Pattern Findings

The scanner identified 3513 distinct pattern matches across 25 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers1184 hits · 1209 pts

Severity	File	Line	Snippet	Context
LOW	pyrefly/lib/test/generic_callable_degeneracy.rs	77	def preserve_argument_inference(	CODE
LOW	pyrefly/lib/test/typing_self.rs	270	def person_create_with_name_trampoline(cls, args, *kwargs):	CODE
LOW	pyrefly/lib/test/typing_self.rs	277	def person_create_with_name_orig(cls, name: str) -> Self: # E: `Self` must appear within a class	CODE
LOW	pyrefly/lib/test/yields.rs	205	async def async_coroutine_of_async_generator() -> AsyncGenerator[int, None]:	CODE
LOW	pyrefly/lib/test/yields.rs	600	def generator_with_only_yield_from() -> Iterator[int]:	CODE
LOW	pyrefly/lib/test/returns.rs	866	def uninitialized_local_logic(value: int \| str \| float) -> str:	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	2470	def contradictory_source_true() -> Tensor[[contradictory_source_or(None, Int[3], Int[7], True)]]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	2471	def contradictory_source_false() -> Tensor[[contradictory_source_or(None, Int[3], Int[7], False)]]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	2472	def contradictory_branch_none() -> Tensor[[contradictory_branch(None, Int[7])]]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	2476	def conditional_literal_local_true() -> Tensor[conditional_literal_local_tuple(True)]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	2477	def conditional_literal_local_false() -> Tensor[conditional_literal_local_tuple(False)]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	3866	def defaulted_helper_mismatch(n: Int, k: int) -> Int:	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	3875	def inconsistent_helper_branches(n: Int, k: int, first: bool) -> Int:	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	3882	def conflicting_branch_return_dimension_first(	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	4220	def optional_literal_comparison() -> Tensor[[optional_lt_literal(Int[2], Int[7], Int[8])]]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	4221	def reversed_optional_literal_comparison() -> Tensor[[literal_lt_optional(Int[2], Int[7], Int[8])]]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	4222	def optional_parameter_comparison() -> Tensor[[optional_lt_parameter(Int[2], Int[3], Int[7], Int[8])]]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	4557	def subtract_overflow_reversed() -> Tensor[[flag_subtract(9223372036854775807, -1)]]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	4559	def multiply_overflow_reversed() -> Tensor[[flag_multiply(2, 9223372036854775807)]]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	4561	def modulo_min_by_negative_one() -> Tensor[[flag_modulo(-9223372036854775808, -1)]]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	6060	def bare_concrete_tuple_splat(	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	6070	def bare_concrete_inttuple_splat(	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	6075	def bare_splat_matches_elements_spelling(	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	9791	def einsum_implicit_kernel_ir() -> int:	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	9796	def einsum_malformed_kernel_ir() -> int:	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	9801	def einsum_repeated_output_kernel_ir() -> int:	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	9806	def einsum_ellipsis_masked_kernel_ir() -> int:	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	9811	def einsum_ellipsis_kernel_ir() -> int:	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	9944	def einsum_implicit_kernel_fn() -> int: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	9947	def einsum_malformed_kernel_fn() -> int: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	9950	def einsum_repeated_output_kernel_fn() -> int: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	9953	def einsum_ellipsis_masked_kernel_fn() -> int: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	9956	def einsum_ellipsis_kernel_fn() -> int: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	11322	def check_overflow_floor_divide(x: Tensor[[2, 3]]) -> Tensor[overflow_floor_divide(IntTuple[2, 3])]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	11323	def check_overflow_negative_literal(x: Tensor[[2, 3]]) -> Tensor[overflow_negative_literal(IntTuple[2, 3])]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	11326	def check_invalid_right_operand(x: Tensor[[2, 3]]) -> Tensor[invalid_right_operand_after_overflow(IntTuple[2, 3])]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	11327	def check_unknown_modulo_zero(x: Tensor[[2, 3]]) -> Tensor[unknown_modulo_zero(IntTuple[2, 3], int)]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	11333	def check_unknown_before_invalid(x: Tensor[[2, 3]]) -> Tensor[unknown_before_invalid(IntTuple[2, 3], int)]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	11334	def check_known_before_invalid(x: Tensor[[2, 3]]) -> Tensor[known_before_invalid(IntTuple[2, 3])]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	11335	def check_invalid_before_unknown(x: Tensor[[2, 3]]) -> Tensor[invalid_before_unknown(IntTuple[2, 3], int)]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	11336	def check_false_before_invalid(x: Tensor[[2, 3]]) -> Tensor[false_before_invalid(IntTuple[2, 3], IntTuple[1])]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	13087	def narrowed_optional_to_required(shape: IntTuple, mode: str \| None) -> IntTuple:	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	13093	def narrowed_value_to_optional(shape: IntTuple, mode: str \| None) -> IntTuple:	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	13099	def inferred_optional_to_required(	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	13131	def apply_narrowed_flag_arithmetic() -> Tensor[[narrowed_flag_arithmetic_to_int_helper(2, Int[7])]]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	13136	def apply_narrowed_optional_to_required() -> Tensor[narrowed_optional_to_required(IntTuple[2, 3], "keep")]: ...	CODE
LOW⚡	pyrefly/lib/test/shape_dsl.rs	13137	def apply_narrowed_value_to_optional() -> Tensor[narrowed_value_to_optional(IntTuple[2, 3], "keep")]: ...	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	786	def second_string_is_not_a_docstring(x: Int) -> Int:	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	792	def nested_string_is_not_a_docstring(x: Int) -> Int:	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	1397	def gradual_claim_must_be_true(x: Array[[2, 3], int]) -> None:	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	1459	def explicit_class_non_shape_arg(bad: Box[list[int]]) -> None: # E: Tensor shape dimensions must be integer literals, s	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	1647	def nested_concrete_tuple_carrier(	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	1652	def nested_unbounded_tuple_carrier(	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	1699	def shapeful_unbounded_middle(	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	2091	def check_accumulated_upper_bound(	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	2434	def conditional_literal_local_tuple(choose: bool) -> IntTuple:	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	2439	def arithmetic_literal_local_tuple(_unused: Int) -> IntTuple:	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	2663	def branch_narrowing_does_not_leak(	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	2834	def deferred_to_int_or_optional(	CODE
LOW	pyrefly/lib/test/shape_dsl.rs	2870	def deferred_flag_to_wider_flag(	CODE
1124 more matches not shown…

Decorative Section Separators330 hits · 998 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyrefly/lib/test/shape_dsl.rs	10316	// ── Recursion-safety tests ────────────────────────────────────────────────────	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/nanogpt.py	36	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/nanogpt.py	38	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/nanogpt.py	112	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/nanogpt.py	114	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/nanogpt.py	135	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/nanogpt.py	137	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/nanogpt.py	282	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/nanogpt.py	284	# ============================================================================	COMMENT
MEDIUM⚡	tensor-shapes/jax-pyrefly-stubs/examples/nanogpt.py	557	# ============================================================================	COMMENT
MEDIUM⚡	tensor-shapes/jax-pyrefly-stubs/examples/nanogpt.py	559	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	41	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	43	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	135	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	137	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	230	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	232	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	307	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	309	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	344	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	346	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	393	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	395	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	469	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/jax-pyrefly-stubs/examples/bert.py	471	# ============================================================================	COMMENT
MEDIUM	…sor-shapes/pyrefly-torch-stubs/examples/super_slomo.py	38	# ============================================================================	COMMENT
MEDIUM	…sor-shapes/pyrefly-torch-stubs/examples/super_slomo.py	40	# ============================================================================	COMMENT
MEDIUM	…sor-shapes/pyrefly-torch-stubs/examples/super_slomo.py	107	# ============================================================================	COMMENT
MEDIUM	…sor-shapes/pyrefly-torch-stubs/examples/super_slomo.py	109	# ============================================================================	COMMENT
MEDIUM	…sor-shapes/pyrefly-torch-stubs/examples/super_slomo.py	226	# ============================================================================	COMMENT
MEDIUM	…sor-shapes/pyrefly-torch-stubs/examples/super_slomo.py	228	# ============================================================================	COMMENT
MEDIUM	…sor-shapes/pyrefly-torch-stubs/examples/super_slomo.py	278	# ============================================================================	COMMENT
MEDIUM	…sor-shapes/pyrefly-torch-stubs/examples/super_slomo.py	280	# ============================================================================	COMMENT
MEDIUM	…sor-shapes/pyrefly-torch-stubs/examples/super_slomo.py	340	# ============================================================================	COMMENT
MEDIUM	…sor-shapes/pyrefly-torch-stubs/examples/super_slomo.py	342	# ============================================================================	COMMENT
MEDIUM	…apes/pyrefly-torch-stubs/examples/learning_to_paint.py	37	# ============================================================================	COMMENT
MEDIUM	…apes/pyrefly-torch-stubs/examples/learning_to_paint.py	39	# ============================================================================	COMMENT
MEDIUM	…apes/pyrefly-torch-stubs/examples/learning_to_paint.py	127	# ============================================================================	COMMENT
MEDIUM	…apes/pyrefly-torch-stubs/examples/learning_to_paint.py	129	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	56	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	58	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	112	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	114	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	184	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	186	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	242	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	244	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	304	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	306	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	518	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/drq.py	520	# ============================================================================	COMMENT
MEDIUM	…nsor-shapes/pyrefly-torch-stubs/examples/squeezenet.py	136	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…nsor-shapes/pyrefly-torch-stubs/examples/squeezenet.py	138	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/tacotron2.py	55	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/tacotron2.py	57	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/tacotron2.py	77	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/tacotron2.py	79	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/tacotron2.py	122	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/tacotron2.py	124	# ============================================================================	COMMENT
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/tacotron2.py	179	# ============================================================================	COMMENT
270 more matches not shown…

Empty Error Handlers155 hits · 775 pts

Severity	File	Line	Snippet	Context
HIGH	pyrefly/lib/test/attrs/third-party/attr/validators.py	651	except self.exc_types:	CODE
HIGH	pyrefly/lib/test/attrs/third-party/attr/_make.py	984	except ValueError: # noqa: PERF203	CODE
HIGH	…refly/lib/test/pydantic/third-party/pydantic/fields.py	626	except KeyError:	CODE
HIGH	pyrefly/lib/test/pydantic/third-party/pydantic/types.py	2121	except ValueError:	CODE
HIGH	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	1003	except PydanticUndefinedAnnotation:	CODE
HIGH	…/third-party/pydantic/_internal/_model_construction.py	611	except (NameError, TypeError):	CODE
HIGH	…hapes/jax-pyrefly-stubs/test/test_searching_sorting.py	37	except ValueError:	CODE
HIGH	…hapes/jax-pyrefly-stubs/test/test_searching_sorting.py	64	except ValueError:	CODE
HIGH	…hapes/jax-pyrefly-stubs/test/test_searching_sorting.py	89	except ValueError:	CODE
HIGH	…hapes/jax-pyrefly-stubs/test/test_searching_sorting.py	140	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	81	except (TypeError, ValueError):	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	132	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	198	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	261	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	356	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	365	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	373	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	412	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	422	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	430	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	438	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	487	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	495	except (TypeError, ValueError):	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_linalg.py	503	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_reductions.py	153	except ValueError:	CODE
HIGH	…nsor-shapes/jax-pyrefly-stubs/test/test_polynomials.py	23	except ValueError:	CODE
HIGH	…nsor-shapes/jax-pyrefly-stubs/test/test_polynomials.py	33	except ValueError:	CODE
HIGH	…nsor-shapes/jax-pyrefly-stubs/test/test_polynomials.py	75	except ValueError:	CODE
HIGH	…nsor-shapes/jax-pyrefly-stubs/test/test_polynomials.py	83	except ValueError:	CODE
HIGH	…nsor-shapes/jax-pyrefly-stubs/test/test_polynomials.py	92	except ValueError:	CODE
HIGH	…nsor-shapes/jax-pyrefly-stubs/test/test_polynomials.py	101	except ValueError:	CODE
HIGH	…nsor-shapes/jax-pyrefly-stubs/test/test_polynomials.py	195	except ValueError:	CODE
HIGH	…nsor-shapes/jax-pyrefly-stubs/test/test_polynomials.py	204	except ValueError:	CODE
HIGH	…nsor-shapes/jax-pyrefly-stubs/test/test_polynomials.py	213	except ValueError:	CODE
HIGH	…nsor-shapes/jax-pyrefly-stubs/test/test_polynomials.py	222	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_lax.py	159	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_lax.py	175	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_lax.py	297	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_lax.py	305	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_lax.py	313	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_lax.py	321	except (TypeError, ValueError):	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_lax.py	448	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_lax.py	453	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_reshape.py	84	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_reshape.py	97	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_reshape.py	110	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_reshape.py	118	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_reshape.py	131	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_reshape.py	139	except TypeError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_reshape.py	158	except ZeroDivisionError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_reshape.py	166	except ZeroDivisionError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_creation.py	174	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_creation.py	207	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_creation.py	215	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_indexing.py	85	except IndexError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_indexing.py	139	except IndexError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_indexing.py	148	except (IndexError, TypeError):	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_indexing.py	155	except IndexError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_indexing.py	192	except ValueError:	CODE
HIGH	tensor-shapes/jax-pyrefly-stubs/test/test_indexing.py	218	except ValueError:	CODE
95 more matches not shown…

Over-Commented Block598 hits · 581 pts

Severity	File	Line	Snippet	Context
LOW	pyrefly/bin/main.rs	41		COMMENT
LOW	pyrefly/bin/main.rs	61	/// that each binary generates completions for its own argument tree under its	COMMENT
LOW	pyrefly/lib/lib.rs	1	/*	COMMENT
LOW	pyrefly/lib/embed.rs	1	/*	COMMENT
LOW	pyrefly/lib/test/yields.rs	181	"#,	COMMENT
LOW	pyrefly/lib/test/contextual.rs	961		COMMENT
LOW	pyrefly/lib/test/natural.rs	1	/*	COMMENT
LOW	pyrefly/lib/test/python_env.rs	121	/// (mirrors `pyrefly_config::environment::venv`'s private candidate list;	COMMENT
LOW	pyrefly/lib/test/perf.rs	141	);	COMMENT
LOW	pyrefly/lib/test/perf.rs	241	// 1. Check `A <: P1 \| P2` — union tries `A <: P1`.	COMMENT
LOW	pyrefly/lib/test/flow_branching.rs	4361	);	COMMENT
LOW	pyrefly/lib/test/incremental.rs	1501	i.check(&["main"], &["foo", "bar", "baz", "main"]);	COMMENT
LOW	pyrefly/lib/test/incremental.rs	2381	);	COMMENT
LOW	pyrefly/lib/test/incremental.rs	2561	/// When module A re-exports module B's exports (via `from B import *`),	COMMENT
LOW	pyrefly/lib/test/state.rs	221	transaction	COMMENT
LOW	pyrefly/lib/test/state.rs	1441	/// Scenario:	COMMENT
LOW	pyrefly/lib/test/class_subtyping.rs	241	r#"	COMMENT
LOW	pyrefly/lib/test/attrs/third-party/attr/_compat.py	81	# This is needed because there is no other (thread-safe) way to pass info	COMMENT
LOW	pyrefly/lib/test/tsp/tsp_interaction/explicit_config.rs	21	///	COMMENT
LOW	…refly/lib/test/tsp/tsp_interaction/get_type_queries.rs	1461	// identifier even when that identifier appears in a call position. The LSP	COMMENT
LOW	…refly/lib/test/tsp/tsp_interaction/get_type_queries.rs	1601	assert_eq!(	COMMENT
LOW	…refly/lib/test/tsp/tsp_interaction/get_type_queries.rs	1861	// ---- Container element / dict value contexts -------------------------	COMMENT
LOW	pyrefly/lib/test/lsp/code_actions.rs	681	## Before:	COMMENT
LOW	pyrefly/lib/test/lsp/code_actions.rs	701	# ^	COMMENT
LOW	pyrefly/lib/test/lsp/code_actions.rs	761	# Title: Insert import: `from io import BytesIO`	COMMENT
LOW	pyrefly/lib/test/lsp/code_actions.rs	781	## Before:	COMMENT
LOW	pyrefly/lib/test/lsp/code_actions.rs	1281		COMMENT
LOW	pyrefly/lib/test/lsp/code_actions.rs	1301	my_export	COMMENT
LOW	pyrefly/lib/test/lsp/code_actions.rs	1321		COMMENT
LOW	pyrefly/lib/test/lsp/code_actions.rs	3661	my_func()	COMMENT
LOW	pyrefly/lib/test/lsp/write_target_type.rs	1	/*	COMMENT
LOW	…ly/lib/test/lsp/lsp_interaction/open_file_benchmark.rs	1	/*	COMMENT
LOW	pyrefly/lib/test/lsp/lsp_interaction/configuration.rs	861	// A config with `skip-interpreter-query = true` opts out of interpreter queries	COMMENT
LOW	pyrefly/lib/test/lsp/lsp_interaction/configuration.rs	1421	/// map onto the new model as:	COMMENT
LOW	…/lib/test/lsp/lsp_interaction/workspace_diagnostics.rs	161	return Some(Ok(()));	COMMENT
LOW	pyrefly/lib/test/lsp/lsp_interaction/definition.rs	581	// `a.b.c.D` -> `a` (line 7, char 0)	COMMENT
LOW	…b/test/lsp/lsp_interaction/test_files/syntax_errors.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…p/lsp_interaction/test_files/no_config_syntax_error.py	1	# @nolint	COMMENT
LOW	…/lsp_interaction/test_files/unused_ignore_no_config.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…lib/test/lsp/lsp_interaction/test_files/type_errors.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…b/test/lsp/lsp_interaction/test_files/text_document.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	pyrefly/lib/test/lsp/lsp_interaction/test_files/utf.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…interaction/test_files/unused_type_ignore_no_config.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…es/diagnostics_file_in_excludes/type_errors_exclude.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…es/diagnostics_file_in_excludes/type_errors_include.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…on/test_files/imports_builtins/site-packages/typing.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…_party/lib/python3.12/site-packages/third_party_lib.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…n/test_files/safe_delete_file_relative/pkg/__init__.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…on/test_files/package_from_import_noop/pkg/__init__.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…nteraction/test_files/baseline_new_errors/new_error.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…nteraction/test_files/baseline_new_errors/clean_fix.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…eraction/test_files/baseline_unused_type_ignore/bad.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…eraction/test_files/deep_submodule_chain/a/__init__.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…action/test_files/deep_submodule_chain/a/b/__init__.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…erpreter/lib/python3.12/site-packages/custom_module.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…es/safe_delete_file_attribute_import/package/target.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…iles/filtering_stdlib_errors_with_default/pyrefly.toml	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…_errors_with_default/usr/lib/python3.12/stdlib_file.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…action/test_files/baseline_unused_ignore_prune/keep.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	…n/test_files/baseline_unused_ignore_prune/clean_fix.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
538 more matches not shown…

Unused Imports761 hits · 545 pts

Severity	File	Line	Context
LOW	test.py	12	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/setters.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/validators.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	25	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	26	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	26	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	26	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	28	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	28	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	28	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	28	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	28	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/exceptions.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/converters.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attrs/filters.py	3	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	10	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	10	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	10	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	10	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	10	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	11	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	12	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	12	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	13	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	13	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	13	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	13	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	13	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	14	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	14	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	14	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	14	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	14	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	14	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	14	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	14	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	28	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	28	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	28	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	28	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/exceptions.py	3	CODE
701 more matches not shown…

Cross-File Repetition55 hits · 275 pts

Severity	File	Snippet	Context
HIGH	tensor-shapes/pyrefly-torch-stubs/examples/nanogpt.py	layernorm but with an optional bias. generic over normalized dimension size.	STRING
HIGH	…stubs/examples/runtime/nanogpt_sym_int_var_runnable.py	layernorm but with an optional bias. generic over normalized dimension size.	STRING
HIGH	…h-stubs/examples/runtime/nanogpt_future_annotations.py	layernorm but with an optional bias. generic over normalized dimension size.	STRING
HIGH	…xamples/runtime/nanogpt_future_annotations_runnable.py	layernorm but with an optional bias. generic over normalized dimension size.	STRING
HIGH	…ly-torch-stubs/examples/runtime/nanogpt_sym_int_var.py	layernorm but with an optional bias. generic over normalized dimension size.	STRING
HIGH	tensor-shapes/pyrefly-torch-stubs/examples/nanogpt.py	configuration for gpt model, generic over key dimensions	STRING
HIGH	…stubs/examples/runtime/nanogpt_sym_int_var_runnable.py	configuration for gpt model, generic over key dimensions	STRING
HIGH	…h-stubs/examples/runtime/nanogpt_future_annotations.py	configuration for gpt model, generic over key dimensions	STRING
HIGH	…xamples/runtime/nanogpt_future_annotations_runnable.py	configuration for gpt model, generic over key dimensions	STRING
HIGH	…ly-torch-stubs/examples/runtime/nanogpt_sym_int_var.py	configuration for gpt model, generic over key dimensions	STRING
HIGH	tensor-shapes/pyrefly-torch-stubs/examples/nanogpt.py	multi-head causal self-attention. generic over embedding dim, num heads, and block size.	STRING
HIGH	…stubs/examples/runtime/nanogpt_sym_int_var_runnable.py	multi-head causal self-attention. generic over embedding dim, num heads, and block size.	STRING
HIGH	…h-stubs/examples/runtime/nanogpt_future_annotations.py	multi-head causal self-attention. generic over embedding dim, num heads, and block size.	STRING
HIGH	…xamples/runtime/nanogpt_future_annotations_runnable.py	multi-head causal self-attention. generic over embedding dim, num heads, and block size.	STRING
HIGH	…ly-torch-stubs/examples/runtime/nanogpt_sym_int_var.py	multi-head causal self-attention. generic over embedding dim, num heads, and block size.	STRING
HIGH	tensor-shapes/pyrefly-torch-stubs/examples/nanogpt.py	multi-layer perceptron. generic over embedding dimension.	STRING
HIGH	…stubs/examples/runtime/nanogpt_sym_int_var_runnable.py	multi-layer perceptron. generic over embedding dimension.	STRING
HIGH	…h-stubs/examples/runtime/nanogpt_future_annotations.py	multi-layer perceptron. generic over embedding dimension.	STRING
HIGH	…xamples/runtime/nanogpt_future_annotations_runnable.py	multi-layer perceptron. generic over embedding dimension.	STRING
HIGH	…ly-torch-stubs/examples/runtime/nanogpt_sym_int_var.py	multi-layer perceptron. generic over embedding dimension.	STRING
HIGH	tensor-shapes/pyrefly-torch-stubs/examples/nanogpt.py	transformer block with self-attention and mlp. generic over embedding dim, num heads, and block size.	STRING
HIGH	…stubs/examples/runtime/nanogpt_sym_int_var_runnable.py	transformer block with self-attention and mlp. generic over embedding dim, num heads, and block size.	STRING
HIGH	…h-stubs/examples/runtime/nanogpt_future_annotations.py	transformer block with self-attention and mlp. generic over embedding dim, num heads, and block size.	STRING
HIGH	…xamples/runtime/nanogpt_future_annotations_runnable.py	transformer block with self-attention and mlp. generic over embedding dim, num heads, and block size.	STRING
HIGH	…ly-torch-stubs/examples/runtime/nanogpt_sym_int_var.py	transformer block with self-attention and mlp. generic over embedding dim, num heads, and block size.	STRING
HIGH	tensor-shapes/pyrefly-torch-stubs/examples/nanogpt.py	typeddict for gptconfig constructor arguments, generic over key dimensions	STRING
HIGH	…stubs/examples/runtime/nanogpt_sym_int_var_runnable.py	typeddict for gptconfig constructor arguments, generic over key dimensions	STRING
HIGH	…h-stubs/examples/runtime/nanogpt_future_annotations.py	typeddict for gptconfig constructor arguments, generic over key dimensions	STRING
HIGH	…xamples/runtime/nanogpt_future_annotations_runnable.py	typeddict for gptconfig constructor arguments, generic over key dimensions	STRING
HIGH	…ly-torch-stubs/examples/runtime/nanogpt_sym_int_var.py	typeddict for gptconfig constructor arguments, generic over key dimensions	STRING
HIGH	tensor-shapes/pyrefly-torch-stubs/examples/nanogpt.py	typeddict defining the structure of gpt transformer modules. generic over key dimensions.	STRING
HIGH	…stubs/examples/runtime/nanogpt_sym_int_var_runnable.py	typeddict defining the structure of gpt transformer modules. generic over key dimensions.	STRING
HIGH	…h-stubs/examples/runtime/nanogpt_future_annotations.py	typeddict defining the structure of gpt transformer modules. generic over key dimensions.	STRING
HIGH	…xamples/runtime/nanogpt_future_annotations_runnable.py	typeddict defining the structure of gpt transformer modules. generic over key dimensions.	STRING
HIGH	…ly-torch-stubs/examples/runtime/nanogpt_sym_int_var.py	typeddict defining the structure of gpt transformer modules. generic over key dimensions.	STRING
HIGH	tensor-shapes/pyrefly-torch-stubs/examples/nanogpt.py	gpt language model. generic over vocabulary size, block size, embedding dim, num heads, and num layers.	STRING
HIGH	…stubs/examples/runtime/nanogpt_sym_int_var_runnable.py	gpt language model. generic over vocabulary size, block size, embedding dim, num heads, and num layers.	STRING
HIGH	…h-stubs/examples/runtime/nanogpt_future_annotations.py	gpt language model. generic over vocabulary size, block size, embedding dim, num heads, and num layers.	STRING
HIGH	…xamples/runtime/nanogpt_future_annotations_runnable.py	gpt language model. generic over vocabulary size, block size, embedding dim, num heads, and num layers.	STRING
HIGH	…ly-torch-stubs/examples/runtime/nanogpt_sym_int_var.py	gpt language model. generic over vocabulary size, block size, embedding dim, num heads, and num layers.	STRING
HIGH	tensor-shapes/pyrefly-torch-stubs/examples/nanogpt.py	return the number of parameters in the model. for non-embedding count (default), the position embeddings get subtracted.	STRING
HIGH	…stubs/examples/runtime/nanogpt_sym_int_var_runnable.py	return the number of parameters in the model. for non-embedding count (default), the position embeddings get subtracted.	STRING
HIGH	…h-stubs/examples/runtime/nanogpt_future_annotations.py	return the number of parameters in the model. for non-embedding count (default), the position embeddings get subtracted.	STRING
HIGH	…xamples/runtime/nanogpt_future_annotations_runnable.py	return the number of parameters in the model. for non-embedding count (default), the position embeddings get subtracted.	STRING
HIGH	…ly-torch-stubs/examples/runtime/nanogpt_sym_int_var.py	return the number of parameters in the model. for non-embedding count (default), the position embeddings get subtracted.	STRING
HIGH	tensor-shapes/pyrefly-torch-stubs/examples/nanogpt.py	estimate model flops utilization (mfu) in units of a100 bfloat16 peak flops	STRING
HIGH	…stubs/examples/runtime/nanogpt_sym_int_var_runnable.py	estimate model flops utilization (mfu) in units of a100 bfloat16 peak flops	STRING
HIGH	…h-stubs/examples/runtime/nanogpt_future_annotations.py	estimate model flops utilization (mfu) in units of a100 bfloat16 peak flops	STRING
HIGH	…xamples/runtime/nanogpt_future_annotations_runnable.py	estimate model flops utilization (mfu) in units of a100 bfloat16 peak flops	STRING
HIGH	…ly-torch-stubs/examples/runtime/nanogpt_sym_int_var.py	estimate model flops utilization (mfu) in units of a100 bfloat16 peak flops	STRING
HIGH	tensor-shapes/pyrefly-torch-stubs/examples/nanogpt.py	take a conditioning sequence of indices idx (longtensor of shape (b,t)) and complete the sequence max_new_tokens times,	STRING
HIGH	…stubs/examples/runtime/nanogpt_sym_int_var_runnable.py	take a conditioning sequence of indices idx (longtensor of shape (b,t)) and complete the sequence max_new_tokens times,	STRING
HIGH	…h-stubs/examples/runtime/nanogpt_future_annotations.py	take a conditioning sequence of indices idx (longtensor of shape (b,t)) and complete the sequence max_new_tokens times,	STRING
HIGH	…xamples/runtime/nanogpt_future_annotations_runnable.py	take a conditioning sequence of indices idx (longtensor of shape (b,t)) and complete the sequence max_new_tokens times,	STRING
HIGH	…ly-torch-stubs/examples/runtime/nanogpt_sym_int_var.py	take a conditioning sequence of indices idx (longtensor of shape (b,t)) and complete the sequence max_new_tokens times,	STRING

Docstring Block Structure22 hits · 110 pts

Severity	File	Line	Snippet	Context
HIGH	pyrefly/lib/test/attrs/third-party/attr/_make.py	580	Create a new instance, based on the first positional argument with changes applied. .. tip:: On	STRING
HIGH	pyrefly/lib/test/attrs/third-party/attr/_make.py	1886	Return the tuple of attrs attributes for a class. The tuple also allows accessing the fields by their names	STRING
HIGH	pyrefly/lib/test/attrs/third-party/attr/_make.py	1932	Return an ordered dictionary of attrs attributes for a class, whose keys are the attribute names. Args:	STRING
HIGH	pyrefly/lib/test/attrs/third-party/attr/_next_gen.py	652	Inspect the class and return its effective build parameters. Warning: This feature is currently **expe	STRING
HIGH	pyrefly/lib/test/attrs/third-party/attr/_funcs.py	36	Return the attrs attribute values of inst as a dict. Optionally recurse into other attrs-decorated class	STRING
HIGH	pyrefly/lib/test/attrs/third-party/attr/_funcs.py	239	Return the attrs attribute values of inst as a tuple. Optionally recurse into other attrs-decorated clas	STRING
HIGH	pyrefly/lib/test/attrs/third-party/attr/_funcs.py	355	Check whether cls is a class with attrs attributes. Args: cls (type): Class to introspect. Ra	STRING
HIGH	pyrefly/lib/test/attrs/third-party/attr/_funcs.py	383	Copy inst and apply changes. This is different from `evolve` that applies the changes to the arguments	STRING
HIGH	pyrefly/lib/test/attrs/third-party/attr/_funcs.py	428	Resolve any strings and forward annotations in type annotations. This is only required if you need concrete ty	STRING
HIGH	…refly/lib/test/pydantic/third-party/pydantic/fields.py	298	Create a new `FieldInfo` object with the `Field` function. Args: default: The default value for the	STRING
HIGH	…refly/lib/test/pydantic/third-party/pydantic/fields.py	643	Return a new `FieldInfo` instance from a `dataclasses.Field` instance. Args: dc_field: The `datacla	STRING
HIGH	…refly/lib/test/pydantic/third-party/pydantic/fields.py	1200	!!! abstract "Usage Documentation" [Fields](../concepts/fields.md) Create a field for objects that can be c	STRING
HIGH	…refly/lib/test/pydantic/third-party/pydantic/fields.py	1492	!!! abstract "Usage Documentation" [Private Model Attributes](../concepts/models.md#private-model-attributes)	STRING
HIGH	…refly/lib/test/pydantic/third-party/pydantic/fields.py	1669	!!! abstract "Usage Documentation" [The `computed_field` decorator](../concepts/fields.md#the-computed_field-dec	STRING
HIGH	…y/lib/test/pydantic/third-party/pydantic/root_model.py	87	Create a new model using the provided root object and update fields set. Args: root: The root objec	STRING
HIGH	…/lib/test/pydantic/third-party/pydantic/dataclasses.py	113	!!! abstract "Usage Documentation" [`dataclasses`](../concepts/dataclasses.md) A decorator used to create a	STRING
HIGH	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	608	Compute the class name for parametrizations of generic classes. This method can be overridden to achieve a cust	STRING
HIGH	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	730	Validate a pydantic model instance. Args: obj: The object to validate. strict: Whether	STRING
HIGH	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	774	!!! abstract "Usage Documentation" [JSON Parsing](../concepts/json.md#json-parsing) Validate the gi	STRING
HIGH	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	1891	!!! abstract "Usage Documentation" [Dynamic Model Creation](../concepts/models.md#dynamic-model-creation) D	STRING
HIGH	…/third-party/pydantic/_internal/_model_construction.py	481	Iterate over the namespace and: * gather private attributes * check for items which look like fields but are not	STRING
HIGH	…/third-party/pydantic/_internal/_model_construction.py	705	Finish building a model class. This logic must be called after class has been created since validation functions mu	STRING

Excessive Try-Catch Wrapping93 hits · 104 pts

Severity	File	Line	Snippet	Context
LOW	pyrefly/lib/test/imports.rs	528	except Exception:	CODE
LOW	pyrefly/lib/test/imports.rs	567	except Exception:	CODE
LOW	pyrefly/lib/test/imports.rs	595	except Exception:	CODE
LOW	pyrefly/lib/test/returns.rs	162	except Exception:	CODE
LOW	pyrefly/lib/test/paramspec.rs	488	except Exception:	CODE
LOW	pyrefly/lib/test/attributes.rs	4208	except Exception:	CODE
LOW	pyrefly/lib/test/scope.rs	952	except Exception:	CODE
LOW	pyrefly/lib/test/scope.rs	1217	except Exception as e1:	CODE
LOW	pyrefly/lib/test/scope.rs	1225	except Exception as e2:	CODE
LOW⚡	pyrefly/lib/test/scope.rs	1237	except Exception:	CODE
LOW⚡	pyrefly/lib/test/scope.rs	1247	except Exception:	CODE
LOW	pyrefly/lib/test/scope.rs	1263	except Exception:	CODE
LOW	pyrefly/lib/test/scope.rs	1275	except Exception:	CODE
MEDIUM	pyrefly/lib/test/scope.rs	1214	def try_except():	CODE
MEDIUM	pyrefly/lib/test/scope.rs	1222	def try_except_finally():	CODE
MEDIUM	pyrefly/lib/test/scope.rs	1232	def try_except_twice():	CODE
MEDIUM	pyrefly/lib/test/scope.rs	1242	def try_except_multiple_finally():	CODE
MEDIUM	pyrefly/lib/test/scope.rs	1258	def try_except_else():	CODE
MEDIUM	pyrefly/lib/test/scope.rs	1270	def try_except_else_finally():	CODE
MEDIUM	pyrefly/lib/test/flow_branching.rs	1304	def as_sibling() -> None:	CODE
LOW	pyrefly/lib/test/flow_branching.rs	1017	except Exception as e2:	CODE
LOW	pyrefly/lib/test/flow_branching.rs	1136	except Exception: # E: This `except` clause is unreachable, because an earlier clause already catches `BaseException`	CODE
LOW	pyrefly/lib/test/flow_branching.rs	1146	except Exception:	CODE
LOW	pyrefly/lib/test/flow_branching.rs	1166	except Exception:	CODE
LOW	pyrefly/lib/test/flow_branching.rs	1196	except Exception:	CODE
LOW	pyrefly/lib/test/flow_branching.rs	1283	except Exception:	CODE
LOW	pyrefly/lib/test/flow_branching.rs	3796	except Exception:	CODE
LOW	pyrefly/lib/test/flow_branching.rs	3813	except Exception as exc:	CODE
LOW	pyrefly/lib/test/flow_branching.rs	3818	except Exception:	CODE
LOW	pyrefly/lib/test/calls.rs	596	except Exception as e:	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/validators.py	713	except Exception: # noqa: BLE001, PERF203, S112	STRING
LOW	pyrefly/lib/test/lsp/folding_ranges.rs	266	except Exception:	CODE
LOW	pyrefly/lib/test/lsp/folding_ranges.rs	357	except Exception:	CODE
LOW	pyrefly/lib/test/lsp/semantic_tokens.rs	1513	except Exception as e:	CODE
LOW	pyrefly/lib/test/lsp/semantic_tokens.rs	2054	except Exception as e:	CODE
LOW	pyrefly/lib/test/lsp/local_find_refs.rs	472	except Exception:	CODE
LOW	pyrefly/lib/test/lsp/definition.rs	874	except Exception as e:	CODE
LOW	pyrefly/lib/test/lsp/document_symbols.rs	2039	except Exception:	CODE
LOW	…iles/tests_requiring_config/with_synthetic_bindings.py	10	except Exception:	CODE
LOW	pyrefly/lib/report/glean.rs	144	except Exception as ex:	CODE
LOW	…ates/tsp_types/protocol_generator/generate_protocol.py	240	except Exception as e:	CODE
LOW	…ates/tsp_types/protocol_generator/generate_protocol.py	965	except Exception as e:	CODE
LOW	crates/pyrefly_bundled/update.py	67	except Exception as e:	CODE
MEDIUM	test/sarif/validate_sarif.py	45	print("Error: Required packages not installed.")	CODE
MEDIUM	schemas/validate_schemas.py	30	print("Error: Required packages not installed.")	CODE
LOW	scripts/github_utils.py	242	except Exception as e:	CODE
LOW	scripts/github_utils.py	351	except Exception as e:	CODE
LOW	scripts/github_utils.py	540	except Exception as e:	CODE
LOW	scripts/github_utils.py	602	except Exception as e:	CODE
MEDIUM	scripts/github_utils.py	731	print("Error: Repository must be in format owner/repo", file=sys.stderr)	STRING
LOW	scripts/github_utils.py	776	except Exception as e:	STRING
LOW	scripts/github_utils.py	920	except Exception as e:	STRING
LOW	scripts/compare_typecheckers.py	802	except Exception as e:	CODE
MEDIUM	scripts/generate_release_notes.py	653	print(f"Error: Unknown provider '{provider}'.", file=sys.stderr)	CODE
MEDIUM	scripts/generate_release_notes.py	667	print(f"Error: Template file not found: {template_path}", file=sys.stderr)	CODE
MEDIUM	scripts/generate_release_notes.py	673	print(f"Error: Prompt file not found: {prompt_path}", file=sys.stderr)	CODE
MEDIUM	scripts/generate_release_notes.py	811	print("Error: Repository must be in 'owner/repo' format.", file=sys.stderr)	CODE
LOW	scripts/generate_release_notes.py	113	except Exception:	CODE
LOW	scripts/generate_release_notes.py	135	except Exception as e:	CODE
LOW	scripts/generate_release_notes.py	850	except Exception as e:	CODE
33 more matches not shown…

Structural Annotation Overuse50 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW	pyrefly/lib/test/lsp/lsp_interaction/notebook_sync.rs	297	// Step 1: Delete cell 2	COMMENT
LOW	pyrefly/lib/test/lsp/lsp_interaction/notebook_sync.rs	317	// Step 2: Insert cell 2 at position 0	COMMENT
LOW	pyrefly/lib/report/pysa/module_index.rs	142	// Step 1: Build short_identifier_to_function_ref and short_identifier_to_setter_ref	COMMENT
LOW	pyrefly/lib/report/pysa/module_index.rs	181	// Step 2: Build func_def_to_function_ref by iterating all	COMMENT
LOW	pyrefly/lib/report/pysa/module_index.rs	197	// Step 3: Build class field mappings.	COMMENT
LOW	pyrefly/lib/alt/overload.rs	334	// Step 1: eliminate overloads that accept an incompatible number of arguments.	COMMENT
LOW	pyrefly/lib/alt/overload.rs	368	// Step 2: evaluate each overload as a regular (non-overloaded) call.	COMMENT
LOW	pyrefly/lib/alt/overload.rs	383	// Step 3: argument type expansion. When the mypy-compatibility flag is on, we also	COMMENT
LOW	pyrefly/lib/alt/overload.rs	920	// Step 4: if any arguments supply an unknown number of args and at least one	COMMENT
LOW	pyrefly/lib/alt/overload.rs	954	// Step 5: for each overload, check whether it's the case that all possible	COMMENT
LOW	pyrefly/lib/alt/overload.rs	1099	// Step 6: does there exist a return type that is consistent with all materializations of	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	1779	// Step 1: Expand non-recursive UntypedAlias(Ref(...)) nodes by	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	1789	// Step 2: Check for cyclic self-references after expansion.	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	2535	// Step 1: Compute raw TypeInfo (Vars unpinned)	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	2538	// Step 2: Check whether the type actually contains partial types that	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	2557	// Step 3: Store partial answer that the first-use solve will read and potentially pin.	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	2560	// Step 4: Evaluate the first-use; throw away both the result and errors, this is	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	2570	// Step 5: Remove the partial answer, we've finished with it, and proceed to	COMMENT
LOW	pyrefly/lib/alt/solve.rs	1802	// Step 3: Extract type parameters from the (now expanded) body.	COMMENT
LOW	…s/skills/add-shape-types-to-torch-model/style_guide.md	113	### Step 1: Identify the degrees of freedom	COMMENT
LOW	…s/skills/add-shape-types-to-torch-model/style_guide.md	136	### Step 2: Type the constructor	COMMENT
LOW	…s/skills/add-shape-types-to-torch-model/style_guide.md	150	### Step 3: Type the forward signature	COMMENT
LOW	…-shapes/skills/add-shape-types-to-torch-model/SKILL.md	301	## Step 1: Inventory parameters	COMMENT
LOW	…-shapes/skills/add-shape-types-to-torch-model/SKILL.md	388	## Step 2: Type the constructor	COMMENT
LOW	…-shapes/skills/add-shape-types-to-torch-model/SKILL.md	496	## Step 3: Probe the forward	COMMENT
LOW	…-shapes/skills/add-shape-types-to-torch-model/SKILL.md	532	## Step 4: Diagnose and contain tracking boundaries	COMMENT
LOW	…-shapes/skills/add-shape-types-to-torch-model/SKILL.md	634	## Step 5: Write forward and assert_type	COMMENT
LOW	…-shapes/skills/add-shape-types-to-torch-model/SKILL.md	710	## Step 6: Post-module check	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	684	// Step 2: Flatten to list of terms	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	690	// Step 3: Combine like terms by extracting coefficients	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	700	// Step 4: Rebuild terms, filtering out zero coefficients	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	722	// Step 5: Sort terms by canonical order	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	725	// Step 6: Build result	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	819	// Step 1: Recursively canonicalize operands	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	823	// Step 2: Flatten to list of factors	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	828	// Step 3: Check for zero	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	836	// Step 4: Separate literals from non-literals	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	936	// Step 6: Sort factors by canonical order	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	939	// Step 7: Add literal coefficient if not 1	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	946	// Step 8: Build result	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	972	// Step 1: Canonicalize operands	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	976	// Step 2: Check if numerator is a division - if so, flatten only when the	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	1142	// Step 1: Separate literals from non-literals	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	1146	// Step 2: Apply GCD to literals	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	1156	// Step 3: Find and remove structurally equal non-literal factors	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	1169	// Step 4: Rebuild numerator	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	1175	// Step 5: Rebuild denominator	COMMENT
LOW	crates/pyrefly_types/src/dimension.rs	673	// Step 1: Recursively canonicalize operands	COMMENT
LOW	crates/pyrefly_types/src/dimension.rs	896	// Step 5: Distributive law — coeff * (a + b) → coeffa + coeffb	COMMENT
LOW	crates/pyrefly_types/src/dimension.rs	987	// Step 4: Apply simplifications	COMMENT

Verbosity Indicators43 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW	pyrefly/lib/test/lsp/lsp_interaction/notebook_sync.rs	297	// Step 1: Delete cell 2	COMMENT
LOW	pyrefly/lib/test/lsp/lsp_interaction/notebook_sync.rs	317	// Step 2: Insert cell 2 at position 0	COMMENT
LOW	pyrefly/lib/report/pysa/module_index.rs	142	// Step 1: Build short_identifier_to_function_ref and short_identifier_to_setter_ref	COMMENT
LOW	pyrefly/lib/report/pysa/module_index.rs	181	// Step 2: Build func_def_to_function_ref by iterating all	COMMENT
LOW	pyrefly/lib/report/pysa/module_index.rs	197	// Step 3: Build class field mappings.	COMMENT
LOW	pyrefly/lib/alt/attr.rs	2458	// `module_name` could refer to a package, in which case we need to check if	COMMENT
LOW	pyrefly/lib/alt/overload.rs	334	// Step 1: eliminate overloads that accept an incompatible number of arguments.	COMMENT
LOW	pyrefly/lib/alt/overload.rs	368	// Step 2: evaluate each overload as a regular (non-overloaded) call.	COMMENT
LOW	pyrefly/lib/alt/overload.rs	383	// Step 3: argument type expansion. When the mypy-compatibility flag is on, we also	COMMENT
LOW	pyrefly/lib/alt/overload.rs	920	// Step 4: if any arguments supply an unknown number of args and at least one	COMMENT
LOW	pyrefly/lib/alt/overload.rs	954	// Step 5: for each overload, check whether it's the case that all possible	COMMENT
LOW	pyrefly/lib/alt/overload.rs	1099	// Step 6: does there exist a return type that is consistent with all materializations of	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	1779	// Step 1: Expand non-recursive UntypedAlias(Ref(...)) nodes by	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	1789	// Step 2: Check for cyclic self-references after expansion.	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	2535	// Step 1: Compute raw TypeInfo (Vars unpinned)	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	2538	// Step 2: Check whether the type actually contains partial types that	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	2557	// Step 3: Store partial answer that the first-use solve will read and potentially pin.	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	2560	// Step 4: Evaluate the first-use; throw away both the result and errors, this is	COMMENT
LOW⚡	pyrefly/lib/alt/solve.rs	2570	// Step 5: Remove the partial answer, we've finished with it, and proceed to	COMMENT
LOW	pyrefly/lib/alt/solve.rs	1802	// Step 3: Extract type parameters from the (now expanded) body.	COMMENT
LOW	pyrefly/lib/alt/special_calls.rs	621	// We need to check if there is any field with unassignable types, since the `isinstance` check	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	684	// Step 2: Flatten to list of terms	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	690	// Step 3: Combine like terms by extracting coefficients	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	700	// Step 4: Rebuild terms, filtering out zero coefficients	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	722	// Step 5: Sort terms by canonical order	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	725	// Step 6: Build result	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	819	// Step 1: Recursively canonicalize operands	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	823	// Step 2: Flatten to list of factors	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	828	// Step 3: Check for zero	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	836	// Step 4: Separate literals from non-literals	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	936	// Step 6: Sort factors by canonical order	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	939	// Step 7: Add literal coefficient if not 1	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	946	// Step 8: Build result	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	972	// Step 1: Canonicalize operands	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	976	// Step 2: Check if numerator is a division - if so, flatten only when the	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	1142	// Step 1: Separate literals from non-literals	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	1146	// Step 2: Apply GCD to literals	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	1156	// Step 3: Find and remove structurally equal non-literal factors	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	1169	// Step 4: Rebuild numerator	COMMENT
LOW⚡	crates/pyrefly_types/src/dimension.rs	1175	// Step 5: Rebuild denominator	COMMENT
LOW	crates/pyrefly_types/src/dimension.rs	673	// Step 1: Recursively canonicalize operands	COMMENT
LOW	crates/pyrefly_types/src/dimension.rs	896	// Step 5: Distributive law — coeff * (a + b) → coeffa + coeffb	COMMENT
LOW	crates/pyrefly_types/src/dimension.rs	987	// Step 4: Apply simplifications	COMMENT

Deep Nesting64 hits · 52 pts

Severity	File	Line	Context
LOW	pyrefly/lib/test/attrs/third-party/attr/_make.py	379	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_make.py	1319	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_make.py	2143	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_make.py	666	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_make.py	813	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_make.py	849	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_make.py	1435	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_funcs.py	28	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_funcs.py	154	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_funcs.py	232	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	490	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	574	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	738	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	843	CODE
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/types.py	1017	CODE
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	335	CODE
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	424	CODE
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	1514	CODE
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	1134	CODE
LOW	…/third-party/pydantic/_internal/_model_construction.py	474	CODE
LOW	…/third-party/pydantic/_internal/_model_construction.py	108	CODE
LOW	tensor-shapes/stub_coverage.py	156	CODE
LOW	tensor-shapes/stub_coverage.py	191	CODE
LOW	tensor-shapes/stub_coverage.py	218	CODE
LOW	tensor-shapes/stub_coverage.py	285	CODE
LOW	tensor-shapes/stub_coverage.py	339	CODE
LOW	tensor-shapes/test_stub_coverage.py	34	CODE
LOW	tensor-shapes/test_stub_coverage.py	265	CODE
LOW	tensor-shapes/test_stub_coverage.py	306	CODE
LOW	tensor-shapes/test_stub_coverage.py	347	CODE
LOW	tensor-shapes/test_stub_coverage.py	468	CODE
LOW	…refly-shape-extensions/shape_extensions/torchscript.py	47	CODE
LOW	…refly-shape-extensions/shape_extensions/torchscript.py	69	CODE
LOW	…refly-shape-extensions/shape_extensions/torchscript.py	87	CODE
LOW	…ates/tsp_types/protocol_generator/generate_protocol.py	62	CODE
LOW	…ates/tsp_types/protocol_generator/generate_protocol.py	299	CODE
LOW	…ates/tsp_types/protocol_generator/generate_protocol.py	403	CODE
LOW	…ates/tsp_types/protocol_generator/generate_protocol.py	547	CODE
LOW	…ates/tsp_types/protocol_generator/generate_protocol.py	726	CODE
LOW	scripts/github_utils.py	87	CODE
LOW	scripts/github_utils.py	562	CODE
LOW	scripts/github_utils.py	784	CODE
LOW	scripts/github_utils.py	356	CODE
LOW	scripts/compare_typecheckers.py	214	CODE
LOW	scripts/compare_typecheckers.py	495	CODE
LOW	scripts/generate_release_notes.py	460	CODE
LOW	scripts/benchmark/lsp_memory_benchmark.py	101	CODE
LOW	scripts/benchmark/lsp_memory_benchmark.py	793	CODE
LOW	scripts/benchmark/lsp_memory_benchmark.py	252	CODE
LOW	scripts/benchmark/typecheck_benchmark.py	303	CODE
LOW	scripts/benchmark/typecheck_benchmark.py	526	CODE
LOW	scripts/benchmark/typecheck_benchmark.py	837	CODE
LOW	scripts/benchmark/lsp_benchmark.py	189	CODE
LOW	scripts/benchmark/lsp_benchmark.py	384	CODE
LOW	scripts/benchmark/lsp_benchmark.py	1024	CODE
LOW	scripts/benchmark/lsp_benchmark.py	1055	CODE
LOW	scripts/benchmark/lsp_benchmark.py	1405	CODE
LOW	scripts/benchmark/lsp_benchmark.py	523	CODE
LOW	scripts/benchmark/lsp_benchmark.py	701	CODE
LOW	conformance/conformance_output.py	130	CODE
4 more matches not shown…

Fake / Example Data38 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	pyrefly/lib/test/abstract_methods.rs	461	"""placeholder"""	STRING
LOW⚡	pyrefly/lib/test/literal.rs	513	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	513	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	514	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	514	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	515	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	515	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	516	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	516	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	517	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	517	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	518	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	518	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	519	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	519	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	520	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	520	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	521	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	521	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	522	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	522	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	523	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	523	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	524	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	524	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	525	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	525	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	526	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	526	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	527	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	pyrefly/lib/test/literal.rs	527	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/config.py	78	user = User(name='John Doe', age=20) # (2)!	STRING
LOW	…refly/lib/test/pydantic/third-party/pydantic/config.py	80	#> name='John Doe'	STRING
LOW	…refly/lib/test/pydantic/third-party/pydantic/config.py	260	user = User(name='John Doe') # (1)!	STRING
LOW	…refly/lib/test/pydantic/third-party/pydantic/config.py	262	#> name='John Doe'	STRING
LOW	…refly/lib/test/pydantic/third-party/pydantic/config.py	279	user = User(name='John Doe') # (2)!	STRING
LOW	…refly/lib/test/pydantic/third-party/pydantic/config.py	281	#> name='John Doe'	STRING
LOW	crates/pyrefly_types/src/types.rs	1728	/// Collect "placeholder" vars - vars that are placeholders for a not-yet-solved type, like	COMMENT

AI Structural Patterns38 hits · 36 pts

Severity	File	Line	Context
LOW	pyrefly/lib/test/attrs/third-party/attr/_make.py	106	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_make.py	1319	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_make.py	2483	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_next_gen.py	23	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_next_gen.py	437	CODE
LOW	…p_interaction/test_files/call_hierarchy_test/caller.py	15	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	927	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	966	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	1005	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	1044	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	1083	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	1122	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	1159	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	1639	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	1654	CODE
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/types.py	1041	CODE
LOW	…y/lib/test/pydantic/third-party/pydantic/root_model.py	137	CODE
LOW	…/lib/test/pydantic/third-party/pydantic/dataclasses.py	99	CODE
LOW	…/lib/test/pydantic/third-party/pydantic/dataclasses.py	33	CODE
LOW	…/lib/test/pydantic/third-party/pydantic/dataclasses.py	50	CODE
LOW	…/lib/test/pydantic/third-party/pydantic/dataclasses.py	69	CODE
LOW	…/lib/test/pydantic/third-party/pydantic/dataclasses.py	84	CODE
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	460	CODE
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	518	CODE
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	1458	CODE
LOW	…sor-shapes/pyrefly-torch-stubs/examples/super_slomo.py	223	CODE
LOW	tensor-shapes/pyrefly-torch-stubs/examples/densenet.py	82	CODE
LOW	tensor-shapes/pyrefly-torch-stubs/examples/stargan.py	148	CODE
LOW	tensor-shapes/pyrefly-torch-stubs/examples/resnet.py	54	CODE
LOW	tensor-shapes/pyrefly-torch-stubs/examples/resnet.py	86	CODE
LOW	tensor-shapes/pyrefly-torch-stubs/examples/apg.py	199	CODE
LOW	tensor-shapes/pyrefly-torch-stubs/examples/apg.py	293	CODE
LOW	tensor-shapes/pyrefly-torch-stubs/examples/gptfast.py	584	CODE
LOW	…stubs/examples/runtime/gptfast_sym_int_var_runnable.py	535	CODE
LOW	…ly-torch-stubs/examples/runtime/gptfast_sym_int_var.py	591	CODE
LOW	…xamples/runtime/gptfast_future_annotations_runnable.py	545	CODE
LOW	…h-stubs/examples/runtime/gptfast_future_annotations.py	587	CODE
LOW	scripts/benchmark/typecheck_benchmark.py	718	CODE

AI Slop Vocabulary12 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyrefly/lib/test/attrs/attributes.rs	289	// Checked via construction (not the inferred param type) to stay robust to the separate	COMMENT
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/types.py	1745	# hence we just use `secret_display`	COMMENT
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	1288	# early if there are no keys to ignore (we would just return False later on anyway)	COMMENT
MEDIUM	pyrefly/lib/solver/subset.rs	3036	// Pyrefly incremental more robust.	COMMENT
MEDIUM	pyrefly/lib/state/lsp.rs	520	/// downstream logic can utilize the info.	COMMENT
MEDIUM	pyrefly/lib/alt/answers_solver.rs	1562	/// (cycle_start), making it a robust anchor.	COMMENT
MEDIUM	pyrefly/lib/alt/answers_solver.rs	1611	// (cycle_start), making it a more robust anchor.	COMMENT
MEDIUM	pyrefly/lib/alt/class/dataclass.rs	537	// left to the stub, avoiding false positives and staying robust to new `Type` variants.	COMMENT
LOW⚡	…pes/pyrefly-torch-stubs/examples/speech_transformer.py	365	# so we skip adding it and just pass through. The original adds it to src_seq.	COMMENT
MEDIUM	crates/pyrefly_lsp_test/src/object_model.rs	1389	#[expect(clippy::new_without_default, reason = "test harness constructor")]	COMMENT
MEDIUM	crates/pyrefly_lsp_test/src/object_model.rs	1459	#[expect(clippy::new_without_default, reason = "test harness constructor")]	COMMENT
MEDIUM	conformance/third_party/generics_variance.py	10	# > To facilitate the declaration of container types where covariant or	COMMENT

Modern Structural Boilerplate30 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	pyrefly/lib/test/attrs/third-party/attrs/__init__.py	31	__all__ = [	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/validators.py	19	__all__ = [	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/__init__.py	43	__all__ = [	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/converters.py	13	__all__ = [	CODE
LOW	pyrefly/lib/test/attrs/third-party/attr/_config.py	3	__all__ = ["get_run_validators", "set_run_validators"]	CODE
LOW	…ction/test_files/prefer_pyi_when_missing_in_py/main.py	8	__all__ = ["bar"]	CODE
LOW	…p_interaction/test_files/unused_import_all/__init__.py	8	__all__ = ["Foo", "Baz"]	CODE
LOW	…rt_outside_search_path/site_packages/mypkg/__init__.py	8	__all__ = ["MyClass"]	CODE
LOW	…ng_config/workspace_symbol_prefer_non_init/__init__.py	12	__all__ = [	CODE
LOW	…equiring_config/workspace_symbol_multibyte/__init__.py	12	__all__ = ["workspace_symbol_multibyte_repro"]	CODE
LOW	…action/test_files/dunder_all_submodule/pkg/__init__.py	6	__all__ = ["sub"]	CODE
LOW	…est/pydantic/third-party/pydantic_settings/__init__.py	7	__all__ = ["BaseSettings"]	CODE
LOW	…refly/lib/test/pydantic/third-party/pydantic/fields.py	1569	def _update_from_config(self, config_wrapper: ConfigWrapper, name: str) -> None:	CODE
LOW	pyrefly/lib/test/pydantic/third-party/pydantic/main.py	1777	def update_forward_refs(cls, **localns: Any) -> None: # noqa: D102	CODE
LOW	…/third-party/pydantic/_internal/_model_construction.py	627	def set_default_hash_func(cls: type[BaseModel], bases: tuple[type[Any], ...]) -> None:	CODE
LOW	…/third-party/pydantic/_internal/_model_construction.py	818	def set_deprecated_descriptors(cls: type[BaseModel]) -> None:	CODE
LOW	pyrefly/lib/test/stubgen/dunder_all/input.py	8	__all__ = ["public_func", "PublicClass", "PUBLIC_VAR", "Vector"]	CODE
LOW	pyrefly/lib/test/stubgen/dunder_all_reexport/input.py	8	__all__ = ["op"]	CODE
LOW⚡	tensor-shapes/test_stub_coverage.py	147	__all__ = []	STRING
LOW⚡	tensor-shapes/test_stub_coverage.py	179	__all__ = ["Previous"]	STRING
LOW⚡	tensor-shapes/test_stub_coverage.py	180	__all__ = ["Current"]	STRING
LOW⚡	tensor-shapes/test_stub_coverage.py	219	__all__ = ["Hidden"]	STRING
LOW	tensor-shapes/test_stub_coverage.py	84	__all__ = ["Exported"]	STRING
LOW	tensor-shapes/test_stub_coverage.py	122	__all__ = ["Alias"]	STRING
LOW	…/pyrefly-shape-extensions/shape_extensions/__init__.py	39	__all__ = [	CODE
LOW	…refly-shape-extensions/shape_extensions/torchscript.py	33	__all__ = [*_shape_extensions_all, "remove_shape_types_from_torch_sources"]	CODE
LOW	tensor-shapes/pyrefly-torch-stubs/examples/bert.py	284	def set_mask(self, mask: Tensor) -> None:	CODE
LOW	conformance/conformance_output.py	48	def update_file(file_path: str, content: str) -> None:	CODE
LOW	conformance/third_party/typeddicts_readonly_update.py	33	def update_a(a: A, b: B) -> None:	CODE
LOW	conformance/third_party/generics_variance_inference.py	145	def set_value(self, value: T) -> None:	CODE

Self-Referential Comments9 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	…test/lsp/lsp_interaction/test_files/error_docs_test.py	7	# This file contains various error types to test that documentation links are properly included	COMMENT
MEDIUM	pyrefly/lib/test/pydantic/third-party/pydantic/types.py	984	# Create an instance	STRING
MEDIUM	…y/lib/test/pydantic/third-party/pydantic/root_model.py	152	"""This method is included just to get a more accurate return type for type checkers.	STRING
MEDIUM	…/third-party/pydantic/_internal/_model_construction.py	443	"""This function is meant to behave like a BaseModel method to initialise private attributes.	STRING
MEDIUM	tensor-shapes/pyrefly-torch-stubs/examples/dlrm.py	372	# Create a standard EmbeddingBag and prepare for quantization	COMMENT
MEDIUM	…ates/tsp_types/protocol_generator/generate_protocol.py	508	# Create an alias for the result type that matches the response name	COMMENT
MEDIUM	schemas/test-pyrefly.toml	2	# This file contains examples of all configuration options	COMMENT
MEDIUM	scripts/benchmark/lsp_benchmark.py	846	# Create a small probe file	COMMENT
MEDIUM	.github/workflows/publish_github_release.yml	7	# Creating the release will in turn trigger publish_upload_binaries.yml	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	pyrefly/lib/state/state.rs	3298	if self.transaction.data.state.run_count.load(Ordering::SeqCst) <= 1 {	CODE
CRITICAL	.github/workflows/automation_pr_state.yml	459	&& context.payload.comment.user.login.toLowerCase() === author	CODE

Modern AI Meta-Vocabulary5 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	release_notes/release-notes-v1.0.0.md	103	- Pyrefly \+ AI agents — Pyrefly's speed makes it a natural verification step in agentic workflows. See our guide on	CODE
MEDIUM	website/blog/2026-05-12-v1.0.md	143	We have already published a guide on [adding Pyrefly to your agentic loop](https://pyrefly.org/blog/pyrefly-agentic-loop	CODE
MEDIUM⚡	scripts/generate_release_notes.py	218	# gpt-4o has a 128k-token context window and `call_openai` reserves 16384 for output.	COMMENT
MEDIUM⚡	scripts/benchmark/typecheck_benchmark.py	714	# Main benchmark orchestration	COMMENT
MEDIUM⚡	scripts/benchmark/lsp_benchmark.py	950	# Multi-package orchestration helpers	COMMENT

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	conformance/third_party/directives_version_platform.py	66	this_raises = val10 # E?: `val10` is undefined, but support for `os.name` is optional	CODE
HIGH	conformance/third_party/directives_version_platform.py	75	this_raises = val13 # E?: `val13` is undefined, but support for `os.name` is optional	CODE

Slop Phrases4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	pyrefly/lib/test/generic_restrictions.rs	1841	# The below is a real error that we need to make sure to catch.	COMMENT
LOW	pyrefly/lib/test/flow_branching.rs	928	// Regression test to ensure we don't forget to create loop recursion	COMMENT
MEDIUM	pyrefly/lib/test/attrs/third-party/attr/_funcs.py	496	# Return the class so you can use it as a decorator too.	COMMENT
MEDIUM	conformance/third_party/generics_type_erasure.py	25	# > you can use an annotation to force the type of the variable, e.g.:	COMMENT

Redundant / Tautological Comments6 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	pyrefly/lib/test/attrs/third-party/attr/_make.py	698	# Check if the pre init method has more arguments than just `self`	COMMENT
LOW	…s/skills/add-shape-types-to-torch-model/verify_port.sh	99	# Check if the line has a comment explaining the root cause	COMMENT
LOW	…ates/tsp_types/protocol_generator/generate_protocol.py	51	# Check if it's a version string like "0.1.0"	COMMENT
LOW	website/scripts/audit_and_fix_vulnerabilities.sh	20	# Check if there are vulnerabilities	COMMENT
LOW	scripts/github_utils.py	53	# Check if username ends with [bot]	COMMENT
LOW	scripts/benchmark/lsp_benchmark.py	1464	# Open the file on each server	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	pyrefly/lib/alt/call.rs	3231	// log a name-not-found error, but we also assert/reveal the type as requested.	COMMENT

Overly Generic Function Names7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	…lsp_interaction/test_files/code_lens/main_and_tests.py	9	def helper():	CODE
LOW	…action/test_files/prefixed_with_underscore/_private.py	7	def my_function():	CODE
LOW	…p_interaction/test_files/call_hierarchy_test/callee.py	7	def my_function():	CODE
LOW	…components/landing-page/PerformanceComparisonChart.tsx	128	function getData(project: ProjectValue): TypeCheckerData[] {	CODE
LOW	conformance/third_party/literals_parameterizations.py	56	def my_function(x: Literal[1 + 2]) -> int: # E	CODE
LOW	conformance/third_party/literals_literalstring.py	23	def my_function(literal_string: LiteralString) -> LiteralString:	CODE
LOW	conformance/third_party/generics_scoping.py	67	def do_something(self, x: S) -> S: # OK	CODE

Dead Code3 hits · 6 pts

Severity	File	Line	Context
MEDIUM	conformance/third_party/annotations_generators.py	140	CODE
MEDIUM	conformance/third_party/annotations_generators.py	145	CODE
MEDIUM	conformance/third_party/annotations_generators.py	190	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	website/src/sandbox/generateSandboxUrl.ts	33	'def function(value: object \| None = None) -> object:\n if value is None:\n return None\n e	CODE

meta/pyrefly

Open-Source Code Quality, Security and Technical Debt Review

Risk Review · Payload v1

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings