plasma-umass/scalene

12.6

Adjusted Score

12.6

Raw Score

100%

Time Factor

2026-07-05

Last Push

13.5K

Stars

Python

Language

113.3K

Lines of Code

448

Files

1.0K

Pattern Hits

2026-07-14

Scan Date

0.05

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 22MEDIUM 126LOW 864

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 1013 distinct pattern matches across 19 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 Identifiers443 hits · 434 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	186	def fetch_vendor_deps_windows():	CODE
LOW	setup.py	303	def _fix_windows_arch_mismatch(self):	CODE
LOW	setup.py	429	def copy_extensions_to_source(self):	CODE
LOW	test/test_sparkline.py	19	def test_get_bars__in_wsl_and_windows_terminal(monkeypatch):	CODE
LOW⚡	test/test_sparkline.py	35	def test_generate__up_and_down():	CODE
LOW⚡	test/test_sparkline.py	43	def test_generate__all_zeroes():	CODE
LOW⚡	test/test_sparkline.py	51	def test_generate__with_negative_values():	CODE
LOW	test/test_sparkline.py	67	def test_generate__with_max_same_as_actual_max():	CODE
LOW	test/test_sparkline.py	75	def test_generate__with_max_below_actual_max():	CODE
LOW	test/test_tracer.py	117	def test_sys_monitoring_default(self):	STRING
LOW	test/test_tracer.py	157	def test_using_sys_monitoring(self):	STRING
LOW	test/test_tracer.py	166	def test_set_use_legacy_tracer(self):	STRING
LOW	test/test_tracer.py	187	def test_pywhere_sysmon_available(self):	STRING
LOW	test/test_tracer.py	240	def test_function_call_attribution(self):	STRING
LOW	test/issues/test-issue167.py	18	def get_mean_for_indicator_poor(df, indicator):	CODE
LOW	test/issues/test-issue167.py	28	def get_mean_for_indicator_better(df, indicator, rnd_cols):	CODE
LOW	tests/test_memory_multithreaded_gil_release.py	48	def test_worker_alloc_outweighs_main_sleep(tmp_path: Path) -> None:	CODE
LOW	tests/test_memory_multithreaded_gil_release.py	84	def test_memory_stacks_leaf_is_worker(tmp_path: Path) -> None:	CODE
LOW⚡	tests/test_cli_leak_velocity_zero_elapsed.py	41	def test_cli_leak_velocity_no_divide_by_zero_on_short_run():	CODE
LOW⚡	tests/test_cli_leak_velocity_zero_elapsed.py	49	def test_cli_leak_velocity_normal_case():	CODE
LOW⚡	tests/test_cli_leak_velocity_zero_elapsed.py	54	def test_compute_leaks_independent_of_elapsed_time():	CODE
LOW	tests/test_signal_all_threads_cap.py	52	def test_cap_caps_signaled_per_call(unwind_module, batch_size):	CODE
LOW	tests/test_signal_all_threads_cap.py	90	def test_cap_rotates_across_calls(unwind_module, batch_size):	CODE
LOW	tests/test_signal_all_threads_cap.py	133	def test_cap_is_a_noop_when_under_cap(unwind_module, batch_size):	CODE
LOW	tests/test_signal_all_threads_cap.py	189	def test_visit_order_is_shuffled_across_calls(unwind_module, batch_size):	CODE
LOW	tests/test_cpu_attribution.py	236	def test_c_time_attributed_to_call_line(self, profiler, stats):	CODE
LOW	tests/test_cpu_attribution.py	275	def test_pure_python_no_preceding_call(self, profiler, stats):	CODE
LOW	tests/test_cpu_attribution.py	306	def test_multi_consecutive_c_calls(self, profiler, stats):	CODE
LOW	tests/test_cpu_attribution.py	359	def test_thread_at_call_instruction_attributes_to_c(self, profiler, stats):	CODE
LOW	tests/test_cpu_attribution.py	422	def test_at_call_instruction_attributes_to_c(	CODE
LOW	tests/test_cpu_attribution.py	461	def test_not_at_call_attributes_to_python(	CODE
LOW	tests/test_cpu_attribution.py	556	def test_first_body_line_detected(self) -> None:	CODE
LOW	tests/test_cpu_attribution.py	578	def test_non_loop_line_returns_none(self) -> None:	CODE
LOW	tests/test_cpu_attribution.py	589	def test_mid_body_line_returns_none(self) -> None:	CODE
LOW	tests/test_cpu_attribution.py	604	def test_loop_with_calls_returns_none(self) -> None:	CODE
LOW	tests/test_cpu_attribution.py	624	def test_nested_loop_picks_innermost(self) -> None:	CODE
LOW	tests/test_cpu_attribution.py	651	def test_loop_body_time_redistributed(self, profiler: ScaleneCPUProfiler, stats: ScaleneStatistics) -> None:	CODE
LOW	tests/test_cpu_attribution.py	702	def test_no_loop_redistribution_mid_body(self, profiler: ScaleneCPUProfiler, stats: ScaleneStatistics) -> None:	CODE
LOW	tests/test_coverup_98.py	26	def test_remove_nonexistent_child_pid():	CODE
LOW	tests/test_line_attribution_nested.py	99	def test_mallocs_credited_to_allocator_not_caller(tmp_path: Path) -> None:	CODE
LOW	tests/test_line_attribution_nested.py	140	def test_memory_samples_timeline_only_on_allocator(tmp_path: Path) -> None:	CODE
LOW	tests/test_line_attribution_nested.py	172	def test_memory_stacks_leaf_is_allocator(tmp_path: Path) -> None:	CODE
LOW	tests/test_coverup_121.py	17	def test_launch_browser_insecure_on_mac(mock_platform_system):	CODE
LOW	tests/test_coverup_121.py	31	def test_launch_browser_insecure_on_windows(mock_platform_system):	CODE
LOW	tests/test_sysmon_tool_id_conflict.py	22	def test_fallback_when_profiler_id_taken(self):	CODE
LOW	tests/test_sysmon_tool_id_conflict.py	51	def test_fallback_to_legacy_when_all_ids_taken(self):	CODE
LOW	tests/test_sysmon_tool_id_conflict.py	89	def test_profiling_works_with_id_conflict(self):	CODE
LOW	tests/test_sysmon_tool_id_conflict.py	210	def test_scalene_with_torch_profiler(self):	STRING
LOW	tests/test_memory_multithreaded_stacks.py	49	def test_memory_stacks_cover_both_workers(tmp_path: Path) -> None:	CODE
LOW	tests/test_memory_multithreaded_stacks.py	78	def test_memory_stacks_leaves_are_fixture(tmp_path: Path) -> None:	CODE
LOW	tests/test_coverup_131.py	18	def test_profile_this_code_without_files_to_profile(scalene_cleanup):	CODE
LOW	tests/test_coverup_125.py	13	def scalene_setup_and_teardown():	CODE
LOW	tests/test_coverup_125.py	38	def test_start_signal_handler(scalene_setup_and_teardown):	CODE
LOW⚡	tests/test_jax_profiler.py	41	def test_jax_profiler_is_available_matches_import(self):	CODE
LOW⚡	tests/test_jax_profiler.py	51	def test_jax_profiler_get_line_time_default(self):	CODE
LOW⚡	tests/test_jax_profiler.py	57	def test_jax_profiler_get_gpu_line_time_default(self):	CODE
LOW⚡	tests/test_jax_profiler.py	93	def test_jax_profiler_line_time_conversion(self):	CODE
LOW⚡	tests/test_jax_profiler.py	103	def test_jax_profiler_gpu_line_time_conversion(self):	CODE
LOW⚡	tests/test_jax_profiler.py	113	def test_jax_profiler_get_all_times(self):	CODE
LOW	tests/test_jax_profiler.py	26	def test_jax_profiler_extends_base_class(self):	CODE
383 more matches not shown…

Decorative Section Separators67 hits · 239 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/test_freethreaded_parity.py	23	# ── Workload scripts ────────────────────────────────────────────────	COMMENT
MEDIUM	test/test_freethreaded_parity.py	156	# ── Helpers ─────────────────────────────────────────────────────────	STRING
MEDIUM	test/test_freethreaded_parity.py	269	# ── Test phases ─────────────────────────────────────────────────────	COMMENT
MEDIUM	test/test_freethreaded_parity.py	581	# ── Main ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…t/expensive_benchmarks/docutils_data/docs/dev/todo.txt	807	# =================	COMMENT
MEDIUM	formal/extract/scalene_verified_core.py	1	# ============================================================================	COMMENT
MEDIUM	formal/extract/scalene_verified_core.py	18	# ============================================================================	COMMENT
MEDIUM	tests/test_cpu_attribution.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cpu_attribution.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cpu_attribution.py	154	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cpu_attribution.py	156	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cpu_attribution.py	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cpu_attribution.py	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cpu_attribution.py	218	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cpu_attribution.py	220	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cpu_attribution.py	397	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cpu_attribution.py	399	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cpu_attribution.py	500	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cpu_attribution.py	502	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_classifier_soundness.py	50	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_classifier_soundness.py	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_classifier_soundness.py	172	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_classifier_soundness.py	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_classifier_soundness.py	258	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_classifier_soundness.py	260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_nested_package_relative_import.py	15	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_nested_package_relative_import.py	17	# ------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_nested_package_relative_import.py	41	# ------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_nested_package_relative_import.py	43	# ------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_nested_package_relative_import.py	64	# ------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_nested_package_relative_import.py	66	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_child_cmdline.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_child_cmdline.py	55	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_child_cmdline.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_child_cmdline.py	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_child_cmdline.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_child_cmdline.py	157	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_issue999_wallclock.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_issue999_wallclock.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_native_stacks.py	155	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_native_stacks.py	157	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_native_stacks.py	186	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_native_stacks.py	188	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_native_stacks.py	928	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_native_stacks.py	930	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_native_stacks.py	1270	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_native_stacks.py	1272	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_native_stacks.py	1569	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_native_stacks.py	1571	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_native_stacks.py	59	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_native_stacks.py	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_native_stacks.py	752	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_native_stacks.py	754	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_native_stacks.py	292	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/test_native_stacks.py	294	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/test_on_off_windows.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_on_off_windows.py	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_on_off_windows.py	321	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_on_off_windows.py	323	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_on_off_windows.py	345	# ---------------------------------------------------------------------------	COMMENT
7 more matches not shown…

Unused Imports163 hits · 154 pts

Severity	File	Line	Context
LOW	test/test-size.py	1	CODE
LOW	test/test_sparkline.py	1	CODE
LOW	test/multiprocessing_test.py	1	CODE
LOW	test/multiprocessing_test.py	3	CODE
LOW	test/smoketest_issue_1022.py	39	CODE
LOW	test/profile_annotation_test.py	14	CODE
LOW	test/profile_annotation_test.py	80	CODE
LOW	test/small_mp_test.py	2	CODE
LOW	test/small_mp_test.py	3	CODE
LOW	test/small_mp_test.py	4	CODE
LOW	test/threads-test.py	2	CODE
LOW	test/testflask-driver.py	1	CODE
LOW	test/testflask-driver.py	2	CODE
LOW	test/pool-test.py	1	CODE
LOW	test/new_mp_test.py	2	CODE
LOW	test/testme.py	2	CODE
LOW	test/test-martinheinz.py	1	CODE
LOW	test/original/bm_richards.py	12	CODE
LOW	test/automatic/dataframe/dataframe-select-optimized.py	3	CODE
LOW	test/automatic/dataframe/dataframe-select-original.py	3	CODE
LOW	test/optimized/bm_richards.py	12	CODE
LOW	test/expensive_benchmarks/bm_async_tree_io.py	24	CODE
LOW	test/expensive_benchmarks/bm_docutils.py	6	CODE
LOW	test/expensive_benchmarks/bm_docutils.py	10	CODE
LOW	test/expensive_benchmarks/bm_docutils.py	12	CODE
LOW	test/expensive_benchmarks/bm_fannukh.py	9	CODE
LOW	test/issues/test-issue167.py	1	CODE
LOW	test/issues/test-issue379.py	1	CODE
LOW	test/issues/test-issue130.py	1	CODE
LOW	test/issues/test-issue266.py	1	CODE
LOW	test/issues/test-issue266.py	3	CODE
LOW	formal/extract/scalene_verified_core.py	22	CODE
LOW	formal/extract/scalene_verified_core.py	24	CODE
LOW	formal/extract/scalene_verified_core.py	25	CODE
LOW	tests/test_memory_multithreaded_gil_release.py	22	CODE
LOW	tests/test_coverup_110.py	5	CODE
LOW	tests/test_coverup_98.py	5	CODE
LOW	tests/test_line_attribution_nested.py	17	CODE
LOW	tests/test_coverup_115.py	7	CODE
LOW	tests/test_coverup_115.py	7	CODE
LOW	tests/test_coverup_121.py	6	CODE
LOW	tests/test_sysmon_tool_id_conflict.py	135	CODE
LOW	tests/test_sysmon_tool_id_conflict.py	221	CODE
LOW	tests/test_memory_multithreaded_stacks.py	18	CODE
LOW	tests/test_coverup_89.py	7	CODE
LOW	tests/test_coverup_65.py	5	CODE
LOW	tests/test_coverup_34.py	5	CODE
LOW	tests/test_coverup_24.py	5	CODE
LOW	tests/test_coverup_24.py	7	CODE
LOW	tests/test_coverup_55.py	7	CODE
LOW	tests/test_coverup_45.py	5	CODE
LOW	tests/test_coverup_71.py	7	CODE
LOW	tests/test_coverup_71.py	9	CODE
LOW	tests/test_memory_arithmetic_smear.py	23	CODE
LOW	tests/test_memory_two_allocators.py	15	CODE
LOW	tests/test_coverup_54.py	5	CODE
LOW	tests/test_coverup_54.py	6	CODE
LOW	tests/test_coverup_54.py	7	CODE
LOW	tests/test_coverup_54.py	8	CODE
LOW	tests/test_coverup_15.py	6	CODE
103 more matches not shown…

Self-Referential Comments46 hits · 142 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_sysmon_tool_id_conflict.py	139	# Create a test script that uses PyTorch	COMMENT
MEDIUM	tests/test_sysmon_tool_id_conflict.py	225	# Create a test script that uses torch.profiler	STRING
MEDIUM	tests/test_coverup_125.py	19	# Create a child process and add its PID to the set	COMMENT
MEDIUM	tests/test_jax_profiler.py	402	# Create a realistic trace file with multiple events	COMMENT
MEDIUM	tests/test_jax_profiler.py	527	# Create a temporary trace file	COMMENT
MEDIUM	tests/test_tensorflow_profiler.py	492	# Create a realistic trace file with multiple events	COMMENT
MEDIUM	tests/test_coverup_24.py	14	# Create a test function to execute the missing lines/branches	COMMENT
MEDIUM	tests/test_coverup_75.py	28	# Create a temporary file to ensure the test environment is clean	COMMENT
MEDIUM	tests/test_coverup_30.py	41	# Create a ScaleneArguments object with default arguments	COMMENT
MEDIUM⚡	tests/test_coverup_20.py	34	# Create a dummy profile file	COMMENT
MEDIUM⚡	tests/test_coverup_20.py	48	# Create a dummy profile file	COMMENT
MEDIUM	tests/test_coverup_15.py	16	# Create a temporary directory for the test	COMMENT
MEDIUM	tests/test_coverup_53.py	13	# Define a fixture to clean up state after each test	COMMENT
MEDIUM	tests/test_coverup_53.py	38	# Create a Namespace object with the necessary attributes	COMMENT
MEDIUM	tests/test_coverup_118.py	36	frame = MagicMock() # Create a MagicMock frame to simulate the behavior	CODE
MEDIUM	tests/test_coverup_84.py	18	# Create a temporary file to simulate the malloc lock file	COMMENT
MEDIUM	tests/test_torch_profiler.py	132	# Define a JIT function in this file so we know the filename	COMMENT
MEDIUM	tests/test_torch_profiler.py	338	# Create a test script that uses JIT - must run long enough to profile	COMMENT
MEDIUM	tests/test_perthread_stack_stitching.py	424	# Create a minimal test script that runs worker threads	COMMENT
MEDIUM	tests/test_coverup_109.py	15	# Define a simple HTTP server for testing purposes	COMMENT
MEDIUM	tests/test_coverup_109.py	44	# Create a temporary HTML file	COMMENT
MEDIUM	tests/test_coverup_109.py	45	temp_dir = tempfile.mkdtemp() # Create a new temporary directory	CODE
MEDIUM	tests/test_coverup_91.py	11	# Create a mock function to be decorated	COMMENT
MEDIUM	tests/test_coverup_17.py	19	# Define a process function that will be called by the queue	COMMENT
MEDIUM	tests/test_coverup_17.py	27	# Create an instance of ScaleneSigQueue	COMMENT
MEDIUM⚡	tests/test_coverup_139.py	22	# Create a fake frame object using MagicMock	COMMENT
MEDIUM	tests/test_coverup_116.py	20	# Create a temporary profile file with some content	COMMENT
MEDIUM⚡	tests/test_coverup_122.py	12	# Define a test function to improve coverage	COMMENT
MEDIUM⚡	tests/test_coverup_122.py	15	# Create a temporary file to simulate a Python script	COMMENT
MEDIUM	tests/test_coverup_137.py	29	# Define a dummy function to be decorated	COMMENT
MEDIUM	tests/test_coverup_19.py	15	# Create a temporary directory to simulate a native package with a .so file	COMMENT
MEDIUM	tests/test_coverup_68.py	18	# Define the source and destination dictionaries	COMMENT
MEDIUM	tests/test_coverup_133.py	10	# Create a dummy function to profile	COMMENT
MEDIUM	scalene/scalene_profiler.py	411	# Create a temporary directory to hold aliases to the Python	COMMENT
MEDIUM	scalene/scalene_utility.py	852	# Create a new error with just the custom message	COMMENT
MEDIUM	scalene/scalene_magics.py	40	# Create a file to hold the supplied code.	COMMENT
MEDIUM	scalene/launchbrowser.py	26	# Create a temporary directory	COMMENT
MEDIUM	scalene/launchbrowser.py	28	# Create a command with the required flags	COMMENT
MEDIUM	scalene/scalene_tensorflow.py	114	# Create a temporary directory for traces	COMMENT
MEDIUM	scalene/scalene_signals.py	1	# Import the necessary libraries.	COMMENT
MEDIUM	scalene/scalene_statistics.py	569	# Create a temporary instance to inspect attributes	COMMENT
MEDIUM	scalene/scalene_statistics.py	705	# Initialize statistics classes	COMMENT
MEDIUM	scalene/scalene_statistics.py	871	# Create a file in the Python alias directory with the relevant info.	COMMENT
MEDIUM	scalene/scalene_jax.py	65	# Create a temporary directory for traces	COMMENT
MEDIUM	scalene/scalene_windows.py	151	# Create a C callback wrapper	COMMENT
MEDIUM	scalene/scalene_analysis.py	33	# This module is not installed or something else went wrong; fail gracefully.	COMMENT

Cross-Language Confusion18 hits · 118 pts

Severity	File	Line	Snippet	Context
HIGH	setup.py	179	print("Please install Node.js and run 'npm install && npm run build' in scalene/scalene-gui/")	CODE
HIGH	tests/test_runningstats.py	22	rstats.push(value)	CODE
HIGH	tests/test_coverup_41.py	16	running_stats.push(1)	CODE
HIGH	tests/test_coverup_41.py	18	running_stats.push(2)	CODE
HIGH⚡	tests/test_coverup_4.py	16	running_stats.push(10.0)	CODE
HIGH⚡	tests/test_coverup_4.py	22	running_stats.push(20.0)	CODE
HIGH⚡	tests/test_coverup_4.py	28	running_stats.push(5.0)	CODE
HIGH	tests/test_eintr_retry.py	149	int poll_ok = (r==0 && e>=380);	CODE
HIGH	tests/test_eintr_retry.py	159	int select_ok = (r==0 && e>=380);	CODE
HIGH⚡	tests/test_eintr_retry.py	177	int sigint_ok = (r<0 && errno==EINTR && sigints>0 && e<1000);	CODE
HIGH⚡	tests/test_eintr_retry.py	181	return (poll_ok && select_ok && sigint_ok) ? 0 : 1;	CODE
HIGH⚡	tests/test_coverup_40.py	11	stats.push(10)	CODE
HIGH⚡	tests/test_coverup_40.py	12	stats.push(20)	CODE
HIGH⚡	tests/test_coverup_40.py	13	stats.push(5)	CODE
HIGH⚡	tests/test_coverup_39.py	11	stats.push(1)	CODE
HIGH⚡	tests/test_coverup_39.py	12	stats.push(2)	CODE
HIGH⚡	tests/test_coverup_39.py	13	stats.push(3)	CODE
HIGH	scalene/scalene_output.py	364	file=null,	CODE

Redundant / Tautological Comments55 hits · 83 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	124	# Check if node_modules exists (dependencies installed)	COMMENT
LOW	test/smoketest.py	62	# Check if the target path parts appear at the end of the profiled path	COMMENT
LOW	tests/test_coverup_88.py	22	# Check if __in_jupyter is now True	COMMENT
LOW	tests/test_coverup_31.py	15	# Set attributes to non-default values	COMMENT
LOW	tests/test_coverup_31.py	23	# Check if the attributes are reset to their default values	COMMENT
LOW⚡	tests/test_coverup_15.py	31	# Check if the sys.executable has been changed	COMMENT
LOW⚡	tests/test_coverup_15.py	33	# Check if the sys.path has been updated	COMMENT
LOW⚡	tests/test_coverup_15.py	35	# Check if the PATH environment variable has been updated	COMMENT
LOW⚡	tests/test_coverup_15.py	37	# Check if the files have been created	COMMENT
LOW	tests/test_coverup_118.py	39	frame.f_back = None # Set f_back to None to trigger the return in line 1171	CODE
LOW	tests/test_coverup_77.py	16	# Check if elapsed_time has been updated	COMMENT
LOW	tests/test_coverup_77.py	18	# Check if start_time has been reset to 0	COMMENT
LOW	tests/test_torch_profiler.py	368	# Check if profile was generated	STRING
LOW	tests/test_torch_profiler.py	376	# Check if we have files to analyze	STRING
LOW	tests/test_perthread_stack_stitching.py	416	# Check if native unwinding is available	COMMENT
LOW	tests/test_coverup_109.py	73	# Check if the current directory was restored	COMMENT
LOW⚡	tests/test_coverup_139.py	26	# Check if the queue put method was called with the correct arguments	COMMENT
LOW	tests/test_coverup_116.py	31	# Check if the output file was created and has content	COMMENT
LOW	tests/test_coverup_116.py	37	# Check if the output file contains the profile content	COMMENT
LOW	tests/test_coverup_106.py	27	# Check if the signal.SIGVTALRM is in the returned tuple	COMMENT
LOW	tests/test_coverup_106.py	29	# Check if the returned tuple only contains timer signals	COMMENT
LOW	tests/test_coverup_59.py	27	# Check if decimation occurred	COMMENT
LOW	tests/test_coverup_59.py	31	# Check if the median was correctly calculated	COMMENT
LOW	tests/test_coverup_59.py	56	# Check if decimation occurred	COMMENT
LOW	tests/test_coverup_59.py	60	# Check if the median was correctly calculated	COMMENT
LOW	tests/test_coverup_107.py	24	# Check if Scalene is now initialized	COMMENT
LOW	scalene/scalene_memory_profiler.py	191	# Iterate through the array to compute the new current footprint	COMMENT
LOW	scalene/scalene_profiler.py	1165	# Check if it's time to print profiling info.	COMMENT
LOW	scalene/scalene_utility.py	273	# Set frame to None so we skip this frame entirely.	COMMENT
LOW	scalene/scalene_parseargs.py	266	# Check if --help-advanced is in the arguments	COMMENT
LOW	scalene/scalene_parseargs.py	810	# Check if we should print this line	COMMENT
LOW	scalene/scalene_parseargs.py	954	# Check if the profile file exists	COMMENT
LOW	scalene/scalene_parseargs.py	1159	# Check if user provided a .py file without a subcommand	STRING
LOW	scalene/scalene_parseargs.py	1168	# Check if any argument looks like a Python file or module	STRING
LOW	scalene/scalene_tensorflow.py	22	# Check if TensorFlow is available at import time	COMMENT
LOW	scalene/scalene_torch.py	19	# Check if PyTorch is available at import time	COMMENT
LOW	scalene/scalene_tracing.py	93	# Check if this function is specifically decorated for profiling	COMMENT
LOW	scalene/scalene_tracing.py	232	# Check if the file is in the same directory tree as the program being profiled.	COMMENT
LOW	scalene/scalene_tracing.py	236	# Check if file is in program's directory or a subdirectory	COMMENT
LOW	scalene/scalene_json.py	505	# Check if this line has PyTorch profiler timing (for JIT-compiled code)	COMMENT
LOW	scalene/scalene_json.py	668	# Check if the function at this line is a coroutine	COMMENT
LOW	scalene/scalene_tracer.py	21	# Check if we're running Python 3.12+ where sys.monitoring is available	COMMENT
LOW	scalene/scalene_tracer.py	24	# Check if we're running Python 3.12+ where the C API for sys.monitoring is available	COMMENT
LOW	scalene/scalene_tracer.py	230	# Check if we're still on the same line	COMMENT
LOW	scalene/scalene_tracer.py	236	# Check if the original line is still on the call stack.	COMMENT
LOW	scalene/scalene_jax.py	22	# Check if JAX is available at import time	COMMENT
LOW	scalene/set_nvidia_gpu_modes.py	38	# Check if the script is running as root	COMMENT
LOW	scalene/scalene_cpu_profiler.py	457	# Check if the original caller is stuck inside a call	COMMENT
LOW	scalene/merge_scalene_neuron_profiles.py	41	# Check if source matches any of the files in scalene profile	COMMENT
LOW⚡	scalene/merge_scalene_neuron_profiles.py	85	# Check if CPU sample overlaps with any interval (strict overlap)	COMMENT
LOW⚡	scalene/merge_scalene_neuron_profiles.py	87	# Check if CPU sample falls within interval exactly	COMMENT
LOW	scalene/merge_scalene_neuron_profiles.py	278	# Check if this line has neuron events	COMMENT
LOW	scalene/scalene_analysis.py	62	# Check if the node represents an import statement	COMMENT
LOW	scalene/scalene_analysis.py	92	# Check if the node represents an import from statement	COMMENT
LOW	scalene/scalene_nvidia_gpu.py	57	# Check if each GPU has accounting mode set.	COMMENT

Over-Commented Block85 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW	mypy.ini	21	# It's useful to try this occasionally, and keep it clean; but when	COMMENT
LOW	setup.py	521		COMMENT
LOW	.readthedocs.yaml	21	# builder: "dirhtml"	COMMENT
LOW	test/test_freethreaded_parity.py	541	print(f"\n Memory scaling (8T / 1T): {ratio_8_to_1:.2f}x (nominal 8x)")	COMMENT
LOW	test/original/bm_pyflate.py	361	base[symbol] += 1	COMMENT
LOW	test/optimized/bm_raytrace.py	421	# args.width, args.height,	COMMENT
LOW	…e_benchmarks/docutils_data/docs/dev/enthought-plan.txt	181	Python doesn't have multi-line comments; only single-line. A similar	COMMENT
LOW	formal/extract/scalene_verified_core.py	1	# ============================================================================	COMMENT
LOW	tests/test_classifier_soundness.py	261	#	COMMENT
LOW	tests/test_classifier_soundness.py	281	# actual interruption — but that is the mechanism under test, so using it as its	COMMENT
LOW	tests/test_coverup_14.py	21	assert len(signals) == len(set(signals))	COMMENT
LOW	tests/test_eintr_retry.py	101	# re-armed from the SIGALRM handler via setitimer() on every tick (exactly what	COMMENT
LOW	tests/test_coverup_17.py	61	# Before each test	COMMENT
LOW	tests/test_native_stacks.py	561	""")	COMMENT
LOW	tests/test_native_stacks.py	681	# At least one of the two phases should produce a classified run —	COMMENT
LOW	scalene/scalene_memory_profiler.py	281	#	COMMENT
LOW	scalene/scalene_memory_profiler.py	301	# next legitimate sparkline sample reflects the right	COMMENT
LOW	scalene/replacement_asyncio.py	21	# Nothing to do here - activation is handled by the profiler	COMMENT
LOW	scalene/scalene_arguments.py	121	whose dest async_profile defaults to True).	COMMENT
LOW	scalene/scalene_profiler.py	741	# sparkline) is driven by __last_profiled, updated from this async	COMMENT
LOW	scalene/scalene_profiler.py	841	)	COMMENT
LOW	scalene/scalene_profiler.py	921		COMMENT
LOW	scalene/scalene_profiler.py	1941	# When running "python -c <code> <args>", sys.argv is ['-c'] + <args>	COMMENT
LOW	scalene/scalene_utility.py	101	# into the timeline is retained for the lifetime of the profile). At high	COMMENT
LOW	scalene/scalene_utility.py	1021		COMMENT
LOW	scalene/scalene_signal_manager.py	241		COMMENT
LOW	scalene/scalene_json.py	161		COMMENT
LOW	scalene/scalene_json.py	401	# Stitched Python+native call stacks (emitted when --stacks is set).	COMMENT
LOW	scalene/scalene_json.py	761	100.0	COMMENT
LOW	scalene/scalene_json.py	801	stack_stats_dict = {	COMMENT
LOW	scalene/scalene_json.py	1021	native_samples = stats.memory_stats.memory_malloc_samples.get(	COMMENT
LOW	scalene/scalene_json.py	1161	# boundary (preserves the existing JSON layout).	COMMENT
LOW	scalene/scalene_statistics.py	661	# frame tuples (outermost-first). Native IPs are resolved (and	COMMENT
LOW	scalene/scalene_statistics.py	681		COMMENT
LOW	scalene/scalene_cpu_profiler.py	121	self._stats.gpu_stats.total_gpu_samples += gpu_time	COMMENT
LOW	scalene/scalene_cpu_profiler.py	241	# instruction. If so, the signal was likely deferred during that	COMMENT
LOW	scalene/scalene-gui/scalene-gui.ts	1201	// so frame widths are proportional to bytes attributed to that call path	COMMENT
LOW	scalene/scalene-gui/scalene-gui.ts	1381	// - Top: time-axis ruler with labeled ticks at a "nice" interval	COMMENT
LOW	scalene/scalene-gui/scalene-gui.ts	1401	const TIMELINE_BUCKETS = 600; // resolution along x (vertical pixel columns).	COMMENT
LOW	scalene/scalene-gui/scalene-gui.ts	1821	// Format a time value in seconds for the axis ruler. Uses ms for values	COMMENT
LOW	benchmarks/new_benchmark.py	1	import json	COMMENT
LOW	benchmarks/new_benchmark.py	21	# "run",	COMMENT
LOW	.github/workflows/tests.yml	21	jobs:	COMMENT
LOW	.github/workflows/test-smoketests.yml	61	# always-passing checks come last as smoke for the lifecycle bits.	COMMENT
LOW	src/include/sampleheap.hpp	1	#pragma once	COMMENT
LOW	src/include/sampleheap.hpp	21	#include <sys/types.h>	COMMENT
LOW	src/include/samplefile_win.hpp	1	#pragma once	COMMENT
LOW	src/include/common_win.hpp	1	#pragma once	COMMENT
LOW	src/include/common_win.hpp	21	#else	COMMENT
LOW	src/include/common_win.hpp	41	#endif	COMMENT
LOW	src/include/traceconfig.hpp	1	#pragma once	COMMENT
LOW	src/include/traceconfig.hpp	101	// Return false if filename contains paths corresponding to the native	COMMENT
LOW	src/include/traceconfig.hpp	121	// parent directory that is not literally called "scalene".	COMMENT
LOW	src/include/eintr_retry.hpp	1	// -- C++ --	COMMENT
LOW	src/include/eintr_retry.hpp	21	// report (issue #1060) is the Microsoft ODBC Driver 18 for SQL Server: its TCP	COMMENT
LOW	src/include/eintr_retry.hpp	41	// is returned to the caller unchanged.	COMMENT
LOW	src/include/eintr_retry.hpp	61	namespace scalene {	COMMENT
LOW	src/include/eintr_retry.hpp	81		COMMENT
LOW	src/include/sampler.hpp	1	#pragma once	COMMENT
LOW	src/include/sampler.hpp	21		COMMENT
25 more matches not shown…

Excessive Try-Catch Wrapping52 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	425	except Exception as e:	CODE
LOW	tests/test_sysmon_tool_id_conflict.py	240	except Exception as e:	CODE
LOW	scalene/scalene_profiler.py	365	except Exception as e:	CODE
LOW	scalene/scalene_profiler.py	1338	except Exception:	CODE
LOW	scalene/scalene_profiler.py	1402	except Exception:	CODE
LOW	scalene/scalene_profiler.py	1453	except Exception:	CODE
LOW	scalene/scalene_profiler.py	1566	except Exception as e:	CODE
LOW	scalene/scalene_profiler.py	1844	except Exception as e:	CODE
LOW	scalene/scalene_profiler.py	1921	except Exception:	CODE
LOW	scalene/scalene_profiler.py	1963	except Exception:	CODE
LOW	scalene/scalene_profiler.py	1992	except Exception as ex:	CODE
LOW	scalene/scalene_profiler.py	2105	except Exception as ex:	CODE
LOW	scalene/scalene_profiler.py	2124	except Exception:	CODE
LOW	scalene/scalene_utility.py	201	except Exception:	CODE
LOW	scalene/scalene_utility.py	344	except Exception:	CODE
LOW	scalene/scalene_utility.py	378	except Exception:	CODE
LOW	scalene/scalene_utility.py	399	except Exception:	CODE
LOW	scalene/scalene_utility.py	417	except Exception:	CODE
LOW	scalene/scalene_utility.py	432	except Exception:	CODE
LOW	scalene/scalene_utility.py	452	except Exception:	CODE
LOW	scalene/scalene_utility.py	465	except Exception:	CODE
LOW	scalene/scalene_utility.py	494	except Exception:	CODE
LOW	scalene/scalene_parseargs.py	971	except Exception as e:	CODE
LOW	scalene/scalene_tensorflow.py	145	except Exception:	CODE
LOW	scalene/scalene_tensorflow.py	164	except Exception:	CODE
LOW	scalene/scalene_async.py	314	except Exception:	CODE
LOW	scalene/scalene_torch.py	115	except Exception:	CODE
LOW	scalene/scalene_torch.py	150	except Exception:	CODE
LOW	scalene/scalene_torch.py	152	except Exception:	CODE
LOW	scalene/scalene_torch.py	169	except Exception:	CODE
LOW	scalene/scalene_torch.py	178	except Exception:	CODE
LOW	scalene/scalene_torch.py	219	except Exception:	CODE
LOW	scalene/scalene_torch.py	248	except Exception:	CODE
LOW	scalene/scalene_tracing.py	191	except Exception:	CODE
LOW	scalene/scalene_json.py	103	except Exception:	CODE
LOW	scalene/scalene_apple_gpu.py	225	except Exception:	CODE
LOW	scalene/scalene_jax.py	72	except Exception:	CODE
LOW	scalene/scalene_jax.py	91	except Exception:	CODE
MEDIUM	scalene/scalene_neuron.py	195	print(f"Error decoding JSON: {e}")	CODE
LOW	scalene/scalene_neuron.py	196	except Exception as e:	CODE
MEDIUM	scalene/scalene_neuron.py	96	def has_gpu(self) -> bool:	CODE
LOW	scalene/scalene_windows.py	136	except Exception as e:	CODE
MEDIUM	scalene/merge_scalene_neuron_profiles.py	121	print(f"Error parsing {scalene_file}: {e}")	CODE
LOW	scalene/scalene_library_profiler.py	178	except Exception:	CODE
LOW	scalene/scalene_library_profiler.py	203	except Exception:	CODE
LOW	scalene/__main__.py	12	except Exception as exc:	CODE
MEDIUM	scalene/__main__.py	5	def main() -> None:	CODE
LOW	scalene/scalene_mapfile.py	262	except Exception:	CODE
MEDIUM	scalene/redirect_python.py	40	print(f"Error writing to {fname}: {e}")	CODE
LOW	scalene/scalene_lifecycle.py	162	except Exception:	CODE
LOW	scalene/scalene_lifecycle.py	184	except Exception:	CODE
LOW	benchmarks/benchmark.py	208	except Exception as err:	CODE

Deep Nesting44 hits · 42 pts

Severity	File	Line	Context
LOW	test/test_tracer.py	104	CODE
LOW	test/test_tracer.py	240	CODE
LOW	test/original/bm_scimark.py	226	CODE
LOW	test/original/bm_pyflate.py	398	CODE
LOW	test/original/bm_pyflate.py	551	CODE
LOW	test/optimized/bm_scimark.py	228	CODE
LOW	test/optimized/bm_pyflate.py	401	CODE
LOW	test/optimized/bm_pyflate.py	558	CODE
LOW	tests/test_multiprocessing_pool_spawn.py	19	CODE
LOW	tests/test_coverup_71.py	13	CODE
LOW	tests/test_coverup_87.py	80	CODE
LOW	tests/test_perthread_stack_stitching.py	402	CODE
LOW	tests/test_memory_stacks_bigmem.py	43	CODE
LOW	scalene/scalene_preload.py	23	CODE
LOW	scalene/scalene_memory_profiler.py	102	CODE
LOW	scalene/scalene_profiler.py	885	CODE
LOW	scalene/scalene_profiler.py	1012	CODE
LOW	scalene/scalene_profiler.py	1808	CODE
LOW	scalene/scalene_utility.py	572	CODE
LOW	scalene/scalene_utility.py	654	CODE
LOW	scalene/scalene_signal_manager.py	377	CODE
LOW	scalene/scalene_parseargs.py	199	CODE
LOW	scalene/scalene_parseargs.py	585	CODE
LOW	scalene/scalene_tensorflow.py	47	CODE
LOW	scalene/scalene_torch.py	185	CODE
LOW	scalene/scalene_tracing.py	131	CODE
LOW	scalene/scalene_json.py	708	CODE
LOW	scalene/scalene_output.py	277	CODE
LOW	scalene/scalene_statistics.py	907	CODE
LOW	scalene/scalene_neuron.py	125	CODE
LOW	scalene/scalene_cpu_profiler.py	61	CODE
LOW	scalene/merge_scalene_neuron_profiles.py	9	CODE
LOW	scalene/merge_scalene_neuron_profiles.py	96	CODE
LOW	scalene/scalene_library_profiler.py	163	CODE
LOW	scalene/scalene_analysis.py	18	CODE
LOW	scalene/scalene_analysis.py	69	CODE
LOW	scalene/scalene_analysis.py	101	CODE
LOW	scalene/scalene_analysis.py	136	CODE
LOW	scalene/scalene_analysis.py	168	CODE
LOW	scalene/scalene_analysis.py	175	CODE
LOW	scalene/scalene_nvidia_gpu.py	112	CODE
LOW	benchmarks/new_benchmark.py	42	CODE
LOW	benchmarks/pystone.py	198	CODE
LOW	benchmarks/measure_profiler_memory.py	42	CODE

Modern Structural Boilerplate20 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	scalene/scalene_profiler.py	581	def update_line() -> None:	CODE
LOW	scalene/scalene_profiler.py	586	def update_profiled() -> None:	CODE
LOW	scalene/scalene_profiler.py	641	def set_thread_sleeping(tid: int) -> None:	CODE
LOW	scalene/scalene_profiler.py	1090	def _set_in_jupyter() -> None:	CODE
LOW	scalene/scalene_profiler.py	1737	def set_initialized() -> None:	CODE
LOW	scalene/scalene_signal_manager.py	80	def set_timer_signals(self, enabled: bool) -> None:	CODE
LOW	scalene/scalene_tracing.py	43	def set_args(self, args: ScaleneArguments) -> None:	CODE
LOW	scalene/scalene_tracing.py	49	def set_program_path(self, program_path: Filename) -> None:	CODE
LOW	scalene/scalene_signals.py	49	def set_timer_signals(self, use_virtual_time: bool = True) -> None:	CODE
LOW	scalene/scalene_tracer.py	47	def set_use_legacy_tracer(use_legacy: bool) -> None:	CODE
LOW	scalene/scalene_tracer.py	57	def set_use_python_callback(use_python: bool) -> None:	CODE
LOW	scalene/scalene_tracer.py	164	def _setup_monitoring(cls) -> None:	CODE
LOW	scalene/scalene_apple_gpu.py	191	def set_torch_mps_time(self, time_seconds: float) -> None:	CODE
LOW	scalene/scalene_neuron.py	59	def _update_line(self) -> None:	CODE
LOW	scalene/scalene_windows.py	140	def set_where_in_python(self, func) -> None:	CODE
LOW	scalene/scalene_windows.py	156	def set_done(self, done: bool) -> None:	CODE
LOW	scalene/scalene_client_timer.py	24	def set_itimer(self, seconds: float, interval: float) -> None:	CODE
LOW	scalene/scalene_lifecycle.py	60	def set_initialized(self) -> None:	CODE
LOW	scalene/scalene_lifecycle.py	74	def set_child_info(self, is_child: bool, pid: int) -> None:	CODE
LOW	scalene/scalene_lifecycle.py	79	def set_python_alias_dir(self, path: Path) -> None:	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	test/original/bm_raytrace.py	this file contains definitions for a simple raytracer. copyright callum and tony garnock-jones, 2008. this file may be f	STRING
HIGH	test/optimized/bm_raytrace.py	this file contains definitions for a simple raytracer. copyright callum and tony garnock-jones, 2008. this file may be f	STRING
HIGH	test/expensive_benchmarks/bm_raytrace.py	this file contains definitions for a simple raytracer. copyright callum and tony garnock-jones, 2008. this file may be f	STRING

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	scalene/scalene-gui/jquery-3.6.0.slim.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE

AI Slop Vocabulary4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	291	# so it seems best to just use them and let it error out if not recognized.	COMMENT
LOW	tests/test_coverup_66.py	39	# Mock webbrowser.get().open to simply return True	COMMENT
MEDIUM	scalene/scalene-gui/package-lock.json	2585	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE
MEDIUM	src/include/traceconfig.hpp	119	// installed ``scalene.__file__``). This is the robust check: it	COMMENT

Dead Code4 hits · 8 pts

Severity	File	Line	Context
MEDIUM	test/original/bm_pyflate.py	236	CODE
MEDIUM	test/optimized/bm_scimark.py	20	CODE
MEDIUM	test/optimized/bm_scimark.py	22	CODE
MEDIUM	test/optimized/bm_pyflate.py	237	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scalene/scalene_parseargs.py	164	Load and parse a YAML configuration file. Args: config_path: Path to the YAML config file	STRING

Overly Generic Function Names3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_coverup_55.py	20	def my_method(self):	CODE
LOW	tests/test_coverup_16.py	12	def my_method(self):	CODE
LOW	scalene/scalene-gui/scalene-gui.ts	3046	function doSomething(e: ProgressEvent<FileReader>): void {	CODE

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	scalene/scalene_tensorflow.py	10	This is a basic implementation that captures overall timing.	STRING
MEDIUM	scalene/scalene_jax.py	10	This is a basic implementation that captures overall timing.	STRING

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_coverup_66.py	58	# we don't have direct access to the variable name. We need to check if the directory	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…xpensive_benchmarks/docutils_data/docs/user/config.txt	977	example, "abc@example.org" will be output as::	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings