tqdm/tqdm

24.1

Adjusted Score

24.1

Raw Score

100%

Time Factor

2026-07-13

Last Push

31.2K

Stars

Python

Language

10.8K

Lines of Code

Files

188

Pattern Hits

2026-07-14

Scan Date

0.14

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 13MEDIUM 8LOW 167

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 188 distinct pattern matches across 11 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.

Unused Imports55 hits · 55 pts

Severity	File	Line	Context
LOW	tests/tests_tqdm.py	40	CODE
LOW	tests/tests_main.py	65	CODE
LOW	tqdm/_main.py	3	CODE
LOW	tqdm/_main.py	4	CODE
LOW	tqdm/_tqdm_gui.py	3	CODE
LOW	tqdm/_tqdm_gui.py	4	CODE
LOW	tqdm/_tqdm_notebook.py	3	CODE
LOW	tqdm/_tqdm_notebook.py	4	CODE
LOW	tqdm/__init__.py	1	CODE
LOW	tqdm/__init__.py	1	CODE
LOW	tqdm/__init__.py	2	CODE
LOW	tqdm/__init__.py	3	CODE
LOW	tqdm/__init__.py	4	CODE
LOW	tqdm/__init__.py	5	CODE
LOW	tqdm/__init__.py	6	CODE
LOW	tqdm/__init__.py	6	CODE
LOW	tqdm/__init__.py	6	CODE
LOW	tqdm/__init__.py	6	CODE
LOW	tqdm/__init__.py	6	CODE
LOW	tqdm/__init__.py	6	CODE
LOW	tqdm/__init__.py	6	CODE
LOW	tqdm/__init__.py	9	CODE
LOW	tqdm/utils.py	80	CODE
LOW	tqdm/_tqdm.py	3	CODE
LOW	tqdm/_tqdm.py	4	CODE
LOW	tqdm/autonotebook.py	33	CODE
LOW	tqdm/autonotebook.py	33	CODE
LOW	tqdm/autonotebook.py	31	CODE
LOW	tqdm/autonotebook.py	31	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/_utils.py	4	CODE
LOW	tqdm/contrib/logging.py	9	CODE
LOW	tqdm/contrib/logging.py	9	CODE
LOW	tqdm/contrib/logging.py	9	CODE
LOW	tqdm/contrib/logging.py	9	CODE
LOW	tqdm/contrib/bells.py	18	CODE
LOW	tqdm/contrib/bells.py	20	CODE
LOW	tqdm/contrib/bells.py	22	CODE
LOW	tqdm/contrib/bells.py	24	CODE
LOW	examples/include_no_requirements.py	3	CODE

Hyper-Verbose Identifiers42 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW	tests/tests_tqdm.py	366	def test_native_string_io_for_default_file():	CODE
LOW	tests/tests_tqdm.py	380	def test_unicode_string_io_for_specified_file():	CODE
LOW	tests/tests_tqdm.py	402	def test_iterate_over_csv_rows():	CODE
LOW	tests/tests_tqdm.py	711	def test_smoothed_dynamic_min_iters():	CODE
LOW	tests/tests_tqdm.py	741	def test_smoothed_dynamic_min_iters_with_min_interval():	CODE
LOW	tests/tests_tqdm.py	1559	def test_deprecation_exception():	CODE
LOW	tests/tests_tqdm.py	1654	def std_out_err_redirect_tqdm(tqdm_file=sys.stderr):	CODE
LOW	tests/tests_contrib_logging.py	39	def test_should_call_tqdm_write(self):	CODE
LOW	tests/tests_contrib_logging.py	46	def test_should_call_handle_error_if_exception_was_thrown(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	60	def test_should_not_swallow_certain_exceptions(self, exception_class):	CODE
LOW⚡	tests/tests_contrib_logging.py	70	def test_should_return_none_for_no_handlers(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	73	def test_should_return_none_without_stream_handler(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	77	def test_should_return_none_for_stream_handler_not_stdout_or_stderr(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	81	def test_should_return_stream_handler_if_stream_is_stdout(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	85	def test_should_return_stream_handler_if_stream_is_stderr(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	91	def test_should_add_and_remove_tqdm_handler(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	98	def test_should_remove_and_restore_console_handlers(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	108	def test_should_inherit_console_logger_formatter(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	117	def test_should_not_remove_stream_handlers_not_for_stdout_or_stderr(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	129	def test_should_add_and_remove_handler_from_root_logger_by_default(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	137	def test_should_add_and_remove_handler_from_custom_logger(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	146	def test_should_not_fail_with_logger_without_console_handler(self):	CODE
LOW⚡	tests/tests_contrib_logging.py	153	def test_should_format_message(self):	CODE
LOW	tests/tests_contrib_logging.py	165	def test_use_root_logger_by_default_and_write_to_custom_tqdm(self):	CODE
LOW⚡	tests/tests_pandas.py	24	def test_pandas_rolling_expanding():	CODE
LOW	tests/tests_pandas.py	114	def test_pandas_groupby_apply():	CODE
LOW	tests/tests_pandas.py	182	def test_pandas_apply_args_deprecation():	CODE
LOW	tests/tests_perf.py	174	def test_manual_basic_overhead():	CODE
LOW	tests/tests_perf.py	250	def test_manual_overhead_hard():	CODE
LOW	tests/tests_perf.py	272	def test_iter_overhead_simplebar_hard():	CODE
LOW	tests/tests_perf.py	295	def test_manual_overhead_simplebar_hard():	CODE
LOW	tests/tests_itertools.py	81	def test_combinations_with_replacement(capsys):	CODE
LOW	tests/tests_synchronisation.py	111	def test_monitoring_and_cleanup():	CODE
LOW	tests/tests_synchronisation.py	211	def test_monitor_atexit_does_not_deadlock_on_stuck_get_lock():	CODE
LOW	tests/tests_notebook.py	4	def test_notebook_disabled_description():	CODE
LOW⚡	tqdm/keras.py	114	def _implements_train_batch_hooks():	CODE
LOW⚡	tqdm/keras.py	118	def _implements_test_batch_hooks():	CODE
LOW⚡	tqdm/keras.py	122	def _implements_predict_batch_hooks():	CODE
LOW	tqdm/contrib/logging.py	35	def _is_console_logging_handler(handler):	CODE
LOW	tqdm/contrib/logging.py	40	def _get_first_found_console_logging_handler(handlers):	CODE
LOW	tqdm/contrib/itertools.py	67	def combinations_with_replacement(iterable, r, total=None, tqdm_class=tqdm_auto, **kwargs):	CODE
LOW	examples/redirect_print.py	22	def std_out_err_redirect_tqdm():	CODE

Cross-Language Confusion10 hits · 50 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/tests_pandas.py	32	assert res1.equals(res2)	CODE
HIGH⚡	tests/tests_pandas.py	36	assert res3.equals(res4)	CODE
HIGH	tests/tests_pandas.py	55	assert res1.equals(res2)	CODE
HIGH	tests/tests_pandas.py	59	assert res3.equals(res4)	CODE
HIGH	tests/tests_pandas.py	84	assert res1.equals(res2)	CODE
HIGH	tests/tests_pandas.py	90	assert res1.equals(res2)	CODE
HIGH	tests/tests_pandas.py	102	assert res3.equals(res4)	CODE
HIGH	tests/tests_pandas.py	128	assert res1.equals(res2)	CODE
HIGH	examples/tqdm_requests.py	14	The local file path in which to save the url [default: /dev/null].	STRING
HIGH	examples/tqdm_wget.py	20	The local file path in which to save the url [default: /dev/null].	STRING

Modern Structural Boilerplate23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	tqdm/_monitor.py	6	__all__ = ["TMonitor", "TqdmSynchronisationWarning"]	CODE
LOW	tqdm/keras.py	14	__all__ = ['TqdmCallback']	CODE
LOW	tqdm/asyncio.py	16	__all__ = ['tqdm_asyncio', 'tarange', 'tqdm', 'trange']	CODE
LOW	tqdm/std.py	26	__all__ = ['tqdm', 'trange',	CODE
LOW	tqdm/__init__.py	11	__all__ = ['tqdm', 'tqdm_gui', 'trange', 'tgrange', 'tqdm_pandas',	CODE
LOW	tqdm/rich.py	18	__all__ = ['tqdm_rich', 'trrange', 'tqdm', 'trange']	CODE
LOW	tqdm/tk.py	19	__all__ = ['tqdm_tk', 'ttkrange', 'tqdm', 'trange']	CODE
LOW	tqdm/cli.py	13	__all__ = ["main"]	CODE
LOW	tqdm/dask.py	8	__all__ = ['TqdmCallback']	CODE
LOW	tqdm/_tqdm_pandas.py	4	__all__ = ['tqdm_pandas']	CODE
LOW	tqdm/autonotebook.py	38	__all__ = ["tqdm", "trange"]	CODE
LOW	tqdm/notebook.py	65	__all__ = ['tqdm_notebook', 'tnrange', 'tqdm', 'trange']	CODE
LOW	tqdm/gui.py	21	__all__ = ['tqdm_gui', 'tgrange', 'tqdm', 'trange']	CODE
LOW	tqdm/auto.py	40	__all__ = ["tqdm", "trange"]	CODE
LOW	tqdm/contrib/concurrent.py	12	__all__ = ['thread_map', 'process_map']	CODE
LOW	tqdm/contrib/bells.py	13	__all__ = ['tqdm', 'trange']	CODE
LOW	tqdm/contrib/telegram.py	21	__all__ = ['TelegramIO', 'tqdm_telegram', 'ttgrange', 'tqdm', 'trange']	CODE
LOW	tqdm/contrib/discord.py	23	__all__ = ['DiscordIO', 'tqdm_discord', 'tdrange', 'tqdm', 'trange']	CODE
LOW	tqdm/contrib/__init__.py	13	__all__ = ['tenumerate', 'tzip', 'tmap']	CODE
LOW	tqdm/contrib/slack.py	23	__all__ = ['SlackIO', 'tqdm_slack', 'tsrange', 'tqdm', 'trange']	CODE
LOW	tqdm/contrib/itertools.py	10	__all__ = [	CODE
LOW	tqdm/contrib/utils_worker.py	10	__all__ = ['MonoWorker']	CODE
LOW	examples/include_no_requirements.py	11	__all__ = ['tqdm']	CODE

Excessive Try-Catch Wrapping21 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	tests/tests_tqdm.py	1660	except Exception as exc:	CODE
LOW	tests/tests_perf.py	77	except Exception:	CODE
LOW	tqdm/std.py	672	except Exception as e: # pragma: nocover	CODE
LOW	tqdm/cli.py	239	except Exception:	STRING
LOW	tqdm/utils.py	64	except Exception: # nosec B110	CODE
LOW	tqdm/utils.py	240	except Exception:	CODE
LOW	tqdm/utils.py	243	except Exception:	CODE
LOW	tqdm/utils.py	275	except Exception:	CODE
MEDIUM	tqdm/utils.py	235	def _is_utf(encoding):	CODE
MEDIUM	tqdm/utils.py	270	def inner(fp):	CODE
LOW	tqdm/autonotebook.py	30	except Exception:	CODE
LOW	tqdm/contrib/telegram.py	48	except Exception as e:	CODE
LOW	tqdm/contrib/telegram.py	74	except Exception as e:	CODE
LOW	tqdm/contrib/telegram.py	85	except Exception as e:	CODE
LOW	tqdm/contrib/discord.py	51	except Exception as e:	CODE
LOW	tqdm/contrib/discord.py	78	except Exception as e:	CODE
LOW	tqdm/contrib/discord.py	90	except Exception as e:	CODE
LOW	tqdm/contrib/slack.py	35	except Exception as e:	CODE
LOW	tqdm/contrib/slack.py	53	except Exception as e:	CODE
LOW	tqdm/contrib/utils_worker.py	34	except Exception as e:	CODE
LOW	examples/redirect_print.py	29	except Exception as exc:	CODE

Deep Nesting22 hits · 22 pts

Severity	File	Line	Context
LOW	tests/tests_tqdm.py	148	CODE
LOW	tests/tests_tqdm.py	463	CODE
LOW	tests/tests_tqdm.py	741	CODE
LOW	tests/tests_tqdm.py	938	CODE
LOW	tests/tests_tqdm.py	1634	CODE
LOW	tests/tests_tqdm.py	1816	CODE
LOW	tests/tests_tqdm.py	1829	CODE
LOW	tests/tests_synchronisation.py	154	CODE
LOW	tests/tests_asyncio.py	90	CODE
LOW	tqdm/_monitor.py	62	CODE
LOW	tqdm/std.py	368	CODE
LOW	tqdm/std.py	773	CODE
LOW	tqdm/std.py	959	CODE
LOW	tqdm/std.py	1166	CODE
LOW	tqdm/std.py	1204	CODE
LOW	tqdm/std.py	854	CODE
LOW	tqdm/std.py	855	CODE
LOW	tqdm/cli.py	55	CODE
LOW	tqdm/cli.py	156	CODE
LOW	tqdm/utils.py	34	CODE
LOW	tqdm/utils.py	53	CODE
LOW	examples/7zx.py	38	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	tqdm/asyncio.py	ipython/jupyter notebook progress bar decorator for iterators. includes a default `range` iterator printing to `stderr`.	STRING
HIGH	tqdm/std.py	ipython/jupyter notebook progress bar decorator for iterators. includes a default `range` iterator printing to `stderr`.	STRING
HIGH	tqdm/notebook.py	ipython/jupyter notebook progress bar decorator for iterators. includes a default `range` iterator printing to `stderr`.	STRING

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/tests_tqdm.py	404	# Create a test csv pseudo file	COMMENT
MEDIUM	tests/tests_rlock.py	29	# Creating a progress bar should initialize the lock	COMMENT
MEDIUM	tests/tests_rlock.py	34	# Creating a progress bar again should reuse the lock	COMMENT
MEDIUM	tqdm/notebook.py	219	# Initialize parent class + avoid printing by using gui=True	COMMENT

Slop Phrases3 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	tqdm/std.py	799	>>> # Now you can use `progress_apply` instead of `apply`	STRING
MEDIUM	examples/pandas_progress_apply.py	12	# Now you can use `progress_apply` instead of `apply`	COMMENT
LOW	examples/tqdm_wget.py	34	Don't forget to close() or __exit__()	STRING

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	tests/tests_perf.py	86	CODE
LOW	tqdm/std.py	463	CODE
LOW	tqdm/std.py	959	CODE

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/tests_tqdm.py	221	rate=7.33) == " 10% 100/1000 [00:12<02:02, 7.33it/s]"	COMMENT
LOW	examples/pandas_progress_apply.py	21	# def inner(df, func, args, *kwargs):	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings