HypothesisWorks/hypothesis

41.6

Adjusted Score

41.6

Raw Score

100%

Time Factor

2026-07-13

Last Push

8.8K

Stars

Python

Language

114.9K

Lines of Code

611

Files

3.6K

Pattern Hits

2026-07-14

Scan Date

0.00

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 2HIGH 0MEDIUM 517LOW 3130

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 3649 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 Identifiers2546 hits · 2644 pts

Severity	File	Line	Snippet	Context
LOW	whole_repo_tests/documentation/test_documentation.py	61	def test_documents_all_exported_strategies():	CODE
LOW	whole_repo_tests/types/test_pyright.py	42	def test_pyright_passes_on_hypothesis():	CODE
LOW	whole_repo_tests/types/test_pyright.py	47	def test_pyright_passes_on_basic_test(tmp_path: Path, python_version: str):	CODE
LOW	whole_repo_tests/types/test_pyright.py	81	def test_given_only_allows_strategies(tmp_path: Path, python_version: str):	STRING
LOW	whole_repo_tests/types/test_pyright.py	115	def test_pyright_raises_for_mixed_pos_kwargs_in_given(tmp_path: Path):	STRING
LOW	whole_repo_tests/types/test_pyright.py	175	def test_numpy_arrays_strategy(tmp_path: Path):	STRING
LOW	whole_repo_tests/types/test_pyright.py	212	def test_filter_typeguard_revealed_types(tmp_path, val, expect):	STRING
LOW	whole_repo_tests/types/test_pyright.py	220	def test_assume_revealed_types(tmp_path, val, expect):	STRING
LOW	whole_repo_tests/types/test_pyright.py	240	def test_numpy_revealed_types(tmp_path, val, expect):	STRING
LOW	whole_repo_tests/types/test_pyright.py	285	def test_pyright_tuples_pos_args_only(tmp_path: Path):	STRING
LOW	whole_repo_tests/types/test_pyright.py	308	def test_pyright_one_of_pos_args_only(tmp_path: Path):	STRING
LOW	whole_repo_tests/types/test_pyright.py	331	def test_register_random_protocol(tmp_path: Path):	STRING
LOW	whole_repo_tests/types/test_pyright.py	376	def get_pyright_analysed_type(fname):	STRING
LOW	whole_repo_tests/types/test_mypy.py	36	def test_mypy_passes_on_hypothesis_strict():	CODE
LOW	whole_repo_tests/types/test_mypy.py	149	def test_filter_typeguard_revealed_types(tmp_path, val, expect):	STRING
LOW	whole_repo_tests/types/test_mypy.py	156	def test_assume_revealed_types(tmp_path, val, expect):	STRING
LOW	whole_repo_tests/types/test_mypy.py	174	def test_numpy_revealed_types(tmp_path, val, expect):	STRING
LOW	whole_repo_tests/types/test_mypy.py	214	def test_data_object_type_tracing(tmp_path):	STRING
LOW	whole_repo_tests/types/test_mypy.py	241	def test_composite_type_tracing(tmp_path):	STRING
LOW	whole_repo_tests/types/test_mypy.py	264	def test_functions_type_tracing(tmp_path, source, expected):	STRING
LOW	whole_repo_tests/types/test_mypy.py	277	def test_settings_preserves_type(tmp_path):	STRING
LOW	whole_repo_tests/types/test_mypy.py	291	def test_stateful_bundle_generic_type(tmp_path):	STRING
LOW	whole_repo_tests/types/test_mypy.py	314	def test_stateful_rule_targets(tmp_path, decorator, target_args, returns):	STRING
LOW	whole_repo_tests/types/test_mypy.py	329	def test_stateful_rule_no_targets(tmp_path, decorator):	STRING
LOW	whole_repo_tests/types/test_mypy.py	342	def test_stateful_target_params_mutually_exclusive(tmp_path, decorator):	STRING
LOW	whole_repo_tests/types/test_mypy.py	363	def test_stateful_target_params_return_type(tmp_path, decorator, target_args, returns):	STRING
LOW	whole_repo_tests/types/test_mypy.py	378	def test_stateful_no_target_params_return_type(tmp_path, decorator):	STRING
LOW	whole_repo_tests/types/test_mypy.py	392	def test_stateful_bundle_variance(tmp_path, decorator, use_multi):	STRING
LOW	whole_repo_tests/types/test_mypy.py	416	def test_stateful_multiple_return(tmp_path, decorator):	STRING
LOW	whole_repo_tests/types/test_mypy.py	430	def test_stateful_multiple_return_invalid(tmp_path, decorator):	STRING
LOW	whole_repo_tests/types/test_mypy.py	450	def test_stateful_consumes_type_tracing(tmp_path, wrapper, expected):	STRING
LOW	whole_repo_tests/types/test_mypy.py	465	def test_stateful_consumed_bundle_cannot_be_target(tmp_path):	STRING
LOW	whole_repo_tests/types/test_mypy.py	483	def test_stateful_precondition_requires_predicate(tmp_path, return_val, errors):	STRING
LOW	whole_repo_tests/types/test_mypy.py	494	def test_stateful_precondition_lambda(tmp_path):	STRING
LOW	whole_repo_tests/types/test_mypy.py	510	def test_stateful_precondition_instance_method(tmp_path):	STRING
LOW	whole_repo_tests/types/test_mypy.py	526	def test_stateful_precondition_precond_requires_one_arg(tmp_path):	STRING
LOW	whole_repo_tests/types/test_mypy.py	584	def test_mypy_passes_on_basic_test(tmp_path, python_version):	STRING
LOW	whole_repo_tests/types/test_mypy.py	608	def test_given_only_allows_strategies(tmp_path, python_version):	STRING
LOW	whole_repo_tests/types/test_mypy.py	624	def test_raises_for_mixed_pos_kwargs_in_given(tmp_path, python_version):	STRING
LOW	whole_repo_tests/types/test_mypy.py	640	def test_register_random_interface(tmp_path):	STRING
LOW	whole_repo_tests/types/test_mypy.py	662	def test_register_type_strategy_type_alias_type(tmp_path):	STRING
LOW	whole_repo_tests/types/test_hypothesis.py	15	def test_mypy_passes_on_hypothesis():	CODE
LOW	whole_repo_tests/whole_repo/test_release_files.py	16	def test_release_file_exists_and_is_valid():	CODE
LOW	whole_repo_tests/whole_repo/test_release_files.py	31	def test_release_file_has_no_merge_conflicts():	CODE
LOW	whole_repo_tests/whole_repo/test_release_management.py	38	def test_changelog_parsing_strips_trailing_whitespace():	CODE
LOW	whole_repo_tests/whole_repo/test_ci_config.py	28	def test_python_versions_are_tested_in_ci(version):	CODE
LOW	whole_repo_tests/whole_repo/test_ci_config.py	44	def test_python_versions_are_in_trove_classifiers():	CODE
LOW	whole_repo_tests/whole_repo/test_shellcheck.py	19	def test_all_shell_scripts_are_valid():	CODE
LOW	whole_repo_tests/whole_repo/test_deploy.py	27	def test_do_publish_updates_changelog(monkeypatch):	CODE
LOW	…le_repo_tests/whole_repo/test_validate_branch_check.py	27	def run_validate_branch_check(tmp_path, , check, *kwargs):	CODE
LOW⚡	…le_repo_tests/whole_repo/test_validate_branch_check.py	52	def test_validates_one_branch(tmp_path):	CODE
LOW⚡	…le_repo_tests/whole_repo/test_validate_branch_check.py	61	def test_fails_on_zero_branches(tmp_path):	CODE
LOW⚡	…le_repo_tests/whole_repo/test_validate_branch_check.py	69	def test_reports_uncovered_branches(tmp_path):	CODE
LOW	tooling/src/hypothesistooling/release.py	77	def parse_release_file_contents(release_contents, filename):	CODE
LOW	tooling/src/hypothesistooling/release.py	150	def update_changelog_and_version():	CODE
LOW	tooling/src/hypothesistooling/release.py	270	def upload_distribution_to_pypi(*, expected_version):	CODE
LOW	tooling/src/hypothesistooling/__main__.py	231	def remove_consecutive_newlines_in_rst(path: Path):	STRING
LOW	…tent/2017-04-05-how-not-to-die-hard-with-hypothesis.md	112	def die_hard_problem_not_solved(self):	CODE
LOW	…tent/2017-04-05-how-not-to-die-hard-with-hypothesis.md	126	def die_hard_problem_not_solved(self):	CODE
LOW	website/content/2016-04-16-anatomy-of-a-test.md	23	def test_floats_are_commutative(x, y):	CODE
2486 more matches not shown…

Self-Referential Comments471 hits · 1406 pts

Severity	File	Line	Snippet	Context
MEDIUM	whole_repo_tests/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/documentation/test_documentation.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/documentation/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/types/test_pyright.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/types/test_mypy.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/types/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/types/test_hypothesis.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/types/revealed_types.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/whole_repo/test_release_files.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/whole_repo/test_release_management.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/whole_repo/test_ci_config.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/whole_repo/test_shellcheck.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/whole_repo/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/whole_repo/test_rst_is_valid.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/whole_repo/test_requirements.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	whole_repo_tests/whole_repo/test_deploy.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	…le_repo_tests/whole_repo/test_validate_branch_check.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/setup.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/scripts/common.sh	3	# This file is not really a script but is intended for sourcing from other	COMMENT
MEDIUM	tooling/scripts/write-cargo-version.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/scripts/tool-hash.py	3	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/src/hypothesistooling/git.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/src/hypothesistooling/release.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/src/hypothesistooling/release.py	313	# Create a GitHub release, to trigger Zenodo DOI minting. See	COMMENT
MEDIUM	tooling/src/hypothesistooling/cargo.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/src/hypothesistooling/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/src/hypothesistooling/installers.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/src/hypothesistooling/scripts.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/src/hypothesistooling/__main__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/src/hypothesistooling/__main__.py	202	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	tooling/src/hypothesistooling/__main__.py	704	# Create a version of the name that tox will pick up for the correct	STRING
MEDIUM	website/pelicanconf.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/benchmark/graph.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/test_annotated_types.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conftest.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/crosshair/test_crosshair.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/crosshair/test_conformance.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_engine.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_utils.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_shrinker.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_intlist.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_inquisitor.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_local_constants.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_float_encoding.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_test_data.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_choice_tree.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_provider.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_forced.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/common.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_junkdrawer.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_data_tree.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_order_shrinking.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_optimiser.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_shrinking_interface.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_choice.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_provider_contract.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_mutations.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
MEDIUM	hypothesis/tests/conjecture/test_minimizer.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
411 more matches not shown…

Over-Commented Block176 hits · 174 pts

Severity	File	Line	Snippet	Context
LOW	whole_repo_tests/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
LOW	whole_repo_tests/documentation/test_documentation.py	61	def test_documents_all_exported_strategies():	COMMENT
LOW	whole_repo_tests/documentation/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
LOW	whole_repo_tests/types/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
LOW	whole_repo_tests/types/test_hypothesis.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
LOW	whole_repo_tests/whole_repo/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
LOW	whole_repo_tests/whole_repo/test_requirements.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
LOW	tooling/scripts/tool-hash.py	1	#!/usr/bin/env python	COMMENT
LOW	tooling/src/hypothesistooling/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
LOW	tooling/src/hypothesistooling/__main__.py	201	HEADER = """	COMMENT
LOW	website/pelicanconf.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
LOW	requirements/crosshair.txt	1	#	COMMENT
LOW	requirements/crosshair.txt	21	# via pytest-xdist	COMMENT
LOW	requirements/crosshair.txt	41	# via -r requirements/test.in	COMMENT
LOW	requirements/crosshair.txt	61	syrupy==5.5.3	COMMENT
LOW	requirements/tools.txt	1	#	COMMENT
LOW	requirements/tools.txt	21	attrs==26.1.0	COMMENT
LOW	requirements/tools.txt	41	certifi==2026.6.17	COMMENT
LOW	requirements/tools.txt	61	# via -r requirements/tools.in	COMMENT
LOW	requirements/tools.txt	81	# via -r requirements/tools.in	COMMENT
LOW	requirements/tools.txt	101	# anyio	COMMENT
LOW	requirements/tools.txt	121	jeepney==0.9.0	COMMENT
LOW	requirements/tools.txt	141	markdown==3.10.2	COMMENT
LOW	requirements/tools.txt	161	# black	COMMENT
LOW	requirements/tools.txt	181	parso==0.8.7	COMMENT
LOW	requirements/tools.txt	201	pluggy==1.6.0	COMMENT
LOW	requirements/tools.txt	221	# ipython	COMMENT
LOW	requirements/tools.txt	241	pytest-xdist==3.8.0	COMMENT
LOW	requirements/tools.txt	261	requests==2.34.2	COMMENT
LOW	requirements/tools.txt	281	# via -r requirements/tools.in	COMMENT
LOW	requirements/tools.txt	301	# furo	COMMENT
LOW	requirements/tools.txt	341	tox==4.56.4	COMMENT
LOW	requirements/tools.txt	361	typing-extensions==4.16.0	COMMENT
LOW	requirements/tools.txt	381	watchfiles==1.2.0	COMMENT
LOW	requirements/coverage.txt	1	#	COMMENT
LOW	requirements/coverage.txt	21	fakeredis==2.36.2	COMMENT
LOW	requirements/coverage.txt	41	pathspec==1.1.1	COMMENT
LOW	requirements/coverage.txt	61	# pytest-xdist	COMMENT
LOW	requirements/coverage.txt	81	sortedcontainers==2.4.0	COMMENT
LOW	requirements/test.txt	1	#	COMMENT
LOW	requirements/test.txt	21	pytest==9.1.1	COMMENT
LOW	requirements/fuzzing.txt	1	#	COMMENT
LOW	requirements/fuzzing.txt	21	# via	COMMENT
LOW	requirements/fuzzing.txt	41	hpack==4.2.0	COMMENT
LOW	requirements/fuzzing.txt	61	# -r requirements/coverage.in	COMMENT
LOW	requirements/fuzzing.txt	81	pathspec==1.1.1	COMMENT
LOW	requirements/fuzzing.txt	101	# pytest	COMMENT
LOW	requirements/fuzzing.txt	121	# via -r requirements/coverage.in	COMMENT
LOW	requirements/fuzzing.txt	141	# via -r requirements/test.in	COMMENT
LOW	.github/workflows/main.yml	141	task:	COMMENT
LOW	hypothesis/rust/Cargo.toml	21	codegen-units = 1	COMMENT
LOW	hypothesis/rust/src/lib.rs	1	// This file is part of Hypothesis, which may be found at	COMMENT
LOW	hypothesis/rust/src/lib.rs	21	#[pymodule_init]	COMMENT
LOW	hypothesis/rust/src/internal/mod.rs	1	// This file is part of Hypothesis, which may be found at	COMMENT
LOW	hypothesis/rust/src/internal/cathetus.rs	1	// This file is part of Hypothesis, which may be found at	COMMENT
LOW	hypothesis/rust/src/internal/cathetus.rs	21	/// `sqrt(hh - aa)`. The behaviour with respect to non-finite arguments	COMMENT
LOW	hypothesis/tests/conftest.py	241	# ideally benchmark shrinking would not be mutually exclusive with the	COMMENT
LOW	hypothesis/tests/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
LOW	hypothesis/tests/crosshair/test_conformance.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
LOW	hypothesis/tests/conjecture/__init__.py	1	# This file is part of Hypothesis, which may be found at	COMMENT
116 more matches not shown…

Unused Imports137 hits · 120 pts

Severity	File	Line	Context
LOW	whole_repo_tests/types/test_pyright.py	11	CODE
LOW	hypothesis/tests/conftest.py	96	CODE
LOW	hypothesis/tests/conjecture/test_provider.py	684	CODE
LOW	hypothesis/tests/numpy/__init__.py	21	CODE
LOW	hypothesis/tests/numpy/test_import.py	30	CODE
LOW	hypothesis/tests/common/__init__.py	38	CODE
LOW	…s/tests/ghostwriter/example_code/future_annotations.py	11	CODE
LOW	hypothesis/tests/nocover/test_imports.py	11	CODE
LOW	hypothesis/tests/nocover/test_imports.py	12	CODE
LOW	…s/tests/nocover/test_type_lookup_future_annotations.py	11	CODE
LOW	…esis/tests/django/toys/settings/settings_no_contrib.py	11	CODE
LOW	hypothesis/tests/cover/test_type_lookup_forward_ref.py	36	CODE
LOW	hypothesis/src/_hypothesis_ftz_detector.py	153	CODE
LOW	hypothesis/src/hypothesis/control.py	34	CODE
LOW	hypothesis/src/hypothesis/__init__.py	20	CODE
LOW	hypothesis/src/hypothesis/__init__.py	20	CODE
LOW	hypothesis/src/hypothesis/__init__.py	20	CODE
LOW	hypothesis/src/hypothesis/__init__.py	20	CODE
LOW	hypothesis/src/hypothesis/__init__.py	21	CODE
LOW	hypothesis/src/hypothesis/__init__.py	21	CODE
LOW	hypothesis/src/hypothesis/__init__.py	21	CODE
LOW	hypothesis/src/hypothesis/__init__.py	21	CODE
LOW	hypothesis/src/hypothesis/__init__.py	21	CODE
LOW	hypothesis/src/hypothesis/__init__.py	21	CODE
LOW	hypothesis/src/hypothesis/__init__.py	29	CODE
LOW	hypothesis/src/hypothesis/__init__.py	29	CODE
LOW	hypothesis/src/hypothesis/__init__.py	29	CODE
LOW	hypothesis/src/hypothesis/__init__.py	29	CODE
LOW	hypothesis/src/hypothesis/__init__.py	29	CODE
LOW	hypothesis/src/hypothesis/__init__.py	31	CODE
LOW	hypothesis/src/hypothesis/__init__.py	32	CODE
LOW	hypothesis/src/hypothesis/__init__.py	33	CODE
LOW	hypothesis/src/hypothesis/__init__.py	34	CODE
LOW	hypothesis/src/hypothesis/__init__.py	34	CODE
LOW	hypothesis/src/hypothesis/statistics.py	20	CODE
LOW	hypothesis/src/hypothesis/statistics.py	20	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	11	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	12	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	13	CODE
77 more matches not shown…

Excessive Try-Catch Wrapping102 hits · 116 pts

Severity	File	Line	Snippet	Context
LOW	whole_repo_tests/types/test_pyright.py	367	except Exception:	STRING
LOW	tooling/src/hypothesistooling/release.py	333	except Exception:	CODE
LOW	tooling/src/hypothesistooling/scripts.py	58	except Exception:	CODE
LOW	tooling/src/hypothesistooling/__main__.py	345	except Exception:	STRING
LOW	hypothesis/tests/conjecture/test_engine.py	280	except Exception:	CODE
LOW	hypothesis/tests/conjecture/common.py	50	except Exception as e:	CODE
LOW	hypothesis/tests/numpy/test_from_dtype.py	59	except Exception:	CODE
LOW	hypothesis/tests/common/utils.py	283	except Exception:	CODE
MEDIUM	hypothesis/tests/common/utils.py	277	def xfail_if_gil_disabled(f):	CODE
LOW	hypothesis/tests/ghostwriter/test_ghostwriter.py	54	except Exception:	CODE
LOW	…riter/recorded/sorted_self_error_equivalent_1error.txt	20	except Exception as exc:	CODE
MEDIUM	…riter/recorded/sorted_self_error_equivalent_1error.txt	13	def test_equivalent_sorted_sorted(iterable, key, reverse):	CODE
LOW	…r/recorded/sorted_self_error_equivalent_threefuncs.txt	18	except Exception as exc:	CODE
MEDIUM	…r/recorded/sorted_self_error_equivalent_threefuncs.txt	13	def test_equivalent_sorted_sorted_sorted(iterable, key, reverse):	CODE
LOW	…orded/sorted_self_error_equivalent_2error_unittest.txt	22	except Exception as exc:	CODE
MEDIUM	…orded/sorted_self_error_equivalent_2error_unittest.txt	15	def test_equivalent_sorted_sorted(self, iterable, key, reverse):	CODE
LOW	…riter/recorded/sorted_self_error_equivalent_simple.txt	18	except Exception as exc:	CODE
MEDIUM	…riter/recorded/sorted_self_error_equivalent_simple.txt	13	def test_equivalent_sorted_sorted(iterable, key, reverse):	CODE
LOW	hypothesis/tests/nocover/test_characters.py	47	except Exception:	CODE
MEDIUM	hypothesis/tests/nocover/test_characters.py	43	def _enc(cdc):	CODE
LOW⚡	hypothesis/tests/nocover/test_interesting_origin.py	23	except Exception:	CODE
LOW⚡	hypothesis/tests/nocover/test_interesting_origin.py	33	except Exception as err:	CODE
LOW⚡	hypothesis/tests/nocover/test_interesting_origin.py	42	except Exception:	CODE
MEDIUM	hypothesis/tests/nocover/test_interesting_origin.py	19	def go_wrong_naive(a, b):	CODE
MEDIUM	hypothesis/tests/nocover/test_interesting_origin.py	29	def go_wrong_with_cause(a, b):	CODE
MEDIUM	hypothesis/tests/nocover/test_interesting_origin.py	38	def go_wrong_coverup(a, b):	CODE
LOW	hypothesis/tests/nocover/test_recursive.py	139	except Exception as exc:	CODE
MEDIUM	hypothesis/tests/nocover/test_recursive.py	136	def test(data):	CODE
LOW	hypothesis/tests/pandas/test_data_frame.py	175	except Exception as e:	CODE
LOW	hypothesis/tests/pandas/test_indexes.py	126	except Exception as e:	CODE
LOW	hypothesis/tests/cover/test_cache_implementation.py	331	except Exception as exc:	CODE
LOW	hypothesis/tests/cover/test_reproduce_failure.py	58	except Exception as e:	CODE
MEDIUM	hypothesis/tests/cover/test_reproduce_failure.py	50	def test_decoding_may_fail(t):	CODE
LOW	hypothesis/tests/cover/test_type_lookup.py	105	except Exception:	CODE
LOW⚡	hypothesis/tests/cover/test_statistical_events.py	41	except Exception:	CODE
LOW	hypothesis/tests/cover/test_filestorage.py	76	except Exception:	CODE
LOW	hypothesis/docs/_ext/hypothesis_redirects.py	135	except Exception:	CODE
LOW	hypothesis/src/_hypothesis_ftz_detector.py	78	except Exception:	CODE
LOW	hypothesis/src/_hypothesis_pytestplugin.py	415	except Exception:	STRING
LOW	hypothesis/src/hypothesis/database.py	168	except Exception:	CODE
LOW	hypothesis/src/hypothesis/database.py	1347	except Exception:	CODE
LOW	hypothesis/src/hypothesis/core.py	431	except Exception:	CODE
LOW	hypothesis/src/hypothesis/stateful.py	1171	except Exception as err:	CODE
LOW	…esis/src/hypothesis/strategies/_internal/strategies.py	529	except Exception:	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	792	except Exception:	STRING
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	1302	except Exception:	STRING
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	1318	except Exception: # pragma: no cover	STRING
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	1624	except Exception:	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	1699	except Exception:	CODE
MEDIUM	hypothesis/src/hypothesis/strategies/_internal/core.py	1487	def _get_annotation_arg(key, annotation_type):	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/types.py	683	except Exception:	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/types.py	763	except Exception:	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/types.py	1073	except Exception:	CODE
MEDIUM	hypothesis/src/hypothesis/strategies/_internal/types.py	282	def try_issubclass(thing, superclass):	CODE
MEDIUM	hypothesis/src/hypothesis/strategies/_internal/types.py	1069	def _can_hash(val):	CODE
LOW	…othesis/src/hypothesis/strategies/_internal/numbers.py	335	except Exception:	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/utils.py	141	except Exception:	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/utils.py	197	except Exception:	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/regex.py	253	except Exception as err:	CODE
LOW	hypothesis/src/hypothesis/internal/scrutineer.py	317	except Exception: # pragma: no cover	CODE
42 more matches not shown…

Deep Nesting109 hits · 105 pts

Severity	File	Line	Context
LOW	tooling/src/hypothesistooling/release.py	150	CODE
LOW	tooling/src/hypothesistooling/scripts.py	20	CODE
LOW	tooling/src/hypothesistooling/__main__.py	243	CODE
LOW	hypothesis/tests/conftest.py	238	CODE
LOW	hypothesis/tests/array_api/conftest.py	108	CODE
LOW	…othesis/tests/ghostwriter/try-writing-for-installed.py	34	CODE
LOW	…esis/tests/nocover/test_explore_arbitrary_languages.py	70	CODE
LOW	…esis/tests/nocover/test_explore_arbitrary_languages.py	71	CODE
LOW	hypothesis/tests/nocover/test_precise_shrinking.py	226	CODE
LOW	hypothesis/tests/cover/test_pretty.py	73	CODE
LOW	hypothesis/tests/cover/test_observability.py	390	CODE
LOW	hypothesis/tests/cover/test_observability.py	426	CODE
LOW	hypothesis/tests/cover/test_slippage.py	195	CODE
LOW	hypothesis/tests/cover/test_slippage.py	202	CODE
LOW	hypothesis/tests/cover/test_randoms.py	85	CODE
LOW	hypothesis/tests/cover/test_settings.py	98	CODE
LOW	hypothesis/src/_hypothesis_pytestplugin.py	190	CODE
LOW	hypothesis/src/hypothesis/configuration.py	78	CODE
LOW	hypothesis/src/hypothesis/database.py	1267	CODE
LOW	hypothesis/src/hypothesis/database.py	1307	CODE
LOW	hypothesis/src/hypothesis/database.py	494	CODE
LOW	hypothesis/src/hypothesis/database.py	945	CODE
LOW	hypothesis/src/hypothesis/core.py	535	CODE
LOW	hypothesis/src/hypothesis/core.py	1829	CODE
LOW	hypothesis/src/hypothesis/core.py	975	CODE
LOW	hypothesis/src/hypothesis/core.py	1199	CODE
LOW	hypothesis/src/hypothesis/core.py	1943	CODE
LOW	hypothesis/src/hypothesis/core.py	1046	CODE
LOW	hypothesis/src/hypothesis/core.py	2026	CODE
LOW	hypothesis/src/hypothesis/stateful.py	99	CODE
LOW	hypothesis/src/hypothesis/stateful.py	120	CODE
LOW	hypothesis/src/hypothesis/stateful.py	415	CODE
LOW	…esis/src/hypothesis/strategies/_internal/strategies.py	751	CODE
LOW	…esis/src/hypothesis/strategies/_internal/strategies.py	835	CODE
LOW	…hesis/src/hypothesis/strategies/_internal/recursive.py	164	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	637	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	1158	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	1332	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	2503	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	1496	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/types.py	231	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/types.py	282	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/types.py	428	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/types.py	552	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/types.py	1027	CODE
LOW	…othesis/src/hypothesis/strategies/_internal/numbers.py	250	CODE
LOW	…pothesis/src/hypothesis/strategies/_internal/random.py	209	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/attrs.py	93	CODE
LOW	…othesis/src/hypothesis/strategies/_internal/strings.py	236	CODE
LOW	…othesis/src/hypothesis/strategies/_internal/strings.py	107	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/regex.py	259	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/regex.py	335	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/regex.py	170	CODE
LOW	hypothesis/src/hypothesis/internal/scrutineer.py	82	CODE
LOW	hypothesis/src/hypothesis/internal/compat.py	130	CODE
LOW	hypothesis/src/hypothesis/internal/compat.py	254	CODE
LOW	hypothesis/src/hypothesis/internal/reflection.py	216	CODE
LOW	hypothesis/src/hypothesis/internal/reflection.py	270	CODE
LOW	hypothesis/src/hypothesis/internal/filtering.py	99	CODE
LOW	hypothesis/src/hypothesis/internal/filtering.py	134	CODE
49 more matches not shown…

Decorative Section Separators19 hits · 78 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	hypothesis/tests/conjecture/test_mutations.py	21	# ┌─────┐	COMMENT
MEDIUM⚡	hypothesis/tests/conjecture/test_mutations.py	22	# ┌──────┤ a ├──────┐	COMMENT
MEDIUM⚡	hypothesis/tests/conjecture/test_mutations.py	23	# │ └─────┘ │	COMMENT
MEDIUM⚡	hypothesis/tests/conjecture/test_mutations.py	30	# └─────┘ └─────┘ └──┬──┘ └─────┘	COMMENT
MEDIUM⚡	hypothesis/tests/conjecture/test_mutations.py	34	# └─────┘ └─────┘	COMMENT
MEDIUM	hypothesis/tests/nocover/test_drypython_returns.py	22	# ===========	COMMENT
MEDIUM	hypothesis/tests/nocover/test_drypython_returns.py	43	# ===============	COMMENT
MEDIUM	hypothesis/tests/nocover/test_drypython_returns.py	54	# =============	COMMENT
MEDIUM	…othesis/src/hypothesis/strategies/_internal/strings.py	308	# ================================================	COMMENT
MEDIUM	…othesis/src/hypothesis/strategies/_internal/strings.py	317	# ================================================	COMMENT
MEDIUM⚡	hypothesis/src/hypothesis/internal/conjecture/engine.py	1398	# ┌─────┐	COMMENT
MEDIUM⚡	hypothesis/src/hypothesis/internal/conjecture/engine.py	1399	# ┌─────┤ a ├──────┐	COMMENT
MEDIUM⚡	hypothesis/src/hypothesis/internal/conjecture/engine.py	1400	# │ └─────┘ │	COMMENT
MEDIUM⚡	hypothesis/src/hypothesis/internal/conjecture/engine.py	1419	# ┌─────┐	COMMENT
MEDIUM⚡	hypothesis/src/hypothesis/internal/conjecture/engine.py	1420	# ┌─────┤ a ├────────────┐	COMMENT
MEDIUM⚡	hypothesis/src/hypothesis/internal/conjecture/engine.py	1421	# │ └─────┘ │	COMMENT
MEDIUM⚡	hypothesis/src/hypothesis/internal/conjecture/engine.py	1423	# ┌──┤ b ├──┐ ┌─────┤ a ├──────┐	COMMENT
MEDIUM⚡	hypothesis/src/hypothesis/internal/conjecture/engine.py	1424	# │ └──┬──┘ │ │ └─────┘ │	COMMENT
MEDIUM⚡	hypothesis/src/hypothesis/internal/conjecture/engine.py	1434	# ┌─────┐	COMMENT

Overly Generic Function Names40 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	hypothesis/tests/conjecture/test_engine.py	1061	def test_function(data):	CODE
LOW⚡	hypothesis/tests/conjecture/test_float_encoding.py	129	def test_function(data):	CODE
LOW⚡	hypothesis/tests/conjecture/test_provider.py	433	def test_function(n):	CODE
LOW⚡	hypothesis/tests/conjecture/test_provider.py	448	def test_function(data):	CODE
LOW⚡	hypothesis/tests/conjecture/test_provider.py	462	def test_function(f):	CODE
LOW⚡	hypothesis/tests/conjecture/test_provider.py	476	def test_function(data):	CODE
LOW⚡	hypothesis/tests/conjecture/test_provider.py	489	def test_function(data):	CODE
LOW⚡	hypothesis/tests/conjecture/test_provider.py	523	def test_function(_):	CODE
LOW⚡	hypothesis/tests/conjecture/test_provider.py	552	def test_function(_):	CODE
LOW⚡	hypothesis/tests/conjecture/test_provider.py	610	def test_function(x):	CODE
LOW⚡	hypothesis/tests/conjecture/test_provider.py	628	def test_function(x):	CODE
LOW	hypothesis/tests/conjecture/test_provider.py	331	def test_function(n):	CODE
LOW	hypothesis/tests/conjecture/test_provider.py	360	def test_function(n):	CODE
LOW	hypothesis/tests/conjecture/test_provider.py	387	def test_function(n):	CODE
LOW	hypothesis/tests/conjecture/test_provider.py	406	def test_function(n):	CODE
LOW	hypothesis/tests/conjecture/test_provider.py	662	def test_function(x):	CODE
LOW	hypothesis/tests/conjecture/test_provider.py	718	def test_function(n):	CODE
LOW	hypothesis/tests/quality/test_zig_zagging.py	77	def test_function(data):	CODE
LOW	hypothesis/tests/quality/test_poisoned_trees.py	77	def test_function(data):	CODE
LOW	hypothesis/tests/quality/test_discovery_ability.py	68	def test_function(data):	CODE
LOW	hypothesis/tests/quality/test_poisoned_lists.py	76	def test_function(data):	CODE
LOW	hypothesis/tests/nocover/test_exceptiongroup.py	32	def test_function(data):	CODE
LOW	hypothesis/tests/nocover/test_exceptiongroup.py	49	def test_function(data: DataObject) -> None:	CODE
LOW	hypothesis/tests/nocover/test_exceptiongroup.py	66	def test_function(data):	CODE
LOW	hypothesis/tests/nocover/test_exceptiongroup.py	92	def test_function(data):	CODE
LOW	hypothesis/tests/nocover/test_exceptiongroup.py	111	def test_function(data):	CODE
LOW	hypothesis/tests/nocover/test_exceptiongroup.py	135	def test_function(val: int) -> None:	CODE
LOW	hypothesis/tests/nocover/test_exceptiongroup.py	155	def test_function(data: DataObject) -> None:	CODE
LOW	hypothesis/tests/nocover/test_precise_shrinking.py	115	def test_function(data):	CODE
LOW	hypothesis/tests/nocover/test_precise_shrinking.py	249	def test_function(data):	CODE
LOW	hypothesis/tests/nocover/test_precise_shrinking.py	268	def test_function(data):	CODE
LOW⚡	hypothesis/tests/cover/test_stateful.py	634	def do_stuff(self):	CODE
LOW	hypothesis/tests/cover/test_stateful.py	549	def do_stuff(self):	CODE
LOW	hypothesis/tests/cover/test_stateful.py	571	def do_stuff(self):	CODE
LOW	hypothesis/tests/cover/test_stateful.py	596	def do_stuff(self):	CODE
LOW	hypothesis/tests/cover/test_stateful.py	666	def do_stuff(self):	CODE
LOW⚡	hypothesis/tests/cover/test_stateful.py	802	def do_something(self):	STRING
LOW⚡	hypothesis/tests/cover/test_lookup.py	649	def helper():	CODE
LOW	hypothesis/tests/cover/test_lookup.py	669	def helper():	CODE
LOW	hypothesis/src/hypothesis/internal/conjecture/engine.py	531	def test_function(self, data: ConjectureData) -> None:	CODE

AI Slop Vocabulary12 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	hypothesis/tests/conjecture/test_junkdrawer.py	101	# this would be more robust as a stateful test, where each rule is a list operation	COMMENT
LOW	hypothesis/tests/cover/test_fuzz_one_input.py	87	# engine would give up, fuzz_one_input will just return None each time.	COMMENT
MEDIUM	hypothesis/src/_hypothesis_ftz_detector.py	142	# separate modules which both enable FTZ. We already gave up comprehensive	COMMENT
MEDIUM	hypothesis/src/hypothesis/core.py	2381	# over some attributes to make the switch as seamless as possible.	COMMENT
LOW	hypothesis/src/hypothesis/_settings.py	1137	# if we just pass the parent and no kwargs, like	COMMENT
LOW	…esis/src/hypothesis/strategies/_internal/strategies.py	784	# just use that and return immediately. Note that we also track the	COMMENT
LOW	…esis/src/hypothesis/strategies/_internal/strategies.py	795	# we just return the corresponding element.	COMMENT
MEDIUM	hypothesis/src/hypothesis/strategies/_internal/types.py	779	# many users treat them as comprehensive and one of Hypothesis' design goals	COMMENT
MEDIUM	hypothesis/src/hypothesis/internal/reflection.py	51	# deliberately should know what they're doing. This is more robust than	COMMENT
LOW	…hesis/src/hypothesis/internal/conjecture/junkdrawer.py	356	# we just set it to as known.	COMMENT
LOW	hypothesis/src/hypothesis/internal/conjecture/engine.py	571	# just return in the _backend_cannot_proceed branch.	COMMENT
MEDIUM	hypothesis/src/hypothesis/extra/django/_fields.py	244	# concept, but we intend to leverage the idea much more heavily soon.	COMMENT

Modern Structural Boilerplate21 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	tooling/src/hypothesistooling/cargo.py	50	def update_lockfile() -> None:	CODE
LOW	hypothesis/tests/array_api/common.py	24	__all__ = [	CODE
LOW	hypothesis/tests/common/__init__.py	40	__all__ = ["TIME_INCREMENT", "standard_types"]	CODE
LOW	hypothesis/docs/_ext/hypothesis_redirects.py	38	logger = logging.getLogger(__name__)	CODE
LOW	hypothesis/src/hypothesis/configuration.py	24	def set_hypothesis_home_dir(directory: str \| Path \| None) -> None:	CODE
LOW	hypothesis/src/hypothesis/database.py	46	__all__ = [	CODE
LOW	hypothesis/src/hypothesis/__init__.py	36	__all__ = [	CODE
LOW	hypothesis/src/hypothesis/_settings.py	45	__all__ = ["settings"]	CODE
LOW	hypothesis/src/hypothesis/strategies/__init__.py	67	__all__ = [	CODE
LOW	…thesis/src/hypothesis/strategies/_internal/__init__.py	16	__all__ = ["SearchStrategy", "check_strategy"]	CODE
LOW	hypothesis/src/hypothesis/internal/observability.py	78	def update_count(self, *, condition: bool) -> None:	CODE
LOW	…hesis/src/hypothesis/internal/conjecture/junkdrawer.py	315	def _setrecursionlimit(self, new_limit: int, *, check: bool = True) -> None:	CODE
LOW	…c/hypothesis/internal/conjecture/shrinking/__init__.py	18	__all__ = ["Bytes", "Collection", "Float", "Integer", "Ordering", "String"]	CODE
LOW	hypothesis/src/hypothesis/extra/array_api.py	56	__all__ = [	CODE
LOW	hypothesis/src/hypothesis/extra/lark.py	38	__all__ = ["from_lark"]	CODE
LOW	hypothesis/src/hypothesis/extra/numpy.py	83	__all__ = [	CODE
LOW	hypothesis/src/hypothesis/extra/pytz.py	34	__all__ = ["timezones"]	CODE
LOW	hypothesis/src/hypothesis/extra/dateutil.py	29	__all__ = ["timezones"]	CODE
LOW	hypothesis/src/hypothesis/extra/_array_helpers.py	23	__all__ = [	CODE
LOW	hypothesis/src/hypothesis/extra/django/__init__.py	22	__all__ = [	CODE
LOW	hypothesis/src/hypothesis/extra/pandas/__init__.py	20	__all__ = ["column", "columns", "data_frames", "indexes", "range_indexes", "series"]	CODE

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	hypothesis/tests/django/toystore/models.py	12	from django.core.exceptions import ValidationError	CODE
CRITICAL	hypothesis/src/hypothesis/extra/django/_impl.py	18	from django.core.exceptions import ValidationError	CODE

Modern AI Meta-Vocabulary3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	website/content/2025-11-01-claude-code-plugin.md	12	<a href="https://mmaaz-git.github.io/agentic-pbt-site/" class="cta-button">	CODE
MEDIUM	website/content/2025-11-01-claude-code-plugin.md	61	Armed with a test-writing command, one natural extension is to use it to find real bugs in open-source repositories. To	CODE
MEDIUM	hypothesis/src/hypothesis/internal/statistics.py	123	# provide stronger guardrails around composition.	COMMENT

AI Structural Patterns5 hits · 5 pts

Severity	File	Line	Context
LOW	hypothesis/src/hypothesis/_settings.py	660	CODE
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	637	CODE
LOW	…othesis/src/hypothesis/strategies/_internal/numbers.py	250	CODE
LOW	hypothesis/src/hypothesis/internal/observability.py	393	CODE
LOW	hypothesis/src/hypothesis/extra/numpy.py	127	CODE

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	hypothesis/tox.ini	97	# Note: when adding or removing tested Pandas versions, make sure to update the	COMMENT
LOW	hypothesis/tests/django/toystore/forms.py	97	# to accept both True and False in your BooleanField, make sure you set	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	hypothesis/src/hypothesis/database.py	1013	# Check if the latest artifact is a cache hit	COMMENT
LOW	hypothesis/src/hypothesis/strategies/_internal/core.py	1392	# Check if we have an explicitly registered strategy for this thing,	COMMENT

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	hypothesis/tests/nocover/test_baseexception.py	41		CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	hypothesis/src/hypothesis/core.py	154	# this variable stores "engine-global" constants, which are global relative to a	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings