pytest-dev/pytest

18.8

Adjusted Score

18.8

Raw Score

100%

Time Factor

2026-07-14

Last Push

14.3K

Stars

Python

Language

111.0K

Lines of Code

281

Files

2.7K

Pattern Hits

2026-07-14

Scan Date

0.01

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 0HIGH 2MEDIUM 46LOW 2642

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 2690 distinct pattern matches across 17 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 Identifiers2069 hits · 1438 pts

Severity	File	Line	Snippet	Context
LOW⚡	testing/test_legacypath.py	30	def test_testdir_makefile_dot_prefixes_extension_silently(	CODE
LOW⚡	testing/test_legacypath.py	38	def test_testdir_makefile_ext_none_raises_type_error(testdir: Testdir) -> None:	CODE
LOW⚡	testing/test_legacypath.py	44	def test_testdir_makefile_ext_empty_string_makes_file(testdir: Testdir) -> None:	CODE
LOW	testing/test_legacypath.py	68	def test_tmpdir_equals_tmp_path(tmpdir: LEGACY_PATH, tmp_path: Path) -> None:	CODE
LOW	testing/test_legacypath.py	72	def test_tmpdir_always_is_realpath(pytester: pytest.Pytester) -> None:	CODE
LOW	testing/test_legacypath.py	94	def test_fixturerequest_getmodulepath(pytester: pytest.Pytester) -> None:	CODE
LOW	testing/test_legacypath.py	108	def test_session_scoped_unavailable_attributes(self, session_request):	CODE
LOW	testing/test_legacypath.py	172	def test_inifile_from_cmdline_main_hook(pytester: pytest.Pytester) -> None:	STRING
LOW	testing/test_setuponly.py	16	def test_show_only_active_fixtures(	CODE
LOW	testing/test_setuponly.py	42	def test_show_different_scopes(pytester: Pytester, mode) -> None:	CODE
LOW	testing/test_setuponly.py	71	def test_show_nested_fixtures(pytester: Pytester, mode) -> None:	CODE
LOW	testing/test_setuponly.py	105	def test_show_fixtures_with_autouse(pytester: Pytester, mode) -> None:	CODE
LOW	testing/test_setuponly.py	132	def test_show_fixtures_with_parameters(pytester: Pytester, mode) -> None:	CODE
LOW	testing/test_setuponly.py	165	def test_show_fixtures_with_parameter_ids(pytester: Pytester, mode) -> None:	CODE
LOW	testing/test_setuponly.py	194	def test_show_fixtures_with_parameter_ids_function(pytester: Pytester, mode) -> None:	CODE
LOW	testing/test_setuponly.py	214	def test_dynamic_fixture_request(pytester: Pytester) -> None:	CODE
LOW	testing/test_setuponly.py	219	def dynamically_requested_fixture():	STRING
LOW	testing/test_setuponly.py	262	def test_show_fixtures_and_execute_test(pytester: Pytester) -> None:	CODE
LOW	testing/test_setuponly.py	307	def test_show_fixture_action_with_bytes(pytester: Pytester) -> None:	CODE
LOW⚡	testing/test_assertrewrite.py	1577	def test_assertion_walrus_operator_dont_rewrite(self, pytester: Pytester) -> None:	CODE
LOW⚡	testing/test_assertrewrite.py	1596	def test_assertion_inline_walrus_operator(self, pytester: Pytester) -> None:	CODE
LOW⚡	testing/test_assertrewrite.py	1611	def test_assertion_inline_walrus_operator_reverse(self, pytester: Pytester) -> None:	CODE
LOW⚡	testing/test_assertrewrite.py	1626	def test_assertion_walrus_no_variable_name_conflict(	CODE
LOW⚡	testing/test_assertrewrite.py	1640	def test_assertion_walrus_operator_true_assertion_and_changes_variable_value(	CODE
LOW⚡	testing/test_assertrewrite.py	1654	def test_assertion_walrus_operator_fail_assertion(self, pytester: Pytester) -> None:	CODE
LOW⚡	testing/test_assertrewrite.py	1666	def test_assertion_walrus_operator_boolean_composite(	CODE
LOW⚡	testing/test_assertrewrite.py	1680	def test_assertion_walrus_operator_compare_boolean_fails(	CODE
LOW⚡	testing/test_assertrewrite.py	1694	def test_assertion_walrus_operator_boolean_none_fails(	CODE
LOW⚡	testing/test_assertrewrite.py	1708	def test_assertion_walrus_operator_value_changes_cleared_after_each_test(	CODE
LOW⚡	testing/test_assertrewrite.py	1725	def test_assertion_namedexpr_compare_left_overwrite(	CODE
LOW⚡	testing/test_assertrewrite.py	1767	def test_assertion_walrus_operator_equals_operand_function(	CODE
LOW⚡	testing/test_assertrewrite.py	1782	def test_assertion_walrus_operator_equals_operand_function_keyword_arg(	CODE
LOW⚡	testing/test_assertrewrite.py	1797	def test_assertion_walrus_operator_equals_operand_function_arg_as_function(	CODE
LOW⚡	testing/test_assertrewrite.py	1812	def test_assertion_walrus_operator_gt_operand_function(	CODE
LOW	testing/test_assertrewrite.py	77	def test_place_initial_imports(self) -> None:	CODE
LOW	testing/test_assertrewrite.py	142	def test_positions_are_preserved(self) -> None:	CODE
LOW	testing/test_assertrewrite.py	359	def test_rewrites_plugin_as_a_package(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	428	def test_assertrepr_compare_same_width(self, request) -> None:	CODE
LOW	testing/test_assertrewrite.py	448	def test_dont_rewrite_if_hasattr_fails(self, request) -> None:	CODE
LOW	testing/test_assertrewrite.py	474	def test_assert_already_has_message(self) -> None:	CODE
LOW	testing/test_assertrewrite.py	493	def test_assertion_message_multiline(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	506	def test_assertion_message_tuple(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	517	def test_assertion_message_expr(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	528	def test_assertion_message_escape(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	541	def test_assertion_messages_bytes(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	547	def test_assertion_message_verbosity(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	654	def test_short_circuit_evaluation(self) -> None:	CODE
LOW	testing/test_assertrewrite.py	729	def test_starred_with_side_effect(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	898	def test_assert_raising__bool__in_comparison(self) -> None:	CODE
LOW	testing/test_assertrewrite.py	919	def test_assert_handling_raise_in__iter__(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	962	def test_custom_repr_non_ascii(self) -> None:	CODE
LOW	testing/test_assertrewrite.py	1038	def test_load_resource_via_files_with_rewrite(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	1186	def test_package_without__init__py(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	1203	def test_rewrite_warning_ignore(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	1219	def test_rewrite_module_imported_from_conftest(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	1253	def test_rewrite_warning_using_pytest_plugins(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	1268	def test_rewrite_warning_using_pytest_plugins_env_var(	CODE
LOW	testing/test_assertrewrite.py	1313	def test_resources_provider_for_loader(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	1537	def test_rewrite_python_files_contain_subdirs(self, pytester: Pytester) -> None:	CODE
LOW	testing/test_assertrewrite.py	1559	def test_assertion_walrus_operator(self, pytester: Pytester) -> None:	CODE
2009 more matches not shown…

Unused Imports350 hits · 302 pts

Severity	File	Line	Context
LOW	bench/bench_argcomplete.py	5	CODE
LOW	bench/unit_test.py	1	CODE
LOW	bench/unit_test.py	3	CODE
LOW	bench/skip.py	1	CODE
LOW	bench/manyparam.py	1	CODE
LOW	bench/empty.py	1	CODE
LOW	bench/bench.py	1	CODE
LOW	bench/bench.py	10	CODE
LOW	bench/xunit.py	1	CODE
LOW	testing/test_legacypath.py	2	CODE
LOW	testing/test_setuponly.py	2	CODE
LOW	testing/test_assertrewrite.py	2	CODE
LOW	testing/test_subtests.py	1	CODE
LOW	testing/conftest.py	2	CODE
LOW	testing/test_collect_imported_tests.py	3	CODE
LOW	testing/test_warnings.py	2	CODE
LOW	testing/test_warnings.py	843	CODE
LOW	testing/test_mark.py	2	CODE
LOW	testing/test_faulthandler.py	2	CODE
LOW	testing/test_recwarn.py	2	CODE
LOW	testing/test_session.py	2	CODE
LOW	testing/test_skipping.py	2	CODE
LOW	testing/test_python_path.py	2	CODE
LOW	testing/test_pastebin.py	2	CODE
LOW	testing/test_conftest.py	2	CODE
LOW	testing/test_nodes.py	2	CODE
LOW	testing/test_unittest.py	2	CODE
LOW	testing/test_scope.py	1	CODE
LOW	testing/test_setupplan.py	1	CODE
LOW	testing/typing_checks.py	8	CODE
LOW	testing/test_collection.py	2	CODE
LOW	testing/test_terminal.py	4	CODE
LOW	testing/test_threadexception.py	1	CODE
LOW	testing/typing_raises_group.py	1	CODE
LOW	testing/test_error_diffs.py	8	CODE
LOW	testing/test_reports.py	2	CODE
LOW	testing/test_pluginmanager.py	2	CODE
LOW	testing/test_runner.py	2	CODE
LOW	testing/test_monkeypatch.py	2	CODE
LOW	testing/test_monkeypatch.py	501	CODE
LOW	testing/test_doctest.py	2	CODE
LOW	testing/test_compat.py	2	CODE
LOW	testing/test_config.py	2	CODE
LOW	testing/test_capture.py	2	CODE
LOW	testing/test_parseopt.py	2	CODE
LOW	testing/test_link_resolve.py	2	CODE
LOW	testing/test_entry_points.py	2	CODE
LOW	testing/test_helpconfig.py	2	CODE
LOW	testing/test_debugging.py	2	CODE
LOW	testing/test_cacheprovider.py	1	CODE
LOW	testing/test_meta.py	7	CODE
LOW	testing/test_unraisableexception.py	1	CODE
LOW	testing/test_findpaths.py	2	CODE
LOW	testing/test_assertion.py	2	CODE
LOW	testing/test_warning_types.py	2	CODE
LOW	testing/test_pytester.py	2	CODE
LOW	testing/test_argcomplete.py	2	CODE
LOW	testing/test_mark_expression.py	1	CODE
LOW	testing/test_main.py	2	CODE
LOW	testing/test_tmpdir.py	2	CODE
290 more matches not shown…

Deep Nesting91 hits · 82 pts

Severity	File	Line	Context
LOW	testing/conftest.py	51	CODE
LOW	testing/test_recwarn.py	119	CODE
LOW	testing/test_recwarn.py	226	CODE
LOW	testing/test_recwarn.py	412	CODE
LOW	testing/python/raises.py	243	CODE
LOW	scripts/generate-gh-release-notes.py	22	CODE
LOW	scripts/update-plugin-list.py	134	CODE
LOW	src/_pytest/approx.py	721	CODE
LOW	src/_pytest/approx.py	980	CODE
LOW	src/_pytest/approx.py	272	CODE
LOW	src/_pytest/approx.py	373	CODE
LOW	src/_pytest/skipping.py	277	CODE
LOW	src/_pytest/logging.py	940	CODE
LOW	src/_pytest/unittest.py	615	CODE
LOW	src/_pytest/unittest.py	425	CODE
LOW	src/_pytest/helpconfig.py	180	CODE
LOW	src/_pytest/terminal.py	308	CODE
LOW	src/_pytest/terminal.py	625	CODE
LOW	src/_pytest/terminal.py	927	CODE
LOW	src/_pytest/terminal.py	1148	CODE
LOW	src/_pytest/terminal.py	1198	CODE
LOW	src/_pytest/warnings.py	22	CODE
LOW	src/_pytest/subtests.py	367	CODE
LOW	src/_pytest/recwarn.py	298	CODE
LOW	src/_pytest/debugging.py	240	CODE
LOW	src/_pytest/unraisableexception.py	47	CODE
LOW	src/_pytest/capture.py	712	CODE
LOW	src/_pytest/pytester.py	285	CODE
LOW	src/_pytest/pytester.py	1679	CODE
LOW	src/_pytest/junitxml.py	529	CODE
LOW	src/_pytest/python.py	220	CODE
LOW	src/_pytest/python.py	311	CODE
LOW	src/_pytest/python.py	400	CODE
LOW	src/_pytest/python.py	695	CODE
LOW	src/_pytest/python.py	899	CODE
LOW	src/_pytest/python.py	974	CODE
LOW	src/_pytest/python.py	1037	CODE
LOW	src/_pytest/python.py	1231	CODE
LOW	src/_pytest/python.py	1492	CODE
LOW	src/_pytest/python.py	1714	CODE
LOW	src/_pytest/reports.py	384	CODE
LOW	src/_pytest/setuponly.py	32	CODE
LOW	src/_pytest/raises.py	1255	CODE
LOW	src/_pytest/raises.py	1432	CODE
LOW	src/_pytest/threadexception.py	38	CODE
LOW	src/_pytest/main.py	317	CODE
LOW	src/_pytest/main.py	564	CODE
LOW	src/_pytest/main.py	789	CODE
LOW	src/_pytest/main.py	899	CODE
LOW	src/_pytest/monkeypatch.py	337	CODE
LOW	src/_pytest/pathlib.py	792	CODE
LOW	src/_pytest/pathlib.py	941	CODE
LOW	src/_pytest/fixtures.py	121	CODE
LOW	src/_pytest/fixtures.py	163	CODE
LOW	src/_pytest/fixtures.py	225	CODE
LOW	src/_pytest/fixtures.py	255	CODE
LOW	src/_pytest/fixtures.py	276	CODE
LOW	src/_pytest/fixtures.py	1614	CODE
LOW	src/_pytest/fixtures.py	911	CODE
LOW	src/_pytest/cacheprovider.py	249	CODE
31 more matches not shown…

