treeverse/dvc

25.0

Adjusted Score

25.0

Raw Score

100%

Time Factor

2026-07-14

Last Push

15.7K

Stars

Python

Language

90.4K

Lines of Code

575

Files

1.5K

Pattern Hits

2026-07-14

Scan Date

0.28

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 1HIGH 161MEDIUM 4LOW 1341

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 1507 distinct pattern matches across 13 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 Identifiers863 hits · 875 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_ignore.py	167	def test_match_ignore_from_file(	CODE
LOW	tests/unit/test_ignore.py	303	def test_ignore_unignore_from_git_example(tmp_dir, dvc, scm):	STRING
LOW	tests/unit/test_pathspec_math.py	71	def test_dvcignore_pattern_change_dir(tmp_dir, patterns, dirname, changed):	CODE
LOW⚡	tests/unit/test_dirs.py	9	def test_global_config_dir_respects_env_var(monkeypatch):	CODE
LOW⚡	tests/unit/test_dirs.py	16	def test_site_cache_dir_on_unix(monkeypatch):	CODE
LOW⚡	tests/unit/test_dirs.py	21	def test_site_cache_dir_env_var(monkeypatch):	CODE
LOW⚡	tests/unit/test_dirs.py	26	def test_site_cache_dir_with_config_parameter(monkeypatch):	CODE
LOW⚡	tests/unit/test_dirs.py	31	def test_site_cache_dir_env_var_precedence(monkeypatch):	CODE
LOW	tests/unit/test_prompt.py	4	def test_confirm_in_tty_if_stdin_is_closed(mocker):	CODE
LOW	tests/unit/test_tabular_data.py	99	def test_dict_like_interfaces():	CODE
LOW	tests/unit/test_tabular_data.py	296	def test_drop_duplicates_rich_text():	CODE
LOW	tests/unit/test_tabular_data.py	349	def test_drop_duplicates_subset(axis, subset, expected):	CODE
LOW	tests/unit/test_tabular_data.py	374	def test_drop_duplicates_invalid_axis():	CODE
LOW	tests/unit/test_updater.py	71	def test_check_update_respect_config(result, updater, mocker):	CODE
LOW	tests/unit/test_updater.py	107	def test_check_refetches_each_day(mock_tty, updater, caplog, mocker):	CODE
LOW	tests/unit/test_updater.py	124	def test_check_fetches_on_invalid_data_format(mock_tty, updater, caplog, mocker):	CODE
LOW	tests/unit/test_lockfile.py	8	def test_stage_dump_no_outs_deps(tmp_dir, dvc):	CODE
LOW	tests/unit/test_lockfile.py	18	def test_stage_dump_when_already_exists(tmp_dir, dvc):	CODE
LOW	tests/unit/test_lockfile.py	30	def test_stage_dump_with_deps_and_outs(tmp_dir, dvc):	CODE
LOW	tests/unit/test_lockfile.py	48	def test_stage_overwrites_if_already_exists(tmp_dir, dvc):	CODE
LOW	tests/unit/test_lockfile.py	60	def test_load_when_lockfile_does_not_exist(tmp_dir, dvc):	CODE
LOW	tests/unit/test_lockfile.py	78	def test_load_when_lockfile_is_corrupted(tmp_dir, dvc, corrupt_data):	CODE
LOW	tests/unit/test_lockfile.py	88	def test_try_loading_lockfile_that_is_gitignored(	CODE
LOW	tests/unit/test_analytics.py	24	def test_collect_and_send_report(mocker, tmp_global_dir):	CODE
LOW	tests/unit/test_analytics.py	194	def test_git_remote_hash_local(mocker, git_remote):	CODE
LOW	tests/unit/test_progress.py	16	def test_quiet_logging_disable_false(caplog, capsys, mocker):	CODE
LOW	tests/unit/test_scm.py	7	def test_resolve_rev_empty_git_repo(scm):	CODE
LOW	tests/unit/test_dvcfile.py	34	def test_pipelines_single_stage_file(path):	CODE
LOW	tests/unit/test_dvcfile.py	41	def test_stage_load_on_not_existing_file(tmp_dir, dvc, file, is_dvcignored):	CODE
LOW	tests/unit/test_dvcfile.py	54	def test_stage_load_on_non_file(tmp_dir, dvc, file):	CODE
LOW	tests/unit/test_dvcfile.py	62	def test_stage_load_on_invalid_data(tmp_dir, dvc, file):	CODE
LOW	tests/unit/test_dvcfile.py	93	def test_dump_multiple_pipeline_stages(tmp_dir, dvc):	CODE
LOW	tests/unit/test_dvcfile.py	115	def test_dump_stages_single_stage(tmp_dir, dvc):	CODE
LOW	tests/unit/test_dvcfile.py	127	def test_stage_load_file_exists_but_dvcignored(tmp_dir, dvc, scm, file):	CODE
LOW	tests/unit/test_dvcfile.py	140	def test_try_loading_dvcfile_that_is_gitignored(tmp_dir, dvc, scm, file):	CODE
LOW	tests/unit/test_dvcfile.py	155	def test_dvcfile_encoding_error(tmp_dir, dvc):	CODE
LOW	tests/unit/test_rwlock.py	59	def test_rwlock_edit_is_guarded(tmp_path, mocker):	CODE
LOW	tests/unit/test_config.py	119	def test_feature_section_supports_arbitrary_values(caplog):	CODE
LOW	tests/unit/test_context.py	40	def test_context_dict_ignores_keys_except_str():	CODE
LOW	tests/unit/test_context.py	66	def test_context_setitem_getitem():	CODE
LOW	tests/unit/test_context.py	213	def test_overwrite_with_setitem():	CODE
LOW	tests/unit/test_context.py	322	def test_track_from_multiple_files(tmp_dir):	CODE
LOW	tests/unit/test_context.py	400	def test_resolve_resolves_dict_keys():	CODE
LOW	tests/unit/test_context.py	409	def test_resolve_resolves_boolean_value():	CODE
LOW	tests/unit/test_context.py	420	def test_load_from_raises_if_file_not_exist(tmp_dir, dvc):	CODE
LOW	tests/unit/test_context.py	427	def test_load_from_raises_if_file_is_directory(tmp_dir, dvc):	CODE
LOW	tests/unit/test_api.py	8	def test_open_raises_error_if_no_context(tmp_dir, dvc):	CODE
LOW	tests/unit/test_api.py	18	def test_open_rev_raises_error_on_wrong_mode(tmp_dir, dvc):	CODE
LOW	tests/unit/test_compare.py	26	def test_diff_table_with_value_column():	CODE
LOW	tests/unit/test_compare.py	69	def test_diff_table_precision():	CODE
LOW	tests/unit/test_compare.py	100	def test_diff_unsupported_diff_message(extra, expected):	CODE
LOW	tests/unit/test_compare.py	267	def test_metrics_show_with_valid_falsey_values():	CODE
LOW	tests/unit/test_compare.py	289	def test_metrics_show_with_no_revision():	CODE
LOW	tests/unit/test_compare.py	305	def test_metrics_show_with_non_dict_values():	CODE
LOW	tests/unit/test_compare.py	313	def test_metrics_show_with_multiple_revision():	CODE
LOW	tests/unit/test_compare.py	343	def test_metrics_show_with_one_revision_multiple_paths():	CODE
LOW	tests/unit/test_compare.py	373	def test_metrics_show_with_different_metrics_header():	CODE
LOW	tests/unit/test_compare.py	405	def test_metrics_show_precision():	CODE
LOW	tests/unit/test_compare.py	471	def test_metrics_show_default(capsys):	CODE
LOW	tests/unit/test_compare.py	494	def test_metrics_show_markdown(capsys):	CODE
803 more matches not shown…

Cross-Language Confusion153 hits · 848 pts

Severity	File	Line	Snippet	Context
HIGH	tests/func/test_ignore.py	470	dvc.push()	CODE
HIGH⚡	tests/func/test_gc.py	229	dvc.push()	CODE
HIGH	tests/func/test_gc.py	354	dvc.push(["file1", "dir1"])	CODE
HIGH	tests/func/test_gc.py	388	dvc.push(["file1", "dir1"], remote="other_remote")	CODE
HIGH⚡	tests/func/test_gc.py	413	dvc.push()	CODE
HIGH	tests/func/test_gc.py	442	dvc.push()	CODE
HIGH	tests/func/test_run_cache.py	19	assert dvc.push(run_cache=True) == 2	CODE
HIGH⚡	tests/func/test_run_cache.py	90	cmd="cp foo bar && cp foo goo",	CODE
HIGH	tests/func/test_run_cache.py	216	dvc.push(run_cache=True)	CODE
HIGH	tests/func/test_run_cache.py	247	dvc.push(run_cache=True)	CODE
HIGH	tests/func/test_data_status.py	415	assert dvc.push() == 4	CODE
HIGH	tests/func/test_data_status.py	439	dvc.push(remote="myremote")	CODE
HIGH	tests/func/test_data_status.py	518	dvc.push()	CODE
HIGH	tests/func/test_data_status.py	916	dvc.push()	CODE
HIGH	tests/func/test_data_status.py	1235	assert dvc.push() == 3	CODE
HIGH	tests/func/test_data_status.py	1264	dvc.push()	CODE
HIGH	tests/func/test_external_repo.py	53	erepo_dir.dvc.push()	CODE
HIGH	tests/func/test_external_repo.py	112	erepo_dir.dvc.push()	CODE
HIGH	tests/func/test_status.py	127	cmd="echo alice>alice && echo bob>bob",	CODE
HIGH	tests/func/test_virtual_directory.py	20	assert dvc.push() == 3	CODE
HIGH	tests/func/test_virtual_directory.py	33	assert dvc.push() == 2	CODE
HIGH	tests/func/test_virtual_directory.py	41	assert dvc.push() == 2	CODE
HIGH	tests/func/test_virtual_directory.py	63	assert dvc.push() == 5	CODE
HIGH	tests/func/test_virtual_directory.py	75	assert dvc.push() == 1	CODE
HIGH	tests/func/test_virtual_directory.py	85	assert dvc.push() == 1	CODE
HIGH⚡	tests/func/test_virtual_directory.py	98	assert dvc.push() == 3	CODE
HIGH⚡	tests/func/test_virtual_directory.py	110	assert dvc.push() == 3	CODE
HIGH	tests/func/test_virtual_directory.py	123	assert dvc.push() == 3	CODE
HIGH	tests/func/test_virtual_directory.py	134	assert dvc.push() == 2	CODE
HIGH	tests/func/test_virtual_directory.py	147	assert dvc.push() == 3	CODE
HIGH⚡	tests/func/test_virtual_directory.py	158	assert not dvc.push()	CODE
HIGH⚡	tests/func/test_virtual_directory.py	166	assert not dvc.push()	CODE
HIGH	tests/func/test_virtual_directory.py	180	assert dvc.push() == 22	CODE
HIGH	tests/func/test_virtual_directory.py	198	assert dvc.push() == 2	CODE
HIGH	tests/func/test_import.py	355	erepo_dir.dvc.push([os.path.join(os.fspath(erepo_dir), "dire*")], glob=True)	CODE
HIGH⚡	tests/func/test_import.py	438	erepo_dir.dvc.push()	CODE
HIGH⚡	tests/func/test_import.py	455	dvc.push()	CODE
HIGH	tests/func/test_import.py	602	erepo_dir.dvc.push()	CODE
HIGH⚡	tests/func/test_get.py	233	erepo_dir.dvc.push()	CODE
HIGH⚡	tests/func/test_get.py	260	dvc.push()	CODE
HIGH	tests/func/test_remote.py	211	dvc.push()	CODE
HIGH	tests/func/test_remote.py	220	dvc.push()	CODE
HIGH⚡	tests/func/test_remote.py	255	dvc.push()	CODE
HIGH	tests/func/test_remote.py	285	dvc.push()	CODE
HIGH	tests/func/test_remote.py	419	dvc.push()	CODE
HIGH	tests/func/test_remote.py	438	dvc.push()	CODE
HIGH	tests/func/test_install.py	92	scm.gitpython.repo.git.push("origin", "master")	CODE
HIGH⚡	tests/func/test_data_cloud.py	134	dvc.push()	CODE
HIGH⚡	tests/func/test_data_cloud.py	437	assert dvc.push(["dvc.yaml:copy-ipsum-baz"]) == 1	CODE
HIGH⚡	tests/func/test_data_cloud.py	441	assert dvc.push(["dvc.yaml"]) == 2	CODE
HIGH⚡	tests/func/test_data_cloud.py	445	dvc.push(["dvc.yaml:StageThatDoesNotExist"])	CODE
HIGH⚡	tests/func/test_data_cloud.py	531	assert dvc.push(**{key: True}) == expected	CODE
HIGH⚡	tests/func/test_data_cloud.py	544	assert dvc.push("copy-foo-bar") == 1	CODE
HIGH⚡	tests/func/test_data_cloud.py	548	assert dvc.push() == 0	CODE
HIGH	tests/func/test_data_cloud.py	177	dvc.push()	CODE
HIGH	tests/func/test_data_cloud.py	198	dvc.push()	CODE
HIGH	tests/func/test_data_cloud.py	332	dvc.push("bar")	CODE
HIGH	tests/func/test_data_cloud.py	363	dvc.push()	CODE
HIGH	tests/func/test_data_cloud.py	414	assert dvc.push() == 3	CODE
HIGH	tests/func/test_data_cloud.py	477	dvc.push()	CODE
93 more matches not shown…

Unused Imports309 hits · 305 pts

Severity	File	Line	Context
LOW	tests/conftest.py	10	CODE
LOW	tests/conftest.py	12	CODE
LOW	tests/conftest.py	13	CODE
LOW	tests/conftest.py	14	CODE
LOW	tests/integration/conftest.py	1	CODE
LOW	tests/integration/conftest.py	1	CODE
LOW	tests/utils/asserts.py	5	CODE
LOW	tests/remotes/__init__.py	1	CODE
LOW	tests/remotes/__init__.py	1	CODE
LOW	tests/remotes/__init__.py	1	CODE
LOW	tests/remotes/__init__.py	3	CODE
LOW	tests/remotes/__init__.py	3	CODE
LOW	tests/func/test_dataset.py	26	CODE
LOW	tests/func/test_data_cloud.py	15	CODE
LOW	tests/func/experiments/conftest.py	3	CODE
LOW	tests/func/experiments/conftest.py	3	CODE
LOW	tests/func/experiments/conftest.py	3	CODE
LOW	tests/func/experiments/conftest.py	3	CODE
LOW	tests/func/experiments/conftest.py	3	CODE
LOW	tests/func/experiments/conftest.py	3	CODE
LOW	tests/func/api/test_data.py	9	CODE
LOW	tests/func/api/test_experiments.py	7	CODE
LOW	dvc/config.py	19	CODE
LOW	dvc/config.py	20	CODE
LOW	dvc/data_cloud.py	13	CODE
LOW	dvc/data_cloud.py	14	CODE
LOW	dvc/data_cloud.py	15	CODE
LOW	dvc/config_schema.py	23	CODE
LOW	dvc/database.py	19	CODE
LOW	dvc/database.py	19	CODE
LOW	dvc/database.py	19	CODE
LOW	dvc/database.py	20	CODE
LOW	dvc/__init__.py	8	CODE
LOW	dvc/__init__.py	9	CODE
LOW	dvc/__init__.py	9	CODE
LOW	dvc/types.py	4	CODE
LOW	dvc/updater.py	12	CODE
LOW	dvc/ignore.py	25	CODE
LOW	dvc/ignore.py	27	CODE
LOW	dvc/dvcfile.py	19	CODE
LOW	dvc/dvcfile.py	20	CODE
LOW	dvc/dvcfile.py	23	CODE
LOW	dvc/cachemgr.py	9	CODE
LOW	dvc/exceptions.py	9	CODE
LOW	dvc/analytics.py	10	CODE
LOW	dvc/scm.py	10	CODE
LOW	dvc/scm.py	19	CODE
LOW	dvc/scm.py	21	CODE
LOW	dvc/_debug.py	6	CODE
LOW	dvc/_debug.py	7	CODE
LOW	dvc/output.py	47	CODE
LOW	dvc/output.py	49	CODE
LOW	dvc/ui/__init__.py	10	CODE
LOW	dvc/ui/__init__.py	11	CODE
LOW	dvc/ui/__init__.py	11	CODE
LOW	dvc/ui/__init__.py	12	CODE
LOW	dvc/ui/__init__.py	13	CODE
LOW	dvc/ui/__init__.py	14	CODE
LOW	dvc/ui/__init__.py	17	CODE
LOW	dvc/ui/__init__.py	18	CODE
249 more matches not shown…

Deep Nesting72 hits · 72 pts

Severity	File	Line	Context
LOW	tests/unit/command/test_help.py	13	CODE
LOW	tests/unit/command/test_help.py	17	CODE
LOW	tests/unit/repo/experiments/queue/test_celery.py	176	CODE
LOW	tests/unit/repo/experiments/queue/test_celery.py	190	CODE
LOW	dvc/rwlock.py	76	CODE
LOW	dvc/logger.py	143	CODE
LOW	dvc/dagascii.py	83	CODE
LOW	dvc/lock.py	110	CODE
LOW	dvc/dvcfile.py	427	CODE
LOW	dvc/cachemgr.py	41	CODE
LOW	dvc/_debug.py	34	CODE
LOW	dvc/compare.py	182	CODE
LOW	dvc/compare.py	226	CODE
LOW	dvc/output.py	425	CODE
LOW	dvc/output.py	912	CODE
LOW	dvc/render/match.py	68	CODE
LOW	dvc/render/converter/vega.py	22	CODE
LOW	dvc/render/converter/vega.py	33	CODE
LOW	dvc/render/converter/vega.py	85	CODE
LOW	dvc/render/converter/vega.py	122	CODE
LOW	dvc/dependency/param.py	124	CODE
LOW	dvc/utils/collections.py	6	CODE
LOW	dvc/utils/table.py	14	CODE
LOW	dvc/utils/table.py	48	CODE
LOW	dvc/utils/serialize/_py.py	88	CODE
LOW	dvc/utils/serialize/_py.py	114	CODE
LOW	dvc/cli/__init__.py	151	CODE
LOW	dvc/testing/benchmarks/fixtures.py	95	CODE
LOW	dvc/testing/benchmarks/cli/stories/test_modify_data.py	38	CODE
LOW	dvc/api/experiments.py	46	CODE
LOW	dvc/api/data.py	258	CODE
LOW	dvc/stage/__init__.py	313	CODE
LOW	dvc/stage/__init__.py	420	CODE
LOW	dvc/commands/add.py	10	CODE
LOW	dvc/commands/gc.py	13	CODE
LOW	dvc/commands/remote.py	82	CODE
LOW	dvc/commands/plots.py	75	CODE
LOW	dvc/commands/plots.py	184	CODE
LOW	dvc/commands/diff.py	118	CODE
LOW	dvc/commands/experiments/ls.py	12	CODE
LOW	dvc/commands/experiments/diff.py	13	CODE
LOW	dvc/parsing/interpolate.py	96	CODE
LOW	dvc/fs/dvc.py	378	CODE
LOW	dvc/fs/dvc.py	447	CODE
LOW	dvc/repo/gc.py	55	CODE
LOW	dvc/repo/index.py	47	CODE
LOW	dvc/repo/index.py	946	CODE
LOW	dvc/repo/index.py	467	CODE
LOW	dvc/repo/index.py	653	CODE
LOW	dvc/repo/commit.py	46	CODE
LOW	dvc/repo/__init__.py	102	CODE
LOW	dvc/repo/open_repo.py	155	CODE
LOW	dvc/repo/checkout.py	42	CODE
LOW	dvc/repo/diff.py	25	CODE
LOW	dvc/repo/worktree.py	305	CODE
LOW	dvc/repo/data.py	408	CODE
LOW	dvc/repo/experiments/collect.py	126	CODE
LOW	dvc/repo/experiments/run.py	15	CODE
LOW	dvc/repo/experiments/pull.py	22	CODE
LOW	dvc/repo/experiments/__init__.py	138	CODE
12 more matches not shown…

Excessive Try-Catch Wrapping39 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/test_logger.py	65	except Exception:	CODE
LOW⚡	tests/unit/test_logger.py	76	except Exception:	CODE
LOW⚡	tests/unit/test_logger.py	87	except Exception:	CODE
LOW⚡	tests/unit/test_logger.py	98	except Exception:	CODE
LOW	tests/unit/test_logger.py	116	except Exception:	CODE
LOW	tests/unit/test_logger.py	136	except Exception:	CODE
LOW	tests/unit/test_logger.py	154	except Exception as exc: # noqa: BLE001	CODE
LOW	dvc/database.py	84	except Exception as exc:	CODE
LOW	dvc/logger.py	153	except Exception: # noqa: BLE001, S110	CODE
LOW	dvc/logger.py	161	except Exception: # noqa: BLE001	CODE
LOW	dvc/updater.py	80	except Exception as e: # noqa: BLE001	CODE
LOW	dvc/analytics.py	150	except Exception:	CODE
LOW	dvc/analytics.py	178	except Exception as exc: # noqa: BLE001	CODE
LOW	dvc/_debug.py	124	except Exception:	CODE
MEDIUM	dvc/_debug.py	121	def debug():	CODE
LOW	dvc/render/match.py	114	except Exception as e: # noqa: BLE001	CODE
LOW	dvc/utils/__init__.py	393	except Exception as e: # noqa: BLE001	CODE
LOW	dvc/cli/__init__.py	236	except Exception as exc: # noqa: BLE001	CODE
LOW	dvc/repo/fetch.py	88	except Exception as exc: # noqa: BLE001	CODE
LOW	dvc/repo/reproduce.py	188	except Exception as exc: # noqa: BLE001	STRING
LOW	dvc/repo/scm_context.py	104	except Exception:	CODE
LOW	dvc/repo/artifacts.py	268	except Exception as exc:	CODE
LOW	dvc/repo/artifacts.py	336	except Exception as exc: # noqa: BLE001	CODE
LOW	dvc/repo/artifacts.py	364	except Exception as exc: # noqa: BLE001	CODE
LOW	dvc/repo/artifacts.py	378	except Exception as exc:	CODE
LOW	dvc/repo/metrics/show.py	69	except Exception as exc: # noqa: BLE001	CODE
LOW	dvc/repo/metrics/show.py	126	except Exception as e:	CODE
LOW	dvc/repo/metrics/show.py	227	except Exception as exc:	CODE
LOW	dvc/repo/experiments/collect.py	61	except Exception as exc:	CODE
LOW	dvc/repo/experiments/stash.py	144	except Exception:	CODE
LOW	dvc/repo/experiments/push.py	127	except Exception as exc: # noqa: BLE001	CODE
LOW	dvc/repo/experiments/queue/tempdir.py	128	except Exception as exc:	CODE
LOW	dvc/repo/experiments/queue/tasks.py	75	except Exception:	CODE
LOW	dvc/repo/experiments/queue/workspace.py	134	except Exception as exc:	CODE
LOW	dvc/repo/experiments/queue/base.py	427	except Exception: # noqa: BLE001	CODE
LOW	dvc/repo/experiments/executor/local.py	191	except Exception:	CODE
LOW	dvc/repo/experiments/executor/base.py	645	except Exception:	CODE
LOW	dvc/repo/params/show.py	111	except Exception as exc: # noqa: BLE001	CODE
LOW	dvc/repo/params/show.py	194	except Exception as exc:	CODE

Docstring Block Structure7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	dvc/api/show.py	41	Get metrics tracked in `repo`. Without arguments, this function will retrieve all metrics from all tracked metr	STRING
HIGH	dvc/api/show.py	164	Get parameters tracked in `repo`. Without arguments, this function will retrieve all params from all tracked pa	STRING
HIGH	dvc/api/experiments.py	14	Create a new DVC experiment using `exp save`. See https://dvc.org/doc/command-reference/exp/save. Args:	STRING
HIGH	dvc/api/artifacts.py	13	Return path and Git revision for an artifact in a DVC project. The resulting path and revision can be used in	STRING
HIGH	dvc/api/data.py	112	Opens a file tracked in a DVC project. This function may only be used as a context manager (using the `with`	STRING
HIGH	dvc/repo/ls.py	57	Methods for getting files and outputs for the repo. Args: url (str): the repo url path (str, option	STRING
HIGH	dvc/repo/init.py	16	Creates an empty repo on the given directory -- basically a `.dvc` directory with subdirectories for configurat	STRING

AI Structural Patterns32 hits · 31 pts

Severity	File	Line	Context
LOW	dvc/progress.py	44	CODE
LOW	dvc/compare.py	298	CODE
LOW	dvc/compare.py	344	CODE
LOW	dvc/output.py	310	CODE
LOW	dvc/ui/__init__.py	96	CODE
LOW	dvc/ui/__init__.py	137	CODE
LOW	dvc/ui/__init__.py	292	CODE
LOW	dvc/testing/path_info.py	290	CODE
LOW	dvc/stage/__init__.py	130	CODE
LOW	dvc/fs/dvc.py	86	CODE
LOW	dvc/fs/callbacks.py	39	CODE
LOW	dvc/repo/fetch.py	28	CODE
LOW	dvc/repo/fetch.py	101	CODE
LOW	dvc/repo/brancher.py	17	CODE
LOW	dvc/repo/pull.py	10	CODE
LOW	dvc/repo/add.py	192	CODE
LOW	dvc/repo/gc.py	55	CODE
LOW	dvc/repo/reproduce.py	210	CODE
LOW	dvc/repo/imp_url.py	17	CODE
LOW	dvc/repo/__init__.py	135	CODE
LOW	dvc/repo/__init__.py	478	CODE
LOW	dvc/repo/ls.py	46	CODE
LOW	dvc/repo/artifacts.py	286	CODE
LOW	dvc/repo/data.py	489	CODE
LOW	dvc/repo/status.py	42	CODE
LOW	dvc/repo/status.py	107	CODE
LOW	dvc/repo/push.py	64	CODE
LOW	dvc/repo/metrics/show.py	194	CODE
LOW	dvc/repo/experiments/show.py	24	CODE
LOW	dvc/repo/experiments/collect.py	268	CODE
LOW	dvc/repo/experiments/run.py	15	CODE
LOW	dvc/repo/params/show.py	161	CODE

Modern Structural Boilerplate14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	tests/dir_helpers.py	51	__all__ = [	CODE
LOW	dvc/ignore.py	305	def _update_trie(self, dirname: str, trie: Trie) -> None:	CODE
LOW	dvc/ignore.py	347	def _update_sub_repo(self, path: str, ignore_trie: Trie) -> None:	CODE
LOW	dvc/scm.py	128	def update_git(self, event: "GitProgressEvent") -> None:	CODE
LOW	dvc/progress.py	16	logger = logging.getLogger(__name__)	CODE
LOW	dvc/progress.py	105	def update_msg(self, msg: str, n: int = 1) -> None:	CODE
LOW	dvc/progress.py	112	def set_msg(self, msg: str) -> None:	CODE
LOW	dvc/output.py	733	def set_exec(self) -> None:	CODE
LOW	dvc/utils/objects.py	8	__all__ = ["cached_property"]	CODE
LOW	dvc/testing/matchers.py	98	__all__ = [	CODE
LOW	dvc/testing/fixtures.py	9	__all__ = [	CODE
LOW	dvc/api/__init__.py	10	__all__ = [	CODE
LOW	dvc/commands/du.py	8	logger = logging.getLogger(__name__)	CODE
LOW	dvc/repo/data.py	78	def set_size(self, size: int) -> None:	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	dvc/commands/experiments/queue_worker.py	11	self.repo.experiments.celery_queue.worker.start(	CODE

Fake / Example Data6 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/utils/test_humanize.py	43	text = "lorem ipsum"	CODE
LOW	tests/unit/utils/test_humanize.py	61	text = "lorem ipsum"	CODE
LOW⚡	tests/unit/repo/test_scm_context.py	107	context.track_file("lorem ipsum")	CODE
LOW⚡	tests/unit/repo/test_scm_context.py	108	assert context.files_to_track == {"foo", "lorem ipsum"}	CODE
LOW⚡	tests/unit/repo/test_scm_context.py	116	assert set(match.groups()) == {"'lorem ipsum'", "foo"}	CODE
LOW⚡	tests/func/test_virtual_directory.py	102	tmp_dir.gen({"dir": {"subdir": {"ipsum": "lorem ipsum", "file": "file"}}})	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	.github/PULL_REQUEST_TEMPLATE.md	3	* [ ] 📖 If this PR requires [documentation](https://dvc.org/doc) updates, I have created a separate PR (or issue, at lea	COMMENT

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_ignore.py	21	("#to_ignore", ["\\#to_ignore"], True),	COMMENT
LOW	tests/unit/test_pathspec_math.py	21	# Put a backslash ("\") in front of the first "!" for patterns that	COMMENT
LOW	tests/unit/test_pathspec_math.py	41	# The range notation, e.g. [a-zA-Z], can be used to match one of the	COMMENT
LOW	dvc/utils/__init__.py	81	env[lp_key] = lp_orig	COMMENT
LOW	dvc/cli/utils.py	41	# see: https://bugs.python.org/issue22848	COMMENT
LOW	dvc/stage/run.py	81	kwargs = {"cwd": stage.wdir, "env": fix_env(None), "close_fds": True}	COMMENT
LOW	dvc/fs/__init__.py	121	#	COMMENT

Self-Referential Comments3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/fs/test_dvcfs.py	719	# Create the test dirs	COMMENT
MEDIUM	tests/unit/fs/test_dvcfs.py	748	# Create the test dir	COMMENT
MEDIUM	dvc/cli/__init__.py	1	"""This module provides an entrypoint to the dvc cli and parsing utils."""	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings