django/channels

9.8

Adjusted Score

9.8

Raw Score

100%

Time Factor

2026-08-06

Last Push

6.4K

Stars

Python

Language

6.5K

Lines of Code

Files

Pattern Hits

2026-08-09

Scan Date

0.00

HC Hit Rate

What These Metrics Mean

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

Score History

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

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

Severity Breakdown

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

CRITICAL 0HIGH 0MEDIUM 2LOW 58

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 60 distinct pattern matches across 7 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 Identifiers37 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_inmemorychannel.py	74	async def test_process_local_send_receive(channel_layer):	CODE
LOW	tests/test_layers.py	68	def test_backend_import_error_not_hidden(self):	CODE
LOW	tests/test_layers.py	108	def test_channel_and_group_name_validation(method, channel_name, expected_valid):	CODE
LOW	tests/test_layers.py	122	def test_group_name_length_error_message(name):	CODE
LOW	tests/test_layers.py	140	def test_channel_name_length_error_message(name):	CODE
LOW	tests/test_layers.py	152	def test_deprecated_valid_channel_name():	CODE
LOW	tests/test_layers.py	169	def test_deprecated_valid_group_name():	CODE
LOW	tests/test_generic_http.py	95	async def test_async_http_consumer_future():	CODE
LOW	tests/test_generic_http.py	131	def receive_awaitable_callable():	CODE
LOW	tests/test_routing.py	22	async def test_protocol_type_router():	CODE
LOW	tests/test_routing.py	184	async def test_url_router_nesting_path():	CODE
LOW	tests/test_http.py	88	async def test_session_samesite_invalid(samesite_invalid):	CODE
LOW	tests/test_http.py	174	async def test_session_save_update_error():	CODE
LOW	tests/test_generic_websocket.py	59	async def test_multiple_websocket_consumers_with_sessions():	CODE
LOW	tests/test_generic_websocket.py	100	async def test_websocket_consumer_subprotocol():	CODE
LOW	tests/test_generic_websocket.py	123	async def test_websocket_consumer_groups():	CODE
LOW	tests/test_generic_websocket.py	159	async def test_async_websocket_consumer():	CODE
LOW	tests/test_generic_websocket.py	201	async def test_async_websocket_consumer_subprotocol():	CODE
LOW	tests/test_generic_websocket.py	224	async def test_async_websocket_consumer_groups():	CODE
LOW	tests/test_generic_websocket.py	261	async def test_async_websocket_consumer_specific_channel_layer():	CODE
LOW	tests/test_generic_websocket.py	299	async def test_json_websocket_consumer():	CODE
LOW	tests/test_generic_websocket.py	332	async def test_async_json_websocket_consumer():	CODE
LOW	tests/test_generic_websocket.py	365	async def test_block_underscored_type_function_call():	CODE
LOW	tests/test_generic_websocket.py	401	async def test_block_leading_dot_type_function_call():	CODE
LOW	tests/test_generic_websocket.py	492	async def test_websocket_receive_with_none_text():	CODE
LOW	tests/test_testing.py	79	async def test_websocket_communicator():	CODE
LOW	tests/test_testing.py	106	async def test_websocket_incorrect_read_json():	CODE
LOW	tests/test_testing.py	125	async def test_websocket_application():	CODE
LOW	tests/security/test_auth.py	99	async def test_login_no_session_in_scope():	CODE
LOW	tests/security/test_auth.py	115	async def test_login_no_user_in_scope(session):	CODE
LOW	tests/security/test_auth.py	131	async def test_login_user_as_argument(session, user_bob):	CODE
LOW	tests/security/test_auth.py	236	async def test_logout_not_logged_in(session):	CODE
LOW	tests/sample_project/tests/test_selenium.py	30	def test_real_time_create_message(self):	CODE
LOW	tests/sample_project/tests/test_selenium.py	55	def test_real_time_delete_message(self):	CODE
LOW	tests/sample_project/tests/selenium_mixin.py	127	def wait_for_websocket_connection(self, substring="WebSocket connected", timeout=5):	CODE
LOW	tests/sample_project/tests/selenium_mixin.py	144	def wait_for_websocket_message_handled(self, timeout=5):	CODE
LOW	channels/layers.py	155	def require_valid_channel_name(self, name, receive=False):	CODE

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	.readthedocs.yaml	21	# Build documentation in the "docs/" directory with Sphinx	COMMENT
LOW	docs/conf.py	1	# -- coding: utf-8 --	COMMENT
LOW	docs/conf.py	41	# The encoding of source files.	COMMENT
LOW	docs/conf.py	61	# for a list of supported languages.	COMMENT
LOW	docs/conf.py	81	# If true, the current module name will be prepended to all description	COMMENT
LOW	docs/conf.py	101	# The theme to use for HTML and HTML Help pages. See the documentation for	COMMENT
LOW	docs/conf.py	121	# of the sidebar.	COMMENT
LOW	docs/conf.py	141	#html_last_updated_fmt = '%b %d, %Y'	COMMENT
LOW	docs/conf.py	161	#html_split_index = False	COMMENT
LOW	docs/conf.py	201	('index', 'Channels.tex', u'Channels Documentation',	COMMENT
LOW	docs/conf.py	241	# Grouping the document tree into Texinfo files. List of tuples	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_http.py	188	# Create a session as normal:	COMMENT
MEDIUM	docs/conf.py	6	# This file is execfile()d with the current directory set to its	COMMENT

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	channels/auth.py	21	CODE
LOW	channels/sessions.py	169	CODE
LOW	channels/utils.py	32	CODE
LOW	channels/routing.py	69	CODE

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	channels/testing/__init__.py	1	CODE
LOW	channels/testing/__init__.py	2	CODE
LOW	channels/testing/__init__.py	3	CODE
LOW	channels/testing/__init__.py	4	CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	channels/sessions.py	47		CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	channels/testing/__init__.py	6	__all__ = [	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings