ok-oldking/ok-wuthering-waves

12.1

Adjusted Score

12.1

Raw Score

100%

Time Factor

2026-08-29

Last Push

7.2K

Stars

Python

Language

36.5K

Lines of Code

183

Files

459

Pattern Hits

2026-08-29

Scan Date

0.01

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 1MEDIUM 5LOW 453

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 459 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 Identifiers277 hits · 246 pts

Severity	File	Line	Snippet	Context
LOW	config.py	11	def _find_most_recently_run_pc_exe():	CODE
LOW	config.py	44	def _find_pc_exe_from_registry():	CODE
LOW	config.py	85	def _is_wuthering_waves_registry_entry(subkey_name, display_name):	CODE
LOW	config.py	90	def _find_pc_exe_near_registered_path(registered_path):	CODE
LOW	setup.py	24	def find_packages_with_init_files(base_dir):	CODE
LOW	tests/TestMergeEchoTask.py	21	def test_ungrouped_tasks_and_global_bag_hotkey_metadata(self):	CODE
LOW	tests/TestMergeEchoTask.py	55	def test_stops_when_selected_echoes_do_not_fill_a_batch(self):	CODE
LOW	tests/TestMergeEchoTask.py	129	def test_alerts_and_stops_when_bag_hotkey_fails(self):	CODE
LOW	tests/TestMergeEchoTask.py	156	def test_quietly_returns_when_not_enough_notification_is_disabled(self):	CODE
LOW	tests/TestMergeEchoTask.py	170	def test_daily_additional_tasks_metadata(self):	CODE
LOW	tests/TestMergeEchoTask.py	195	def test_daily_runs_only_post_daily_selected_tasks(self):	CODE
LOW	tests/TestMergeEchoTask.py	209	def assert_farm_alert_was_sent(task_class):	CODE
LOW	tests/TestMergeEchoTask.py	231	def test_daily_does_not_alert_farm_echo_when_not_selected(self):	CODE
LOW	tests/TestMergeEchoTask.py	244	def test_daily_suppresses_and_restores_not_enough_echo_notification(self):	CODE
LOW	tests/TestMergeEchoTask.py	252	def assert_notification_suppressed(task_class):	CODE
LOW	tests/TestMergeEchoTask.py	263	def test_daily_rejects_farm_echo_without_teleport(self):	CODE
LOW	tests/TestMergeEchoTask.py	277	def test_daily_rejects_nightmare_without_selection(self):	CODE
LOW	tests/TestMergeEchoTask.py	291	def test_daily_accepts_valid_additional_task_configs(self):	CODE
LOW	tests/TestMergeEchoTask.py	311	def test_daily_stops_before_initialization_when_additional_config_is_invalid(self):	CODE
LOW	tests/TestKey.py	37	def test_load_hotkey_skips_set_key_when_short_action_bar_visible(self):	CODE
LOW	tests/TestSkipDialogWideMode.py	15	def test_finds_skip_dialog_icons_with_frame_processor(self):	CODE
LOW	tests/TestSkipDialogWideMode.py	30	def test_finds_and_clicks_wide_mode_confirm_dialog(self):	CODE
LOW	tests/TestEnhanceEchoStatusBox.py	65	def test_drop_search_box_covers_both_drop_templates(self):	CODE
LOW	tests/TestEnhanceEchoStatusBox.py	80	def test_lock_search_box_covers_both_lock_templates(self):	CODE
LOW	tests/TestNightmareNestTask.py	19	def test_nest_is_checked_before_nightmare_changes_book_scroll(self):	CODE
LOW	tests/TestNightmareNestTask.py	26	def test_capture_success_clears_combat_before_post_combat_waits(self):	CODE
LOW	tests/TestNightmareNestTask.py	47	def test_combat_nest_rechecks_after_pickup_in_team_and_open_world(self):	CODE
LOW	tests/TestNightmareNestTask.py	77	def test_capture_mode_does_not_check_combat_after_pickup(self):	CODE
LOW	tests/TestNightmareNestTask.py	84	def test_unreachable_nest_is_cached_when_travel_does_not_enter_world(self):	CODE
LOW	tests/TestNightmareNestTask.py	123	def test_find_nest_skips_cached_unreachable_row(self):	CODE
LOW	tests/TestNightmareNestTask.py	152	def test_cache_key_ignores_small_ocr_position_jitter(self):	CODE
LOW	tests/TestDomainRecoveryLoop.py	18	def test_method_has_retry_parameter_with_default(self):	CODE
LOW	tests/TestDomainRecoveryLoop.py	26	def test_method_increments_retries(self):	CODE
LOW	tests/TestDomainRecoveryLoop.py	38	def test_method_stops_when_retry_budget_exceeded(self):	CODE
LOW	tests/TestDomainRecoveryLoop.py	62	def test_loop_unpacks_must_use_from_farm_in_domain(self):	CODE
LOW	tests/TestMouseResetTask.py	31	def test_run_keeps_only_one_callback(self):	CODE
LOW	tests/TestMouseResetTask.py	39	def test_disabled_callback_stops_and_run_restarts_after_enable(self):	CODE
LOW	tests/TestMouseResetTask.py	51	def test_callback_continues_while_enabled(self):	CODE
LOW	tests/TestMouseResetTask.py	63	def test_browser_mode_does_not_start_loop(self):	CODE
LOW	tests/TestFarmEcho.py	15	def test_find_boss_check_mark(self):	CODE
LOW	tests/TestCD.py	27	def test_cd_values_from_screenshots(self):	CODE
LOW	tests/TestBaseCombatTask.py	38	def test_revive_search_boss_name_matches_game_language(self):	CODE
LOW	tests/TestBaseCombatTask.py	53	def test_revive_flow_uses_language_aware_search_name(self):	CODE
LOW	tests/test_rover.py	8	def test_wind_team_state_initializes_when_form_is_already_known(self):	CODE
LOW	tests/TestSkipDialogConfirm.py	15	def test_clicks_checkbox_then_confirm(self):	CODE
LOW	tests/TestSkipDialogConfirm.py	38	def test_does_nothing_when_dialog_is_absent(self):	CODE
LOW	tests/TestSkipDialogConfirm.py	47	def test_waits_for_optional_dialog_without_raising(self):	CODE
LOW	tests/TestSkipDialogConfirm.py	59	def test_teleport_reuses_optional_dialog_handler(self):	CODE
LOW	tests/TestCustomCharLoader.py	37	def test_loads_enabled_custom_char_class(self):	CODE
LOW	tests/TestCustomCharLoader.py	53	def test_disabled_custom_char_uses_builtin_class(self):	STRING
LOW	tests/TestCustomCharLoader.py	66	def test_remove_custom_char_code_deletes_file_and_uses_builtin_class(self):	STRING
LOW	tests/TestCustomCharLoader.py	81	def test_failed_save_restores_previous_custom_code(self):	STRING
LOW	tests/TestCustomCharLoader.py	97	def test_team_code_only_applies_to_matching_team(self):	STRING
LOW	tests/TestCustomCharLoader.py	131	def test_same_character_can_have_different_code_in_two_teams(self):	STRING
LOW	tests/TestCustomCharLoader.py	155	def test_list_custom_teams_skips_unreadable_team_folder(self):	STRING
LOW	tests/TestCustomCharLoader.py	174	def test_export_and_import_team_archive(self):	STRING
LOW	tests/TestFeatureSet.py	33	def test_template_larger_than_search_area_raises(self):	CODE
LOW	tests/TestScheduleSupport.py	28	def test_selected_tasks_enable_schedule_support(self):	CODE
LOW	tests/TestScheduleSupport.py	61	def test_tacet_task_run_handles_login_before_entering_world(self):	CODE
LOW	tests/TestScheduleSupport.py	75	def test_multi_account_returns_to_main_before_switching_to_login(self):	CODE
217 more matches not shown…

Deep Nesting69 hits · 69 pts

Severity	File	Line	Context
LOW	config.py	11	CODE
LOW	config.py	44	CODE
LOW	tests/TestScheduleSupport.py	28	CODE
LOW	…ents/skills/ok-script-i18n/scripts/task_i18n_helper.py	36	CODE
LOW	.github/scripts/extract_issue_log.py	191	CODE
LOW	.github/scripts/extract_issue_log.py	240	CODE
LOW	src/char/Changli.py	62	CODE
LOW	src/char/Jinhsi.py	82	CODE
LOW	src/char/Xigelika.py	24	CODE
LOW	src/char/Cartethyia.py	108	CODE
LOW	src/char/Cartethyia.py	160	CODE
LOW	src/char/Suisui.py	30	CODE
LOW	src/char/BaseChar.py	369	CODE
LOW	src/char/BaseChar.py	591	CODE
LOW	src/char/BaseChar.py	963	CODE
LOW	src/char/Phrolova.py	16	CODE
LOW	src/char/YangYangSp.py	24	CODE
LOW	src/char/Chisa.py	29	CODE
LOW	src/char/Zhezhi.py	76	CODE
LOW	src/char/Aemeath.py	59	CODE
LOW	src/char/Augusta.py	13	CODE
LOW	src/char/Carlotta.py	122	CODE
LOW	src/char/Carlotta.py	237	CODE
LOW	src/char/Mornye.py	10	CODE
LOW	src/char/Mornye.py	34	CODE
LOW	src/char/Denia.py	19	CODE
LOW	src/char/Camellya.py	39	CODE
LOW	src/char/Camellya.py	171	CODE
LOW	src/char/Camellya.py	179	CODE
LOW	src/char/Qingxiao.py	16	CODE
LOW	src/char/Qingxiao.py	67	CODE
LOW	src/char/Luhesi.py	29	CODE
LOW	src/char/Ciaccona.py	26	CODE
LOW	src/char/Rover.py	99	CODE
LOW	src/char/Rover.py	196	CODE
LOW	src/char/Hiyuki.py	37	CODE
LOW	src/char/Hiyuki.py	84	CODE
LOW	src/char/Phoebe.py	244	CODE
LOW	src/char/Phoebe.py	465	CODE
LOW	src/char/Phoebe.py	639	CODE
LOW	src/char/Zani.py	152	CODE
LOW	src/char/Zani.py	679	CODE
LOW	src/combat/CombatCheck.py	139	CODE
LOW	src/combat/CombatCheck.py	297	CODE
LOW	src/task/ChangeEchoTask.py	44	CODE
LOW	src/task/AutoPickTask.py	33	CODE
LOW	src/task/FiveToOneTask.py	74	CODE
LOW	src/task/process_feature.py	4	CODE
LOW	src/task/FarmMapTask.py	176	CODE
LOW	src/task/DailyTask.py	77	CODE
LOW	src/task/FarmEchoTask.py	113	CODE
LOW	src/task/FarmEchoTask.py	531	CODE
LOW	src/task/AutoCombatTask.py	76	CODE
LOW	src/task/BaseCombatTask.py	98	CODE
LOW	src/task/BaseCombatTask.py	123	CODE
LOW	src/task/BaseCombatTask.py	396	CODE
LOW	src/task/BaseCombatTask.py	579	CODE
LOW	src/task/BaseCombatTask.py	836	CODE
LOW	src/task/GardenTask.py	29	CODE
LOW	src/task/NightmareNestTask.py	80	CODE
9 more matches not shown…

Unused Imports49 hits · 49 pts

Severity	File	Line	Context
LOW	tests/TestFarmEcho.py	4	CODE
LOW	tests/TestFarmEcho.py	6	CODE
LOW	tests/TestEnchaneEcho.py	1	CODE
LOW	tests/TestEnchaneEcho.py	5	CODE
LOW	tests/TestEcho.py	5	CODE
LOW	tests/TestCombatCheck.py	1	CODE
LOW	tests/TestWorld.py	5	CODE
LOW	tests/TestOCR.py	1	CODE
LOW	tests/TestOCR.py	4	CODE
LOW	.agents/skills/deploy/scripts/next_tag.py	4	CODE
LOW	.github/scripts/extract_issue_log.py	4	CODE
LOW	src/globals.py	3	CODE
LOW	src/globals.py	5	CODE
LOW	src/OnnxYolo8Detect.py	1	CODE
LOW	src/OnnxYolo8Detect.py	2	CODE
LOW	src/OnnxYolo8Detect.py	3	CODE
LOW	src/char/Changli.py	6	CODE
LOW	src/char/BaseChar.py	5	CODE
LOW	src/char/BaseChar.py	6	CODE
LOW	src/char/BaseChar.py	8	CODE
LOW	src/char/Rebecca.py	2	CODE
LOW	src/char/Zani.py	8	CODE
LOW	src/combat/CombatCheck.py	6	CODE
LOW	src/combat/CombatCheck.py	7	CODE
LOW	src/task/TacetTask.py	3	CODE
LOW	src/task/ChangeEchoTask.py	8	CODE
LOW	src/task/AutoPickTask.py	3	CODE
LOW	src/task/AutoPickTask.py	5	CODE
LOW	src/task/FiveToOneTask.py	1	CODE
LOW	src/task/FiveToOneTask.py	2	CODE
LOW	src/task/FiveToOneTask.py	5	CODE
LOW	src/task/FiveToOneTask.py	5	CODE
LOW	src/task/FarmMapTask.py	1	CODE
LOW	src/task/FarmMapTask.py	2	CODE
LOW	src/task/FarmMapTask.py	4	CODE
LOW	src/task/FarmMapTask.py	8	CODE
LOW	src/task/SimulationTask.py	1	CODE
LOW	src/task/SkipBaseTask.py	1	CODE
LOW	src/task/SkipBaseTask.py	2	CODE
LOW	src/task/SkipBaseTask.py	6	CODE
LOW	src/task/WWOneTimeTask.py	1	CODE
LOW	src/task/DomainTask.py	1	CODE
LOW	src/task/AutoCombatTask.py	5	CODE
LOW	src/task/BaseCombatTask.py	13	CODE
LOW	src/task/AutoLoginTask.py	2	CODE
LOW	src/task/BaseWWTask.py	5	CODE
LOW	src/task/BaseWWTask.py	9	CODE
LOW	src/task/BaseWWTask.py	9	CODE
LOW	src/task/EnhanceEchoTask.py	9	CODE

Excessive Try-Catch Wrapping40 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	src/OpenVinoYolo8Detect.py	38	except Exception:	CODE
LOW	src/OpenVinoYolo8Detect.py	55	except Exception as e:	CODE
LOW	src/OpenVinoYolo8Detect.py	142	except Exception as e:	CODE
MEDIUM	src/OpenVinoYolo8Detect.py	131	def detect(self, image, threshold=0.5, label=-1):	CODE
LOW	src/OnnxYolo8Detect.py	79	except Exception as e:	CODE
LOW	src/OnnxYolo8Detect.py	205	except Exception as e:	CODE
LOW	src/char/CustomCharLoader.py	102	except Exception:	CODE
LOW	src/char/CustomCharLoader.py	163	except Exception:	CODE
LOW	src/char/CustomCharLoader.py	196	except Exception as e:	CODE
LOW	src/char/CustomCharLoader.py	316	except Exception:	CODE
LOW	src/char/CustomCharLoader.py	371	except Exception as e:	CODE
LOW	src/char/CustomCharLoader.py	431	except Exception:	CODE
LOW	src/char/CustomCharLoader.py	458	except Exception as e:	CODE
LOW	src/char/Linnai.py	92	except Exception as e:	CODE
LOW	src/char/Linnai.py	106	except Exception as e:	CODE
MEDIUM	src/char/Linnai.py	87	def find_target_status_in_box(self, box_name):	CODE
LOW	src/combat/CombatCheck.py	189	except Exception as e:	CODE
LOW	src/gui/CharacterCodeTab.py	472	except Exception as e:	CODE
LOW	src/gui/CharacterCodeTab.py	495	except Exception as e:	CODE
LOW	src/gui/CharacterCodeTab.py	530	except Exception as e:	CODE
LOW	src/gui/CharacterCodeTab.py	562	except Exception as e:	CODE
LOW	src/gui/CharacterCodeTab.py	579	except Exception as e:	CODE
LOW⚡	src/gui/CharacterCodeTab.py	604	except Exception as e:	CODE
LOW⚡	src/gui/CharacterCodeTab.py	612	except Exception as e:	CODE
LOW	src/gui/CharacterCodeTab.py	633	except Exception as e:	CODE
LOW	src/gui/CharacterCodeTab.py	713	except Exception as e:	CODE
MEDIUM	src/gui/CharacterCodeTab.py	607	def _preview_and_import_archive(self, archive_path, expected_team=None):	CODE
LOW	src/task/ChangeEchoTask.py	60	except Exception as e:	CODE
LOW	src/task/DailyTask.py	109	except Exception as e:	CODE
LOW	src/task/DailyTask.py	181	except Exception as e:	CODE
LOW	src/task/DailyTask.py	196	except Exception as e:	CODE
LOW	src/task/DailyTask.py	242	except Exception:	CODE
LOW	src/task/FarmEchoTask.py	106	except Exception as e:	CODE
LOW	src/task/FarmEchoTask.py	192	except Exception as e:	CODE
LOW⚡	src/task/FarmEchoTask.py	226	except Exception as e:	CODE
LOW	src/task/FarmEchoTask.py	390	except Exception:	CODE
LOW	src/task/AutoCombatTask.py	42	except Exception as e:	CODE
LOW	src/task/BaseCombatTask.py	232	except Exception as e:	CODE
LOW	src/task/MouseResetTask.py	58	except Exception as e:	CODE
LOW	src/task/EnhanceEchoTask.py	77	except Exception as e:	CODE

Over-Commented Block12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	requirements.txt	1	#	COMMENT
LOW	requirements.txt	21	numpy==2.5.2	COMMENT
LOW	requirements.txt	41	# via	COMMENT
LOW	requirements.txt	61	# via	COMMENT
LOW	requirements.txt	81	# pyside6	COMMENT
LOW	.github/workflows/issue-triage.lock.yml	1	# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"4cc8d8c95df5b538c35c626cb2ec9ab312f5a42b538c6b58b8b742ebdf6	COMMENT
LOW	.github/workflows/issue-triage.lock.yml	21	# gh aw compile	COMMENT
LOW	.github/workflows/issue-triage.lock.yml	41	# - actions/setup-node@820762786026740c76f36085b0efc47a31fe5020 # v7.0.0	COMMENT
LOW	.github/workflows/issue-triage.lock.yml	921	# --allow-tool github	COMMENT
LOW	.github/workflows/pull-request-review.lock.yml	1	# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"f3b10126b2f29c4fbe4a64991ad1567c417ffe253774744f44033344fe4	COMMENT
LOW	.github/workflows/pull-request-review.lock.yml	21	# gh aw compile	COMMENT
LOW	.github/workflows/pull-request-review.lock.yml	41	# - actions/setup-node@820762786026740c76f36085b0efc47a31fe5020 # v7.0.0	COMMENT

Redundant / Tautological Comments5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/test.yml	89	# Check if the previous command succeeded	COMMENT
LOW	src/OnnxYolo8Detect.py	171	# Check if indices is not an empty tuple, which can happen if NMSBoxes returns nothing.	COMMENT
LOW	src/char/BaseChar.py	796	# # Check if the connected co mponent touches the border	COMMENT
LOW	src/task/BaseCombatTask.py	1057	# Check if the contour is closed by checking if the start and end points are the same	COMMENT
LOW	src/task/BaseCombatTask.py	1064	# Check if the polygon is closed (has no gaps) and has a reasonable number of vertices for a ring.	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_extract_issue_log.py	121	"pyappify app_version:None, app_profile:null, "	CODE

AI Structural Patterns4 hits · 4 pts

Severity	File	Line	Context
LOW	src/char/Zani.py	545	CODE
LOW	src/char/Zani.py	715	CODE
LOW	src/task/BaseWWTask.py	347	CODE
LOW	src/task/BaseWWTask.py	575	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/task/BaseCombatTask.py	1023	# Define the color range	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/task/BaseWWTask.py	1323	# This is more robust than checking individual R, G, B channels.	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings