dry_run: bool, force_update: bool) -> None:	CODE
LOW	pydantic-core/python/pydantic_core/__init__.py	43	__all__ = [	CODE
LOW	pydantic/fields.py	1635	def _update_from_config(self, config_wrapper: ConfigWrapper, name: str) -> None:	CODE
LOW	pydantic/mypy.py	1022	def set_frozen(self, fields: list[PydanticModelField], api: SemanticAnalyzerPluginInterface, frozen: bool) -> None:	CODE
LOW	pydantic/json_schema.py	1654	def _update_class_schema(self, json_schema: JsonSchemaValue, cls: type[Any], config: ConfigDict) -> None:	CODE
LOW	pydantic/networks.py	41	__all__ = [	CODE
LOW	pydantic/main.py	1676	def update_forward_refs(cls, **localns: Any) -> None: # noqa: D102	CODE
LOW	pydantic/v1/fields.py	197	def update_from_config(self, from_config: Dict[str, Any]) -> None:	CODE
LOW	pydantic/v1/fields.py	516	def set_config(self, config: Type['BaseConfig']) -> None:	CODE
LOW	pydantic/v1/fields.py	557	def _set_default_and_type(self) -> None:	CODE
LOW	pydantic/v1/__init__.py	22	__all__ = [	CODE
LOW	pydantic/v1/mypy.py	539	def set_frozen(self, fields: List['PydanticModelField'], frozen: bool) -> None:	CODE
LOW	pydantic/v1/types.py	58	__all__ = [	CODE
LOW	pydantic/v1/networks.py	72	__all__ = [	CODE
LOW	pydantic/v1/utils.py	225	def update_not_none(mapping: Dict[Any, Any], **update: Any) -> None:	CODE
LOW	pydantic/v1/dataclasses.py	92	__all__ = [	CODE
LOW	pydantic/v1/typing.py	537	def update_field_forward_refs(field: 'ModelField', globalns: Any, localns: Any) -> None:	CODE
LOW	pydantic/v1/main.py	833	def update_forward_refs(cls, **localns: Any) -> None:	CODE
LOW	pydantic/_internal/_model_construction.py	543	def set_default_hash_func(cls: type[BaseModel], bases: tuple[type[Any], ...]) -> None:	CODE
LOW	pydantic/_internal/_model_construction.py	730	def set_deprecated_descriptors(cls: type[BaseModel]) -> None:	CODE
LOW	pydantic/_internal/_discriminated_union.py	29	def set_discriminator_in_metadata(schema: CoreSchema, discriminator: Any) -> None:	CODE
LOW	pydantic/_internal/_discriminated_union.py	478	def _set_unique_choice_for_values(self, choice: core_schema.CoreSchema, values: Sequence[str \| int]) -> None:	CODE
LOW	pydantic/_internal/_decorators.py	490	def update_from_config(self, config_wrapper: ConfigWrapper) -> None:	CODE
LOW⚡	pydantic/_internal/_fields.py	120	def _update_fields_from_docstrings(cls: type[Any], fields: dict[str, FieldInfo], use_inspect: bool = False) -> None:	CODE
LOW	pydantic/_internal/_fields.py	190	def update_field_from_config(config_wrapper: ConfigWrapper, field_name: str, field_info: FieldInfo) -> None:	CODE
LOW	pydantic/_internal/_mock_val_ser.py	112	def set_type_adapter_mocks(adapter: TypeAdapter) -> None:	CODE
LOW	pydantic/_internal/_mock_val_ser.py	151	def set_model_mocks(cls: type[BaseModel], undefined_name: str \| None = None) -> None:	CODE
LOW	pydantic/_internal/_mock_val_ser.py	192	def set_dataclass_mocks(cls: type[PydanticDataclass], undefined_name: str \| None = None) -> None:	CODE
LOW	pydantic/_internal/_utils.py	142	def update_not_none(mapping: dict[Any, Any], **update: Any) -> None:	CODE
LOW	pydantic/experimental/pipeline.py	27	__all__ = ['validate_as', 'validate_as_deferred', 'transform']	CODE

Self-Referential Comments15 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_validators.py	3131	) # Create a Sub instance without triggering validation (e.g., using model_construct)	CODE
MEDIUM	tests/test_main.py	3052	# Defining a nested type does not error	COMMENT
MEDIUM⚡	tests/test_types.py	6550	# Create a module that exists, but fails to import due to missing dependency	COMMENT
MEDIUM	pydantic/types.py	995	# Create an instance	STRING
MEDIUM	pydantic/json_schema.py	102	"""This class is used to emit warnings produced during JSON schema generation.	STRING
MEDIUM	pydantic/json_schema.py	2495	"""This method is responsible for ignoring warnings as desired, and for formatting the warning messages.	STRING
MEDIUM	pydantic/root_model.py	136	"""This method is included just to get a more accurate return type for type checkers.	STRING
MEDIUM	pydantic/functional_serializers.py	158	"""This method is used to get the Pydantic core schema of the class.	STRING
MEDIUM	pydantic/_internal/_model_construction.py	371	"""This function is meant to behave like a BaseModel method to initialize private attributes.	STRING
MEDIUM	pydantic/_internal/_generate_schema.py	2150	# Create a new ComputedFieldInfo so that different type parametrizations of the same	COMMENT
MEDIUM	pydantic/_internal/_generate_schema.py	2321	# Create a new union schema, preserving the order of the union:	COMMENT
MEDIUM	pydantic/_internal/_discriminated_union.py	74	"""This class is used to convert an input schema containing a union schema into one where that union is	STRING
MEDIUM	pydantic/_internal/_decorators.py	762	# Define the types we want to check against as a single tuple.	COMMENT
MEDIUM	pydantic/plugin/__init__.py	55	"""This method is called for each plugin every time a new [`SchemaValidator`][pydantic_core.SchemaValidator]	STRING
MEDIUM	pydantic/deprecated/config.py	31	"""This class is only retained for backwards compatibility.	STRING

AI Slop Vocabulary12 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_dataclasses.py	2254	# for standard dataclasses, so we just use TypeAdapter to get validation for each.	COMMENT
MEDIUM	tests/test_edge_cases.py	2240	"""This is primarily included in order to document the behavior / limitations of the `Hashable` type's validation lo	STRING
LOW	pydantic-core/tests/serializers/test_any.py	348	# because when recursion is detected and we're in mode python, we just return the value	COMMENT
LOW	pydantic-core/tests/serializers/test_any.py	383	# when recursion is detected and we're in mode python, we just return the value	COMMENT
LOW	pydantic/functional_validators.py	277	# we don't want to bother with further validation, just return the new value	STRING
LOW	pydantic/types.py	1751	# hence we just use `secret_display`	COMMENT
MEDIUM	pydantic/json_schema.py	2837	# for instance when "examples" is used as a property key. A more robust solution	COMMENT
LOW	pydantic/json_schema.py	461	# If a schema with the same CoreRef has been handled, just return a reference to it	COMMENT
LOW	pydantic/main.py	1235	# early if there are no keys to ignore (we would just return False later on anyway)	COMMENT
LOW	pydantic/v1/error_wrappers.py	46	# but recursive, therefore just use:	COMMENT
MEDIUM	pydantic/_internal/_docs_extraction.py	97	# making it way more robust.	COMMENT
LOW	pydantic/_internal/_validators.py	74	# otherwise we just return the value and let the next validator do the rest of the work	COMMENT

Over-Commented Block20 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_edge_cases.py	1161	]	COMMENT
LOW	tests/test_edge_cases.py	1181	# class Model(BaseModel):	COMMENT
LOW	…sts/mypy/outputs/pyproject-default_toml/root_models.py	61	# MYPY: error: Argument "m1" to "Model" has incompatible type "int"; expected "Maybe[int]" [arg-type]	COMMENT
LOW	tests/mypy/outputs/mypy-default_ini/root_models.py	61	# MYPY: error: Argument "m1" to "Model" has incompatible type "int"; expected "Maybe[int]" [arg-type]	COMMENT
LOW	pydantic-core/tests/test.rs	1	#[cfg(test)]	COMMENT
LOW	pydantic-core/src/definitions.rs	21		COMMENT
LOW	pydantic-core/src/validators/validation_state.rs	21	pub struct ValidationState<'a, 'py> {	COMMENT
LOW	pydantic-core/src/errors/location.rs	81	}	COMMENT
LOW	.github/workflows/third-party.yml	1	# This workflow is a daily cron job, inspired by:	COMMENT
LOW	pydantic/fields.py	541	"If you'd like support for this behavior, please open an issue on pydantic.",	COMMENT
LOW	pydantic/main.py	1241	# Resort to costly filtering of the __dict__ objects	COMMENT
LOW	pydantic/v1/_hypothesis_plugin.py	41	# them on-disk, and that's unsafe in general without being told where to do so.	COMMENT
LOW	pydantic/v1/generics.py	221	if not issubclass(base_model, GenericModel):	COMMENT
LOW	pydantic/_internal/_namespace_utils.py	201	# This is roughly what happens when we build a core schema for `Model`:	COMMENT
LOW	pydantic/_internal/_namespace_utils.py	261	# Adding `__type_params__` before `vars(typ)`, as the latter takes priority	COMMENT
LOW	pydantic/_internal/_discriminated_union.py	101	# this, the inference logic gets complicated very quickly, and could result in confusing	COMMENT
LOW	pydantic/_internal/_discriminated_union.py	121	# as an indication that, even if None is discovered as one of the union choices, we will not need to wrap	COMMENT
LOW	pydantic/_internal/_discriminated_union.py	201	# was flattened by pydantic_core.	COMMENT
LOW	pydantic/_internal/_fields.py	341	if assigned_value is PydanticUndefined: # no assignment, just a plain annotation	COMMENT
LOW	pydantic/_internal/_generics.py	121	The created submodel.	COMMENT

Overly Generic Function Names14 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_config.py	460	def my_function():	STRING
LOW	tests/test_config.py	486	def my_function():	STRING
LOW⚡	tests/test_types.py	6039	def my_function(y: type_hint):	CODE
LOW	tests/test_types.py	7253	def do_something(self):	CODE
LOW	tests/test_types.py	7262	def do_something(self):	CODE
LOW	pydantic-core/tests/test_errors.py	87	def my_function(input_value, info):	CODE
LOW	pydantic-core/tests/validators/test_function.py	65	def my_function(input_value, info):	CODE
LOW	pydantic-core/tests/validators/test_function.py	100	def my_function(input_value, info):	CODE
LOW	pydantic-core/tests/validators/test_call.py	26	def my_function(a, b, c):	CODE
LOW	pydantic-core/tests/validators/test_call.py	69	def my_function(a, b, c):	CODE
LOW	pydantic-core/tests/validators/test_call.py	83	def my_function(a):	CODE
LOW	pydantic-core/tests/validators/test_call.py	93	def my_function(a):	CODE
LOW	pydantic-core/tests/validators/test_call.py	177	def my_function(a, b, c):	CODE
LOW	pydantic-core/tests/validators/test_call.py	197	def my_function(a):	CODE

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	pydantic-core/wasm-preview/worker.js	28	print(tty);	CODE
HIGH	pydantic-core/wasm-preview/worker.js	32	print(tty);	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	pydantic/v1/mypy.py	334	for name, sym in self._ctx.cls.info.names.items():	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	pydantic/v1/mypy.py	557	# I don't know whether it's possible to hit this branch, but I've added it for safety	COMMENT

Excessive Try-Catch Wrapping7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	tests/mypy/test_mypy.py	228	except Exception:	CODE
LOW	pydantic-core/wasm-preview/run_tests.py	63	except Exception:	CODE
LOW	pydantic/json_schema.py	1230	except Exception:	CODE
LOW	pydantic/v1/_hypothesis_plugin.py	226	except Exception: # pragma: no cover	CODE
LOW	pydantic/_internal/_core_utils.py	87	except Exception:	CODE
LOW	pydantic/_internal/_typing_extra.py	342	except Exception:	CODE
LOW	pydantic/plugin/_schema_validator.py	119	except Exception as exception:	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_deprecated.py	574		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings