django-commons/django-debug-toolbar

15.0

Adjusted Score

15.0

Raw Score

100%

Time Factor

2026-07-13

Last Push

8.4K

Stars

Python

Language

18.9K

Lines of Code

178

Files

234

Pattern Hits

2026-07-14

Scan Date

0.04

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 2HIGH 6MEDIUM 3LOW 223

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 234 distinct pattern matches across 10 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 Identifiers183 hits · 184 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_integration_async.py	125	async def test_include_package_urls(self):	CODE
LOW⚡	tests/test_integration_async.py	135	async def test_low_level_cache_view(self):	CODE
LOW⚡	tests/test_integration_async.py	142	async def test_cache_disable_instrumentation(self):	CODE
LOW⚡	tests/test_integration_async.py	165	async def test_is_toolbar_request_without_djdt_urls(self):	CODE
LOW⚡	tests/test_integration_async.py	174	async def test_is_toolbar_request_override_request_urlconf(self):	CODE
LOW⚡	tests/test_integration_async.py	183	async def test_is_toolbar_request_with_script_prefix(self):	CODE
LOW	tests/test_integration_async.py	98	async def test_middleware_response_insertion(self):	CODE
LOW	tests/test_integration_async.py	106	async def test_middleware_no_injection_when_encoded(self):	CODE
LOW	tests/test_integration_async.py	235	async def test_middleware_in_async_mode(self):	CODE
LOW	tests/test_integration_async.py	265	async def test_render_panel_checks_show_toolbar(self):	CODE
LOW	tests/test_integration_async.py	280	async def test_middleware_render_toolbar_json(self):	CODE
LOW	tests/test_integration_async.py	300	async def test_template_source_checks_show_toolbar(self):	CODE
LOW	tests/test_integration_async.py	314	async def test_template_source_errors(self):	CODE
LOW	tests/test_integration_async.py	334	async def test_sql_select_checks_show_toolbar(self):	CODE
LOW	tests/test_integration_async.py	358	async def test_sql_explain_checks_show_toolbar(self):	CODE
LOW	tests/test_integration_async.py	385	async def test_sql_explain_postgres_union_query(self):	CODE
LOW	tests/test_integration_async.py	412	async def test_sql_explain_postgres_json_field(self):	CODE
LOW	tests/test_integration_async.py	435	async def test_sql_profile_checks_show_toolbar(self):	CODE
LOW	tests/test_integration_async.py	460	async def test_render_panels_in_request(self):	CODE
LOW	tests/test_integration_async.py	499	async def test_view_returns_template_response(self):	CODE
LOW	tests/test_integration_async.py	510	async def test_server_timing_headers(self):	CODE
LOW	tests/test_integration_async.py	533	async def test_auth_login_view_without_redirect(self):	CODE
LOW	tests/test_utils.py	71	def test_get_stack_trace_skip(self):	CODE
LOW	tests/test_utils.py	84	def test_deprecated_functions(self):	CODE
LOW	tests/test_utils.py	135	def test_querydict_sanitization(self):	CODE
LOW	tests/test_utils.py	147	def test_non_sortable_dict_keys(self):	CODE
LOW	tests/test_utils.py	161	def test_querydict_multiple_values(self):	CODE
LOW	tests/test_decorators.py	16	def stub_require_toolbar_view(request):	CODE
LOW	tests/test_decorators.py	21	async def stub_require_toolbar_async_view(request):	CODE
LOW⚡	tests/test_decorators.py	35	def test_require_toolbar_debug_true(self):	CODE
LOW⚡	tests/test_decorators.py	39	def test_require_toolbar_debug_false(self):	CODE
LOW⚡	tests/test_decorators.py	46	async def test_require_toolbar_async_debug_true(self):	CODE
LOW⚡	tests/test_decorators.py	50	async def test_require_toolbar_async_debug_false(self):	CODE
LOW⚡	tests/test_decorators.py	59	def test_uses_toolbar_language(self, mock_language_override):	CODE
LOW⚡	tests/test_decorators.py	64	def test_defaults_to_django_language_code(self, mock_language_override):	CODE
LOW	tests/test_middleware.py	73	def test_async_show_toolbar_callback_sync_middleware(self, mocked_show):	CODE
LOW	tests/test_middleware.py	89	async def test_sync_show_toolbar_callback_async_middleware(self, mocked_show):	CODE
LOW	tests/test_apps.py	16	def test_migrations_are_visible(self, mocked_migration_modules):	CODE
LOW	tests/test_apps.py	24	def test_migrations_are_hidden(self, mocked_migration_modules):	CODE
LOW	tests/test_csp_rendering.py	110	def test_does_not_exist_nonce_wasnt_used(self):	CODE
LOW	tests/test_csp_rendering.py	155	def test_panel_content_nonce_exists(self):	CODE
LOW⚡	tests/test_store.py	24	def test_serialize_binary_data(self):	CODE
LOW⚡	tests/test_store.py	30	def test_deserialize_binary_data(self):	CODE
LOW⚡	tests/test_store.py	40	def test_nested_binary_roundtrip(self):	CODE
LOW⚡	tests/test_store.py	47	def test_postgis_sentinel_falls_back_to_bytes_without_geodjango(self):	CODE
LOW	tests/test_store.py	60	def test_postgis_sentinel_roundtrip_without_geodjango(self):	CODE
LOW	tests/test_store.py	77	def test_serialize_unexpected(self):	CODE
LOW	tests/test_store.py	91	def test_methods_are_not_implemented(self):	CODE
LOW	tests/test_store.py	196	def test_panels_nonexistent_request(self):	CODE
LOW	tests/test_store.py	210	def test_serialize_safestring(self):	CODE
LOW	tests/test_store.py	234	def test_get_store_with_setting(self):	CODE
LOW	tests/test_store.py	307	def test_database_queries_are_efficient(self):	CODE
LOW	tests/test_store.py	349	def test_custom_cache_backend(self):	CODE
LOW	tests/test_store.py	371	def test_cache_store_operations_not_tracked_by_cache_panel(self):	CODE
LOW	tests/test_store.py	458	def test_database_backend_not_tracked_by_sql_panel(self):	CODE
LOW	tests/test_store.py	510	def test_database_backend_can_be_tracked_by_sql_panel(self):	CODE
LOW	tests/test_toolbar.py	12	def test_empty_when_debug_is_false(self):	CODE
LOW⚡	tests/test_integration.py	256	def test_is_toolbar_request_without_djdt_urls(self):	CODE
LOW⚡	tests/test_integration.py	265	def test_is_toolbar_request_override_request_urlconf(self):	CODE
LOW⚡	tests/test_integration.py	274	def test_is_toolbar_request_with_script_prefix(self):	CODE
123 more matches not shown…

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	tests/panels/test_profiling.py	test that the panel only inserts content after generate_stats and not the process_request.	STRING
HIGH	tests/panels/test_request.py	test that the panel only inserts content after generate_stats and not the process_request.	STRING
HIGH	tests/panels/test_sql.py	test that the panel only inserts content after generate_stats and not the process_request.	STRING
HIGH	tests/panels/test_staticfiles.py	test that the panel only inserts content after generate_stats and not the process_request.	STRING
HIGH	tests/panels/test_cache.py	test that the panel only inserts content after generate_stats and not the process_request.	STRING
HIGH	tests/panels/test_template.py	test that the panel only inserts content after generate_stats and not the process_request.	STRING

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	debug_toolbar/forms.py	5	from django.core.exceptions import ValidationError	CODE
CRITICAL	debug_toolbar/panels/sql/forms.py	2	from django.core.exceptions import ValidationError	CODE

Deep Nesting9 hits · 9 pts

Severity	File	Line	Context
LOW	example/screenshot.py	64	CODE
LOW	tests/test_checks.py	243	CODE
LOW	debug_toolbar/utils.py	107	CODE
LOW	debug_toolbar/panels/alerts.py	23	CODE
LOW	debug_toolbar/panels/staticfiles.py	102	CODE
LOW	debug_toolbar/panels/staticfiles.py	137	CODE
LOW	debug_toolbar/panels/templates/panel.py	132	CODE
LOW	debug_toolbar/panels/sql/panel.py	215	CODE
LOW	debug_toolbar/panels/sql/tracking.py	190	CODE

Unused Imports8 hits · 8 pts

Severity	File	Line	Context
LOW	example/async_/settings.py	3	CODE
LOW	tests/test_csp_rendering.py	1	CODE
LOW	debug_toolbar/toolbar.py	5	CODE
LOW	debug_toolbar/utils.py	1	CODE
LOW	debug_toolbar/_compat.py	4	CODE
LOW	debug_toolbar/_compat.py	16	CODE
LOW	debug_toolbar/_stubs.py	1	CODE
LOW	debug_toolbar/management/commands/debugsqlshell.py	4	CODE

Excessive Try-Catch Wrapping7 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	debug_toolbar/utils.py	129	except Exception:	CODE
LOW	debug_toolbar/utils.py	207	except Exception: # findsource raises platform-dependant exceptions	CODE
LOW	debug_toolbar/panels/settings.py	14	except Exception as e:	CODE
MEDIUM	debug_toolbar/panels/settings.py	11	def safe_pformat(obj):	CODE
LOW	debug_toolbar/panels/templates/panel.py	177	except Exception:	CODE
LOW	debug_toolbar/panels/templates/views.py	25	except Exception:	CODE
LOW	debug_toolbar/panels/sql/views.py	91	except Exception:	CODE

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	docs/conf.py	41	# Add any paths that contain templates here, relative to this directory.	COMMENT
LOW	debug_toolbar/panels/sql/tracking.py	61	# methods, including .cursor() and .chunked_cursor(), to raise an exception	COMMENT
LOW	debug_toolbar/panels/sql/tracking.py	241	# PostgreSQL does not expose any sort of transaction ID, so it is	COMMENT
LOW	debug_toolbar/static/debug_toolbar/css/toolbar.css	61	--djdt-button-border-color: #666;	COMMENT
LOW	debug_toolbar/static/debug_toolbar/css/toolbar.css	81	#djDebug h5,	COMMENT
LOW	debug_toolbar/static/debug_toolbar/css/toolbar.css	101	#djDebug s,	COMMENT
LOW	debug_toolbar/static/debug_toolbar/css/toolbar.css	121	#djDebug form,	COMMENT

Redundant / Tautological Comments5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	example/screenshot.py	75	# Check if SQL Panel is already visible:	STRING
LOW	debug_toolbar/apps.py	247	# Check if show toolbar callback has changed	COMMENT
LOW	debug_toolbar/apps.py	258	# Check if the toolbar's urls are installed	COMMENT
LOW	debug_toolbar/panels/__init__.py	30	# Check if the panel is async compatible	COMMENT
LOW	debug_toolbar/panels/templates/panel.py	135	# Check if the layer is in the cache.	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_store.py	425	# Create the database cache table	COMMENT
MEDIUM	debug_toolbar/store.py	210	# Create the entry if it doesn't exist (ignore otherwise)	COMMENT

Modern Structural Boilerplate5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	debug_toolbar/__init__.py	1	__all__ = ["APP_NAME", "VERSION"]	CODE
LOW	debug_toolbar/toolbar.py	32	logger = logging.getLogger(__name__)	CODE
LOW	debug_toolbar/panels/templates/__init__.py	3	__all__ = [TemplatesPanel.panel_id]	CODE
LOW	debug_toolbar/panels/sql/__init__.py	3	__all__ = [SQLPanel.panel_id]	CODE
LOW	debug_toolbar/management/commands/debugsqlshell.py	17	__all__ = ["Command", "PrintQueryWrapper"]	CODE