Decorative Section Separators22 hits · 72 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/_pytest/hookspec.py	476	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/_pytest/hookspec.py	478	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/_pytest/hookspec.py	929	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/_pytest/hookspec.py	931	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/_pytest/hookspec.py	1161	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/_pytest/hookspec.py	1163	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	48	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	50	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	155	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	158	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	221	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	223	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	588	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	590	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	828	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	830	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	883	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	885	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	1000	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	1002	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	1190	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/_pytest/hookspec.py	1192	# -------------------------------------------------------------------------	COMMENT

Excessive Try-Catch Wrapping48 hits · 49 pts

Severity	File	Line	Snippet	Context
MEDIUM	testing/test_unittest.py	715	def __call__(self, result=None):	CODE
LOW	testing/test_unittest.py	720	except Exception:	CODE
LOW	testing/test_unittest.py	729	except Exception:	CODE
LOW	testing/test_runner.py	642	except Exception as e:	CODE
LOW	testing/test_config.py	2710	except Exception as exc:	CODE
MEDIUM	testing/code/test_excinfo.py	150	def xyz():	CODE
LOW	testing/code/test_excinfo.py	1512	except Exception:	CODE
LOW	testing/code/test_excinfo.py	1564	except Exception as e:	CODE
LOW	testing/code/test_excinfo.py	1412	except Exception as e:	STRING
LOW	testing/code/test_excinfo.py	1984	except Exception:	STRING
LOW	testing/logging/test_fixture.py	261	except Exception:	CODE
LOW	src/_pytest/approx.py	226	except Exception as e:	CODE
LOW	src/_pytest/skipping.py	128	except Exception as exc:	CODE
LOW	src/_pytest/skipping.py	140	except Exception as exc:	CODE
LOW	src/_pytest/unittest.py	69	except Exception:	CODE
LOW	src/_pytest/unittest.py	162	except Exception:	CODE
LOW	src/_pytest/runner.py	185	except Exception as e:	CODE
LOW	src/_pytest/compat.py	257	except Exception:	CODE
MEDIUM	src/_pytest/compat.py	229	def getimfunc(func):	CODE
LOW	src/_pytest/debugging.py	133	except Exception as exc:	CODE
LOW	src/_pytest/pytester.py	1192	except Exception:	CODE
LOW	src/_pytest/python.py	1018	except Exception as e:	CODE
LOW	src/_pytest/doctest.py	484	except Exception as e:	CODE
LOW	src/_pytest/pathlib.py	220	except Exception:	CODE
LOW	src/_pytest/pathlib.py	233	except Exception:	CODE
LOW	src/_pytest/pathlib.py	321	except Exception:	CODE
LOW	src/_pytest/pathlib.py	406	except Exception as exc:	CODE
LOW	src/_pytest/fixtures.py	1036	except Exception as e:	CODE
MEDIUM	src/_pytest/config/__init__.py	2070	def _assertion_supported() -> bool:	CODE
LOW	src/_pytest/config/__init__.py	511	except Exception:	CODE
LOW	src/_pytest/config/__init__.py	764	except Exception as e:	CODE
LOW	src/_pytest/config/__init__.py	2173	except Exception:	STRING
LOW	src/_pytest/_code/code.py	331	except Exception:	CODE
LOW	src/_pytest/_code/code.py	1172	except Exception as e:	CODE
LOW	src/_pytest/_code/source.py	128	except Exception:	CODE
LOW	src/_pytest/_code/source.py	217	except Exception:	CODE
MEDIUM	src/_pytest/_code/source.py	125	def findsource(obj) -> tuple[Source \| None, int]:	CODE
LOW	src/_pytest/assertion/util.py	206	except Exception:	STRING
LOW	src/_pytest/assertion/_guards.py	41	except Exception:	CODE
LOW	src/_pytest/assertion/rewrite.py	394	except Exception as e:	CODE
LOW	src/_pytest/assertion/rewrite.py	475	except Exception:	STRING
LOW	src/_pytest/assertion/rewrite.py	493	except Exception:	STRING
LOW	src/_pytest/_io/saferepr.py	116	except Exception as exc:	CODE
LOW	src/_pytest/_io/saferepr.py	154	except Exception as exc:	CODE
LOW	src/_pytest/_py/path.py	975	except Exception:	CODE
LOW	src/_pytest/_py/path.py	1404	except Exception: # this might be error.Error, WindowsError ...	CODE
LOW	src/_pytest/_py/path.py	1411	except Exception: # this might be error.Error, WindowsError ...	CODE
MEDIUM	src/_pytest/_py/path.py	110	def _stat(self) -> Stat:	CODE

Self-Referential Comments14 hits · 44 pts

Severity	File	Line	Snippet	Context
MEDIUM	testing/test_conftest.py	381	# Create a build directory that contains symlinks to actual files	COMMENT
MEDIUM⚡	testing/test_nodes.py	111	# Create a path and verify it's normalized	COMMENT
MEDIUM	testing/test_collection.py	1537	# Create a broken symlink.	COMMENT
MEDIUM	testing/test_link_resolve.py	17	for c in ascii_lowercase[7:]: # Create a subst drive from H-Z.	CODE
MEDIUM	testing/test_stepwise.py	28	# Create a simple test suite.	COMMENT
MEDIUM⚡	testing/test_pathlib.py	582	# Create a mock entry that will raise an OSError when is_file is called	COMMENT
MEDIUM⚡	testing/test_pathlib.py	756	# Create a directory structure first without __init__.py files.	COMMENT
MEDIUM⚡	testing/test_pathlib.py	764	# Create the __init__.py files, it should now resolve to a proper module name.	COMMENT
MEDIUM	testing/test_pathlib.py	1014	# Create the tests files, outside 'src' and the virtualenv.	COMMENT
MEDIUM	src/_pytest/python.py	1407	# Create the new calls: if we are parametrize() multiple times (by applying the decorator	COMMENT
MEDIUM	src/_pytest/python.py	1755	"""This class is a stop gap solution until we evolve to have actual function	STRING
MEDIUM	src/_pytest/pathlib.py	49	# The following function, variables and comments were	COMMENT
MEDIUM	src/_pytest/cacheprovider.py	51	# This file is a cache directory tag created by pytest.	COMMENT
MEDIUM	src/_pytest/assertion/rewrite.py	967	# This method handles the 'walrus operator' repr of the target	COMMENT

Modern Structural Boilerplate22 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	testing/conftest.py	31	def set_column_width(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	testing/logging/test_fixture.py	13	logger = logging.getLogger(__name__)	CODE
LOW	src/py.py	15	__all__ = ["error", "path"]	CODE
LOW	src/pytest/__init__.py	100	__all__ = [	CODE
LOW	src/_pytest/logging.py	544	def set_level(self, level: int \| str, logger: str \| None = None) -> None:	CODE
LOW	src/_pytest/logging.py	752	def set_log_path(self, fname: str) -> None:	CODE
LOW	src/_pytest/logging.py	933	def set_when(self, when: str \| None) -> None:	CODE
LOW	src/_pytest/logging.py	970	def set_when(self, when: str) -> None:	CODE
LOW	src/_pytest/terminal.py	1416	def _set_main_color(self) -> None:	CODE
LOW	src/_pytest/__init__.py	4	__all__ = ["__version__", "version_tuple"]	CODE
LOW	src/_pytest/stash.py	9	__all__ = ["Stash", "StashKey"]	CODE
LOW	src/_pytest/debugging.py	279	def set_trace(cls, args, *kwargs) -> None:	CODE
LOW	src/_pytest/capture.py	807	def set_fixture(self, capture_fixture: CaptureFixture[Any]) -> None:	CODE
LOW	src/_pytest/timing.py	97	__all__ = ["perf_counter", "sleep", "time"]	CODE
LOW	src/_pytest/stepwise.py	95	def update_date_to_now(self) -> None:	CODE
LOW	src/_pytest/junitxml.py	624	def update_testcase_duration(self, report: TestReport) -> None:	CODE
LOW	src/_pytest/raises.py	1468	def set_result(self, expected: int, actual: int, result: str \| None) -> None:	CODE
LOW	src/_pytest/mark/__init__.py	35	__all__ = [	CODE
LOW	src/_pytest/mark/expression.py	42	__all__ = [	STRING
LOW	src/_pytest/_code/__init__.py	16	__all__ = [	CODE
LOW	src/_pytest/assertion/rewrite.py	95	def set_session(self, session: Session \| None) -> None:	CODE
LOW	src/_pytest/_io/__init__.py	7	__all__ = [	CODE

Overly Generic Function Names31 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	testing/test_mark.py	728	def test_function():	STRING
LOW	testing/test_recwarn.py	276	def test_function(self) -> None:	CODE
LOW	testing/test_collection.py	2267	def test_function(): pass	CODE
LOW	testing/test_collection.py	2319	def test_function(): pass	CODE
LOW	testing/test_junitxml.py	362	def test_function(arg):	CODE
LOW	testing/test_junitxml.py	388	def test_function(arg):	CODE
LOW	testing/test_junitxml.py	414	def test_function(arg):	CODE
LOW	testing/test_junitxml.py	555	pytester.makepyfile("def test_function(): pass")	STRING
LOW	testing/test_junitxml.py	924	def test_function(arg):	STRING
LOW	testing/test_junitxml.py	954	def test_function(arg):	STRING
LOW	testing/test_junitxml.py	985	def test_function(arg):	STRING
LOW⚡	testing/python/collect.py	396	def test_function(arg):	STRING
LOW⚡	testing/python/collect.py	408	def test_function(arg):	STRING
LOW	testing/python/collect.py	423	def test_function(arg):	STRING
LOW	testing/python/collect.py	609	def test_function(arg):	STRING
LOW	testing/python/collect.py	639	def test_function(arg):	STRING
LOW⚡	testing/python/metafunc.py	1575	def test_function():	CODE
LOW	testing/python/metafunc.py	422	def test_function():	CODE
LOW⚡	testing/python/metafunc.py	1398	def test_function(a, b):	STRING
LOW⚡	testing/python/metafunc.py	1416	def test_function(a, b):	STRING
LOW	testing/python/metafunc.py	1184	def test_function(metafunc, pytestconfig):	STRING
LOW	testing/python/metafunc.py	1436	def test_function(a, b):	STRING
LOW	testing/python/metafunc.py	1511	def test_function(a, b):	STRING
LOW⚡	testing/python/fixtures.py	1169	def test_function(request, farg):	STRING
LOW	testing/python/fixtures.py	1342	def test_function(keywords):	STRING
LOW	testing/code/test_excinfo.py	263	def do_stuff() -> None:	CODE
LOW	doc/en/example/pythoncollection.py	6	def test_function():	CODE
LOW	src/_pytest/junitxml.py	286	def test_function(record_property):	STRING
LOW	src/_pytest/mark/structures.py	333	def test_function():	STRING
LOW	src/_pytest/mark/structures.py	574	def test_function():	STRING
LOW	src/_pytest/assertion/rewrite.py	783	def helper(self, name: str, *args: ast.expr) -> ast.expr:	CODE

Over-Commented Block15 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	401	# Those are caught/handled by pyupgrade, and not easy to filter with the	COMMENT
LOW	tox.ini	21	# checks that 3.11 native ExceptionGroup works with exceptiongroup	COMMENT
LOW	testing/test_config.py	1701	# it should load if it's enabled, or we haven't disabled autoloading	COMMENT
LOW	testing/test_unraisableexception.py	401		COMMENT
LOW	testing/acceptance_test.py	761	# │ ├── __init__.py	COMMENT
LOW	testing/acceptance_test.py	841	)	COMMENT
LOW	doc/en/broken-dep-constraints.txt	1	# This file contains transitive dependencies that need to be pinned for some reason.	COMMENT
LOW	src/_pytest/approx.py	941	# The primary responsibility of these classes is to implement ``__eq__()``	COMMENT
LOW	src/_pytest/deprecated.py	101	# ...	COMMENT
LOW	src/_pytest/tmpdir.py	161	from_env = os.environ.get("PYTEST_DEBUG_TEMPROOT")	COMMENT
LOW	src/_pytest/fixtures.py	461	# item (computed during collection). Dynamically requested fixtures	COMMENT
LOW	src/_pytest/fixtures.py	661	# We arrive here because of a dynamic call to	COMMENT
LOW	src/_pytest/fixtures.py	1081	# The "base" node ID for the fixture.	COMMENT
LOW	src/_pytest/assertion/truncate.py	61		COMMENT
LOW	src/_pytest/_io/pprint.py	1	# mypy: allow-untyped-defs	COMMENT

Redundant / Tautological Comments9 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	testing/test_tmpdir.py	250	# Check if the whole directory is removed	STRING
LOW	testing/test_tmpdir.py	280	# Check if the whole directory is kept	STRING
LOW	testing/test_junitxml.py	1094	# Check if the null byte gets replaced	COMMENT
LOW	src/_pytest/approx.py	998	# Check if `val` is a native bool or numpy bool.	COMMENT
LOW	src/_pytest/unittest.py	473	# Check if we have non-subtest skips: if there are also sub failures, non-subtest skips are not treated in	COMMENT
LOW	src/_pytest/main.py	735	# Check if we have the common case of running	COMMENT
LOW	src/_pytest/fixtures.py	1283	# Check if fixture is an instance method (bound to instance, not class)	COMMENT
LOW	src/_pytest/fixtures.py	2000	# Insert the fixturedef into the list while maintaining a partial order	COMMENT
LOW	src/_pytest/assertion/rewrite.py	1005	# Check if the left operand is an ast.NamedExpr and the value has already been visited	COMMENT

AI Slop Vocabulary6 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	testing/test_cacheprovider.py	327	# Run this again to make sure clear-cache is robust	STRING
LOW	src/_pytest/approx.py	568	# just return the absolute tolerance.	COMMENT
MEDIUM	src/_pytest/helpconfig.py	22	"""An argparse Action that will raise a PrintHelp exception in order to skip	STRING
LOW	src/_pytest/debugging.py	319	# we can't just return `partial(pdb.runcall, testfunction)` because (on	COMMENT
MEDIUM	src/_pytest/capture.py	481	# target FD). The following approach is robust, I believe.	COMMENT
MEDIUM	src/_pytest/fixtures.py	1079	# Used for node-based matching which is more robust than string matching.	COMMENT

AI Structural Patterns7 hits · 7 pts

Severity	File	Line	Context
LOW	src/_pytest/pytester_assertions.py	37	CODE
LOW	src/_pytest/subtests.py	72	CODE
LOW	src/_pytest/pytester.py	593	CODE
LOW	src/_pytest/nodes.py	555	CODE
LOW	src/_pytest/freeze_support.py	16	CODE
LOW	src/_pytest/mark/expression.py	245	CODE
LOW	src/_pytest/_code/code.py	701	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/_pytest/runner.py	214	value = value.replace("\x00", "(null)")	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/_pytest/pytester.py	797	Create new text file(s) in the test directory. :param ext: The extension the file(s) should use, in	STRING

Fake / Example Data2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	testing/test_assertion.py	2369	long_text = "Lorem ipsum dolor sit amet " * 10	CODE
LOW⚡	testing/test_assertion.py	2369	long_text = "Lorem ipsum dolor sit amet " * 10	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/_pytest/unittest.py	557	# We need to check if "twisted.trial.unittest" is specifically present in sys.modules.	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/_pytest/fixtures.py	1213	# We make sure to do this after checking for cached value to avoid	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings