ok-oldking/ok-wuthering-waves

11.9

Adjusted Score

11.9

Raw Score

100%

Time Factor

2026-07-14

Last Push

6.8K

Stars

Python

Language

27.2K

Lines of Code

154

Files

321

Pattern Hits

2026-07-14

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 6LOW 315

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 321 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 Identifiers158 hits · 144 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	24	def find_packages_with_init_files(base_dir):	CODE
LOW	tests/TestKey.py	37	def test_load_hotkey_skips_set_key_when_short_action_bar_visible(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_capture_success_clears_combat_before_post_combat_waits(self):	CODE
LOW	tests/TestNightmareNestTask.py	40	def test_unreachable_nest_is_cached_when_travel_does_not_enter_world(self):	CODE
LOW	tests/TestNightmareNestTask.py	65	def test_find_nest_skips_cached_unreachable_row(self):	CODE
LOW	tests/TestNightmareNestTask.py	94	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/TestFarmEcho.py	15	def test_find_boss_check_mark(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/TestCustomCharLoader.py	24	def test_loads_enabled_custom_char_class(self):	CODE
LOW	tests/TestCustomCharLoader.py	40	def test_disabled_custom_char_uses_builtin_class(self):	STRING
LOW	tests/TestCustomCharLoader.py	53	def test_remove_custom_char_code_deletes_file_and_uses_builtin_class(self):	STRING
LOW	tests/TestCustomCharLoader.py	68	def test_failed_save_restores_previous_custom_code(self):	STRING
LOW	tests/TestCustomCharLoader.py	84	def test_factory_replaces_old_char_when_active_class_changes(self):	STRING
LOW	tests/TestFeatureSet.py	12	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
LOW	tests/TestScheduleSupport.py	93	def test_multi_account_switches_to_login_after_each_account_daily(self):	CODE
LOW	tests/TestScheduleSupport.py	112	def test_multi_account_login_dropdown_timeout_is_not_silent(self):	CODE
LOW	tests/TestCombatCheck.py	72	def test_lucilla_enables_target_box_short_combat_check_from_char_factory(self):	CODE
LOW	tests/TestCombatCheck.py	98	def test_enter_combat_loads_chars_before_target_check(self):	CODE
LOW	tests/TestWaitLogin.py	66	def test_transient_login_button_is_not_clicked(self):	CODE
LOW	tests/TestWaitLogin.py	77	def test_persistent_login_button_is_clicked(self):	CODE
LOW	tests/TestWaitLogin.py	86	def test_no_click_and_no_settle_when_phone_login_is_already_shown(self):	CODE
LOW	tests/TestWaitLogin.py	97	def test_no_click_when_phone_login_appears_after_settle(self):	CODE
LOW	tests/TestMultiAccountDailyTask.py	13	def test_account_dropdown_accepts_multiple_login_text_matches(self):	CODE
LOW	tests/TestMultiAccountDailyTask.py	29	def test_account_name_normalization_groups_common_ocr_variants(self):	CODE
LOW	tests/TestMultiAccountDailyTask.py	39	def test_click_account_list_selects_visible_third_account_after_first_two_are_done(self):	CODE
LOW⚡	tests/TestChar.py	1057	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW⚡	tests/TestChar.py	1063	def test_intro_does_not_switch_to_phrolova_during_liberation_lock(self):	CODE
LOW⚡	tests/TestChar.py	1067	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW	tests/TestChar.py	93	def test_auto_combat_warms_char_features_only_once(self):	CODE
LOW	tests/TestChar.py	105	def test_load_chars_reports_only_when_team_changes(self):	CODE
LOW	tests/TestChar.py	158	def test_switch_priority_rules(self):	CODE
LOW	tests/TestChar.py	160	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW	tests/TestChar.py	234	def test_chisa_support_intro_records_buff_and_switches_immediately(self):	CODE
LOW	tests/TestChar.py	263	def test_verina_heavy_attack_has_eight_second_interval(self):	CODE
LOW	tests/TestChar.py	265	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW	tests/TestChar.py	317	def test_chisa_support_liberation_records_buff_without_dps_sequence(self):	CODE
LOW	tests/TestChar.py	352	def test_chisa_support_outro_does_not_invent_skill_buff(self):	CODE
LOW	tests/TestChar.py	365	def test_chisa_dps_config_keeps_dps_rotation(self):	CODE
LOW	tests/TestChar.py	385	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW	tests/TestChar.py	417	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW	tests/TestChar.py	454	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW	tests/TestChar.py	467	def heavy_wait_highlight_down(self):	CODE
LOW	tests/TestChar.py	503	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW	tests/TestChar.py	524	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW	tests/TestChar.py	547	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW	tests/TestChar.py	572	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW	tests/TestChar.py	597	def test_switch_priority_hooks(self):	CODE
LOW	tests/TestChar.py	599	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
LOW	tests/TestChar.py	635	def test_intro_refresh_reselects_must_target_before_switch_key_is_sent(self):	CODE
LOW	tests/TestChar.py	637	def time_elapsed_accounting_for_freeze(self, start, intro_motion_freeze=False):	CODE
98 more matches not shown…

Deep Nesting64 hits · 64 pts

Severity	File	Line	Context
LOW	tests/TestScheduleSupport.py	28	CODE
LOW	…ents/skills/ok-script-i18n/scripts/task_i18n_helper.py	36	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/BaseChar.py	353	CODE
LOW	src/char/BaseChar.py	566	CODE
LOW	src/char/BaseChar.py	919	CODE
LOW	src/char/Phrolova.py	16	CODE
LOW	src/char/YangYangSp.py	10	CODE
LOW	src/char/Zhezhi.py	76	CODE
LOW	src/char/Aemeath.py	138	CODE
LOW	src/char/Aemeath.py	257	CODE
LOW	src/char/Augusta.py	13	CODE
LOW	src/char/Carlotta.py	115	CODE
LOW	src/char/Carlotta.py	230	CODE
LOW	src/char/Mornye.py	10	CODE
LOW	src/char/Mornye.py	34	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/Luhesi.py	29	CODE
LOW	src/char/Ciaccona.py	26	CODE
LOW	src/char/Hiyuki.py	37	CODE
LOW	src/char/Hiyuki.py	84	CODE
LOW	src/char/Phoebe.py	156	CODE
LOW	src/char/Phoebe.py	179	CODE
LOW	src/char/Phoebe.py	264	CODE
LOW	src/char/Zani.py	44	CODE
LOW	src/char/Zani.py	396	CODE
LOW	src/combat/CombatCheck.py	133	CODE
LOW	src/combat/CombatCheck.py	291	CODE
LOW	src/gui/CharacterCodeTab.py	304	CODE
LOW	src/task/ChangeEchoTask.py	48	CODE
LOW	src/task/AutoPickTask.py	36	CODE
LOW	src/task/AutoRogueTask.py	65	CODE
LOW	src/task/AutoRogueTask.py	211	CODE
LOW	src/task/AutoRogueTask.py	284	CODE
LOW	src/task/FiveToOneTask.py	74	CODE
LOW	src/task/process_feature.py	4	CODE
LOW	src/task/FarmMapTask.py	179	CODE
LOW	src/task/DailyTask.py	68	CODE
LOW	src/task/SkipBaseTask.py	58	CODE
LOW	src/task/FarmEchoTask.py	116	CODE
LOW	src/task/FarmEchoTask.py	521	CODE
LOW	src/task/AutoCombatTask.py	71	CODE
LOW	src/task/BaseCombatTask.py	95	CODE
LOW	src/task/BaseCombatTask.py	120	CODE
LOW	src/task/BaseCombatTask.py	377	CODE
LOW	src/task/BaseCombatTask.py	525	CODE
LOW	src/task/BaseCombatTask.py	771	CODE
LOW	src/task/MouseResetTask.py	36	CODE
LOW	src/task/GardenTask.py	33	CODE
LOW	src/task/NightmareNestTask.py	185	CODE
LOW	src/task/BaseWWTask.py	154	CODE
LOW	src/task/BaseWWTask.py	217	CODE
LOW	src/task/BaseWWTask.py	300	CODE
LOW	src/task/BaseWWTask.py	703	CODE
4 more matches not shown…

Unused Imports51 hits · 51 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	src/globals.py	4	CODE
LOW	src/globals.py	5	CODE
LOW	src/globals.py	7	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/Phoebe.py	7	CODE
LOW	src/char/Zani.py	9	CODE
LOW	src/combat/CombatCheck.py	6	CODE
LOW	src/combat/CombatCheck.py	7	CODE
LOW	src/task/TacetTask.py	4	CODE
LOW	src/task/ChangeEchoTask.py	9	CODE
LOW	src/task/AutoPickTask.py	5	CODE
LOW	src/task/AutoPickTask.py	7	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	10	CODE
LOW	src/task/SimulationTask.py	1	CODE
LOW	src/task/DailyTask.py	7	CODE
LOW	src/task/SkipBaseTask.py	1	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	7	CODE
LOW	src/task/BaseCombatTask.py	13	CODE
LOW	src/task/AutoLoginTask.py	4	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	11	CODE
LOW	src/scene/WWScene.py	1	CODE

Excessive Try-Catch Wrapping28 hits · 30 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	45	except Exception as e:	CODE
LOW	src/char/CustomCharLoader.py	105	except Exception:	CODE
LOW	src/char/CustomCharLoader.py	132	except Exception as e:	CODE
LOW	src/char/Linnai.py	93	except Exception as e:	CODE
LOW	src/char/Linnai.py	107	except Exception as e:	CODE
MEDIUM	src/char/Linnai.py	88	def find_target_status_in_box(self, box_name):	CODE
LOW	src/combat/CombatCheck.py	183	except Exception as e:	CODE
LOW	src/gui/CharacterCodeTab.py	337	except Exception as e:	CODE
LOW	src/gui/CharacterCodeTab.py	488	except Exception as e:	STRING
LOW	src/task/ChangeEchoTask.py	64	except Exception as e:	CODE
LOW	src/task/AutoRogueTask.py	53	except Exception as e:	CODE
LOW	src/task/DailyTask.py	97	except Exception as e:	CODE
LOW	src/task/DailyTask.py	145	except Exception as e:	CODE
LOW	src/task/DailyTask.py	189	except Exception:	CODE
LOW	src/task/FarmEchoTask.py	109	except Exception as e:	CODE
LOW	src/task/FarmEchoTask.py	195	except Exception as e:	CODE
LOW⚡	src/task/FarmEchoTask.py	225	except Exception as e:	CODE
LOW	src/task/FarmEchoTask.py	382	except Exception:	CODE
LOW	src/task/AutoCombatTask.py	42	except Exception as e:	CODE
LOW	src/task/BaseCombatTask.py	216	except Exception as e:	CODE
LOW	src/task/MouseResetTask.py	62	except Exception as e:	CODE
LOW	src/task/EnhanceEchoTask.py	82	except Exception as e:	CODE

Redundant / Tautological Comments6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/test.yml	89	# Check if the previous command succeeded	COMMENT
LOW	.github/workflows/build.yml	102	# 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	752	# # Check if the connected co mponent touches the border	COMMENT
LOW	src/task/BaseCombatTask.py	987	# Check if the contour is closed by checking if the start and end points are the same	COMMENT
LOW	src/task/BaseCombatTask.py	994	# Check if the polygon is closed (has no gaps) and has a reasonable number of vertices for a ring.	COMMENT

Decorative Section Separators2 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/char/Aemeath.py	211	# ── 分支A：本轮已释放 lib1 但未释放 lib2，必须等待并释放 lib2 ───────	COMMENT
MEDIUM⚡	src/char/Aemeath.py	215	# ── 分支B：本轮既未释放 lib1 也未释放 lib2，尝试 8 秒 fallback ──────	COMMENT

Over-Commented Block8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	requirements.txt	1	#	COMMENT
LOW	requirements.txt	21	# via pycaw	COMMENT
LOW	requirements.txt	41	# via onnxocr-ppocrv4	COMMENT
LOW	requirements.txt	61	pyside6-fluent-widgets==1.8.3	COMMENT
LOW	src/char/BaseChar.py	741	"""判断共鸣回路是否已充满/可用。	COMMENT
LOW	src/task/AutoRogueTask.py	341	# while time.time() - start < time_out:	COMMENT
LOW	src/task/AutoRogueTask.py	361	# x_abs = abs(x - self.width_of_screen(x_offset))	COMMENT
LOW	src/task/FarmEchoTask.py	561	area_i, mat_i = cv2.intersectConvexConvex(cnt.astype(np.float32), shifted.astype(np.float32))	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/task/BaseCombatTask.py	953	# Define the color range	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/task/BaseWWTask.py	1218	# This is more robust than checking individual R, G, B channels.	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/task/BaseWWTask.py	345		CODE
LOW	src/task/BaseWWTask.py	571		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings