0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

24.1K

Stars

C++

Language

3.8M

Lines of Code

6.5K

Files

1.1K

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 924 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 58 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 129 finding(s).

PR Review Velocity Impact 1.8/100 · LOW

Which changes need focused human review? 1074 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 11HIGH 9MEDIUM 67LOW 987

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1074 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block846 hits · 846 pts

Severity	File	Line	Snippet	Context
LOW	tools/OverseasClients/FindMissingJsonTranslate.py	101	def main():	COMMENT
LOW	tools/OverseasClients/FindMissingTemplates.py	1	# WHAT DOES THIS TOOL DO?	COMMENT
LOW	tools/OverseasClients/SortJsonByZHServerOrder.py	1	# WHAT DOES THIS TOOL DO?	COMMENT
LOW	tools/ResourceUpdater/main.cpp	1	#include <algorithm>	COMMENT
LOW	tools/ResourceUpdater/main.cpp	1721	if (name == "샤미르") {	COMMENT
LOW	include/AsstPort.h	1	#pragma once	COMMENT
LOW	include/AsstPort.h	21	#define ASST_DLL_IMPORT __attribute__((visibility("default")))	COMMENT
LOW	include/AsstCallerExtra.h	21	#ifdef __cplusplus	COMMENT
LOW	include/MaaCore.h	1	#pragma once	COMMENT
LOW	docs/ja-jp/protocol/base-scheduling-schema.md	161	// 名前の要件は operators と同じ（中国大陸サーバー以外でも簡体字中国語名を	COMMENT
LOW	docs/ja-jp/protocol/task-schema.md	21	{	COMMENT
LOW	docs/ja-jp/protocol/task-schema.md	41		COMMENT
LOW	docs/ja-jp/protocol/task-schema.md	81	"rectMove": [0, 0, 0, 0], // オプション、認識後のターゲット移動、このオプションは推奨されません。 1280 * 720 を基準とした自動スケーリング	COMMENT
LOW	docs/ja-jp/protocol/copilot-schema.md	61	]	COMMENT
LOW	docs/ja-jp/protocol/copilot-schema.md	81	// "SetUnitLocation" は戦場ユニットのマス座標を設定します："name" と "location" は両方必須で、どちらかが欠けている場合や値が不正	COMMENT
LOW	docs/ja-jp/protocol/copilot-schema.md	101		COMMENT
LOW	docs/ja-jp/manual/cli/config.md	441	# リソースのホットアップデートのリモートリポジトリに関する設定	COMMENT
LOW	docs/ja-jp/manual/cli/config.md	461	# passphrase = { env = "MAA_SSH_PASSPHRASE" }	COMMENT
LOW	docs/zh-cn/protocol/task-schema.md	21	{	COMMENT
LOW	docs/zh-cn/protocol/task-schema.md	41		COMMENT
LOW	docs/zh-cn/protocol/task-schema.md	81	"rectMove": [0, 0, 0, 0], // 可选项，识别后的目标移动，不建议使用该选项。以 1280 * 720 为基准自动缩放	COMMENT
LOW	docs/zh-cn/protocol/sss-schema.md	81	],	COMMENT
LOW	docs/zh-cn/protocol/copilot-schema.md	61	],	COMMENT
LOW	docs/zh-cn/protocol/copilot-schema.md	81	// "rect" 与 "location" 必须至少填写一个，都不填写会导致作业加载失败（解析期报错）；同时填写时优先使用 "rect"（日志输出警告）	COMMENT
LOW	docs/zh-cn/protocol/copilot-schema.md	101	// 使用前必须执行过 type:ResetStopwatch 的 action 重置计时器，不然会卡住	COMMENT
LOW	docs/zh-cn/manual/cli/config.md	441	branch = "main" # 远程仓库的分支，不填时使用远程仓库的默认分支	COMMENT
LOW	docs/zh-tw/protocol/task-schema.md	21	{	COMMENT
LOW	docs/zh-tw/protocol/task-schema.md	41		COMMENT
LOW	docs/zh-tw/protocol/task-schema.md	81	"rectMove": [0, 0, 0, 0], // 選填，辨識後的目標移動，不建議使用該選項。以 1280 * 720 為基準自動縮放	COMMENT
LOW	docs/zh-tw/protocol/sss-schema.md	81	],	COMMENT
LOW	docs/zh-tw/protocol/copilot-schema.md	61	],	COMMENT
LOW	docs/zh-tw/protocol/copilot-schema.md	81	// "rect" 與 "location" 必須至少填寫一個，都不填寫會導致作業載入失敗（解析期報錯）；同時填寫時優先使用 "rect"（日誌輸出警告）	COMMENT
LOW	docs/zh-tw/protocol/copilot-schema.md	101	// 使用前必須執行過 type:ResetStopwatch 的 action 重置計時器，不然會卡住	COMMENT
LOW	docs/zh-tw/manual/cli/config.md	441	branch = "main" # 遠端倉庫的分支，不填時使用遠端倉庫的預設分支	COMMENT
LOW	docs/ko-kr/protocol/base-scheduling-schema.md	101	},	COMMENT
LOW	docs/ko-kr/protocol/base-scheduling-schema.md	141	"training": [ // 훈련실, 훈련 슬롯 오퍼레이터와 지원자를 구성	COMMENT
LOW	docs/ko-kr/protocol/task-schema.md	21	{	COMMENT
LOW	docs/ko-kr/protocol/task-schema.md	41		COMMENT
LOW	docs/ko-kr/protocol/task-schema.md	81	"rectMove": [0, 0, 0, 0], // 선택 사항, 인식 후 목표 이동 (비권장). 1280 * 720 기준 자동 스케일링	COMMENT
LOW	docs/ko-kr/protocol/sss-schema.md	61	{	COMMENT
LOW	docs/ko-kr/protocol/copilot-schema.md	61	],	COMMENT
LOW	docs/ko-kr/protocol/copilot-schema.md	81	// "rect"와 "location" 중 하나는 반드시 지정해야 함. 모두 비워 두면 파싱 오류로 작업 파일 로드에 실패함. 둘 다 지정하면 "rect"가 우선됨 (로그에 경고 출력)	COMMENT
LOW	docs/ko-kr/protocol/copilot-schema.md	101	// 사용 전 반드시 type:ResetStopwatch action을 실행하여 타이머를 초기화해야 함. 안 그러면 멈춤	COMMENT
LOW	docs/ko-kr/manual/cli/config.md	441	branch = "main" # 원격 저장소의 브랜치, 비워두면 원격 저장소의 기본 브랜치 사용	COMMENT
LOW	docs/en-us/protocol/base-scheduling-schema.md	101	},	COMMENT
LOW	docs/en-us/protocol/base-scheduling-schema.md	141	"training": [ // Training Room, configures the trainee slot and the assistant slot	COMMENT
LOW	docs/en-us/protocol/task-schema.md	21	{	COMMENT
LOW	docs/en-us/protocol/task-schema.md	41		COMMENT
LOW	docs/en-us/protocol/task-schema.md	81		COMMENT
LOW	docs/en-us/protocol/sss-schema.md	81	],	COMMENT
LOW	docs/en-us/protocol/copilot-schema.md	61	],	COMMENT
LOW	docs/en-us/protocol/copilot-schema.md	81	// At least one of "rect" or "location" must be set; the copilot fails to load (parse-time error) if ne	COMMENT
LOW	docs/en-us/protocol/copilot-schema.md	101	// You must execute an action with type: ResetStopwatch beforehand to reset the stopwatch; otherwise, it wil	COMMENT
LOW	docs/en-us/manual/cli/config.md	461	# If your key is password-protected:	COMMENT
LOW	docs/.vuepress/plume.config.ts	41	// {	COMMENT
LOW	docs/.vuepress/plume.config.ts	61	// type: "primary",	COMMENT
LOW	docs/.vuepress/plume.config.ts	81	// {	COMMENT
LOW	docs/.vuepress/plume.config.ts	101	// link: "/zh-cn/",	COMMENT
LOW	.github/issue-checker.yml	581	# - name: Check Link	COMMENT
LOW	.github/issue-checker.yml	601	# - hostname: ^private-user-images\.githubusercontent\.com$	COMMENT
786 more matches not shown…

Decorative Section Separators62 hits · 187 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ruitmentTool/roguelike_recruitment_tool/main_window.py	265	# ================================================================	COMMENT
MEDIUM	…ruitmentTool/roguelike_recruitment_tool/main_window.py	267	# ================================================================	COMMENT
MEDIUM	…ruitmentTool/roguelike_recruitment_tool/main_window.py	310	# ================================================================	COMMENT
MEDIUM	…ruitmentTool/roguelike_recruitment_tool/main_window.py	312	# ================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	39	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	41	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	50	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	52	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	75	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	77	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	83	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	85	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	255	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	257	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	266	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	268	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	324	# ================================================================================	COMMENT
MEDIUM⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	326	# ================================================================================	COMMENT
MEDIUM	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	24	# ================================================================================	COMMENT
MEDIUM	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	26	# ================================================================================	COMMENT
MEDIUM	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	228	# ================================================================================	COMMENT
MEDIUM	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	230	# ================================================================================	COMMENT
MEDIUM⚡	tools/ReleaseDownloadStats/release_download_stats.py	43	# ============================================================	COMMENT
MEDIUM⚡	tools/ReleaseDownloadStats/release_download_stats.py	45	# ============================================================	COMMENT
MEDIUM⚡	tools/ReleaseDownloadStats/release_download_stats.py	55	# ============================================================	COMMENT
MEDIUM⚡	tools/ReleaseDownloadStats/release_download_stats.py	57	# ============================================================	COMMENT
MEDIUM	tools/ReleaseDownloadStats/release_download_stats.py	135	# ============================================================	COMMENT
MEDIUM	tools/ReleaseDownloadStats/release_download_stats.py	137	# ============================================================	COMMENT
MEDIUM	tools/ReleaseDownloadStats/release_download_stats.py	186	# ============================================================	COMMENT
MEDIUM	tools/ReleaseDownloadStats/release_download_stats.py	188	# ============================================================	COMMENT
MEDIUM	tools/ReleaseDownloadStats/release_download_stats.py	307	# ============================================================	COMMENT
MEDIUM	tools/ReleaseDownloadStats/release_download_stats.py	309	# ============================================================	COMMENT
MEDIUM	tools/ReleaseDownloadStats/release_download_stats.py	1046	# ============================================================	COMMENT
MEDIUM	tools/ReleaseDownloadStats/release_download_stats.py	1048	# ============================================================	COMMENT
MEDIUM	tools/ImageCropper/main.py	55	# -----------------------------------------------	COMMENT
MEDIUM	tools/ImageCropper/main.py	343	# ---------------------------------------------------------	COMMENT
MEDIUM	…塔_Abandoned_Lighthouse/SSS_（新）荒废灯塔_圣聆初雪+遥_战地援护无人机.json	7	"details": "应急通关视频已上传，求三连\n【MAA保全派驻荒废灯塔雪遥双核】 https://www.bilibili.com/video/BV1Nmb66eE58/?share_source=copy_we	CODE
MEDIUM	…riesTestPlatform_Logos+Haruka_PortableFirstaidKit.json	7	"details": "Emergency one-life-clear video is uploaded, please give it a like, coin, and favorite (三连).\nThis op	CODE
MEDIUM	…dustries_Test_Platform/SSS_雷神工业测试平台_逻各斯+遥_便携式医疗设备.json	7	"details": "应急一命通关视频已上传，求三连\n本作业可以完成竞技记录分析仪的两个任务，将工具人替换成瑕光，远牙，白金，流星，正义骑士号中的四个，并在普通难度开始\n════════════════════════	CODE
MEDIUM	…艺术馆旧址_Galeria_Ruins/SSS_任务专用_艺术馆旧址_维什戴尔_遥_能量扰动放大器.json	7	"details": "作业视频已上传，求三连\n做任务用，别在应急难度开始\n本作业可完成能量扰动放大器的两个任务\n═══════════════════════════════════\n作业代码：maa://6557	CODE
MEDIUM	…/艺术馆旧址_Galeria_Ruins/SSS_艺术馆旧址_维什戴尔_斩业星熊_遥_反制装甲套组.json	7	"details": "应急一命通关视频已上传，求三连\n═══════════════════════════════════\n作业代码：maa://65329\n目前只能手动编队，所有工具人请尽量选择费用低的干员，练度	CODE
MEDIUM	…ture_Platform/SSS_（新）阿尔斯特甜品制作平台_怒潮凛冬+圣聆初雪_溢能回收转化器.json	7	"details": "应急一命通关视频已上传，求三连\n═══════════════════════════════════\n作业代码：maa://90706\n目前只能手动编队，所有工具人请尽量选择费用低的干员，练度	CODE
MEDIUM	…oles_Plate/SSS_多索雷斯在建地块_维什戴尔+荒芜拉普兰德+浊心斯卡蒂_镀膜装置导能阀.json	8	"details": "作业站代码：maa://44406\n应急一命通关视频已上传，求三连！！！\n目前只能手动编队，所有工具人请尽量选择费用低的干员，练度最好精二，最低精一满级\n所有工具人技能不要选只能开一次的技能（类	CODE
MEDIUM	…_Platform/SSS_（新）塔山农业实验平台_荒芜拉普兰德+澄闪+浊心斯卡蒂_智能空域控制机.json	8	"details": "应急一命通关视频已上传，求三连\n═══════════════════════════════════\n作业代码：maa://90793\n目前只能手动编队，所有工具人请尽量选择费用低的干员，练度	CODE
MEDIUM	…_Johns_New_Plate/SSS_约翰老妈新建地块_维什戴尔_荒芜拉普兰德_自适应补给元件.json	7	"details": "应急一命通关视频已上传，求三连\n本作业可完成自适应补给元件的两个任务+招募8次重装医疗任务\n已知问题如下\n①EW容易开了就关，不过应该不影响过，至少我这边不影响\n②MAA可能会在技能界面卡半天	CODE
MEDIUM	…late/SSS_任务专用_约翰老妈新建地块_逻各斯_荒芜拉普兰德_黍_浊心斯卡蒂_战术装备整理箱.json	7	"details": "作业视频已上传，求三连\n做任务用，别在应急难度开始\n本作业可完成战术装备整理箱的任务，有条件的带天有四时（余年夕）更稳\n═══════════════════════════════════\n	CODE
MEDIUM	…an_Jungle/SSS_阿卡胡拉丛林_澄闪+荒芜拉普兰德+Mon3tr+逻各斯_丛林用示踪信标.json	8	"details": "\n应急一命通关视频已上传，求三连\n═══════════════════════════════════\n作业代码：maa://50393\n目前只能手动编队，所有工具人请尽量选择费用低的干员，	CODE
MEDIUM	…allan_Jungle/SSS_任务专用_阿卡胡拉丛林_维什戴尔+乌尔比安+安哲拉_阿戈尔示波器.json	8	"details": "做任务用，别在应急难度开始\n本作业可完成阿戈尔示波器的两个任务\n一命通关视频已上传，求三连\n═══════════════════════════════════\n作业代码：\n目前只能手动编	CODE
MEDIUM	…卡胡拉丛林_Acahuallan_Jungle/SSS_阿卡胡拉丛林_维什戴尔单核_丛林用示踪信标.json	8	"details": "应急一命通关视频已上传，求三连\n═══════════════════════════════════\n作业代码：maa://50548\n目前只能手动编队，所有工具人请尽量选择费用低的干员，练度	CODE
MEDIUM	…le_Wisadel+Ulpianus+Andreana_Ægirian_Oscilloscope.json	8	"details": "Task-only: do NOT start on Emergency difficulty.\nThis job completes two tasks for the Ægirian Oscil	CODE
MEDIUM	…_BarrenBeastsConcertHall_LightweightRangeFinder_2.json	8	"details": "作业站代码：maa://44374\n应急一命通关视频已上传，求三连！！！\n目前只能手动编队，所有工具人请尽量选择费用低的干员，练度最好精二，最低精一满级\n所有工具人技能不要选只能开一次的技能（类	CODE
MEDIUM	…shu_Night_Market/SSS_尚蜀夜市_维什戴尔+阿斯卡纶+Mon3tr_天工夜行套装.json	8	"details": "应急一命通关视频已上传，求三连\n═══════════════════════════════════\n作业代码：maa://50469\n目前只能手动编队，所有工具人请尽量选择费用低的干员，练度	CODE
MEDIUM	…angshu_Night_Market/SSS_任务专用_尚蜀夜市_阿斯卡纶+伊桑_自适应补给元件.json	8	"details": "做任务用，别在应急难度开始\n本作业可完成自适应补给元件的两个任务+招募8次术师任务+招募8次特种任务\n如果后面两个任务完成慢就把这个作业的blacklist里面的干员删掉，就算后面他打不过也能完成	CODE
MEDIUM	…ht_Market_Ascalon_Ethan_Adaptive_Supply_Component.json	8	"details": "Task-only: do NOT start on Emergency difficulty.\nThis job can complete two Adaptive Supply Componen	CODE
MEDIUM	…t_Market_Wisadel+Ascalon+Mon3tr_Nightwalkers_Gear.json	8	"details": "Emergency one-life clear video uploaded — please like/share/subscribe!\n════════════════════════════	CODE
MEDIUM	…rce/copilot/日达诺夫园区/SSS_日达诺夫园区_圣聆初雪+遥+斩业星熊_可充能督战音响.json	7	"details": "这次保全比较难，写了一天才写出个基本可以稳过的，来个三连支持一下\n作业视频：【MAA保全派驻日达诺夫园区雪熊遥三核】 https://www.bilibili.com/video/BV14QbY	CODE
MEDIUM	…佩尔山脚_Spier_Foothills/SSS_施佩尔山脚_逻各斯+圣聆初雪+浊心斯卡蒂_冷爆机.json	7	"details": "应急一命通关视频已上传，求三连\n═══════════════════════════════════\n作业代码：maa://77751\n目前只能手动编队，所有工具人请尽量选择费用低的干员，练度	CODE
MEDIUM	…hePrerita+SkaditheCorruptingHeart_IceBlastMachine.json	7	"details": "The emergency one-life-clear video is now uploaded. Please give it a like, coin, and favorite!\n════	CODE
MEDIUM	…oothills/SSS_任务专用_施佩尔山脚_荒芜拉普兰德+圣聆初雪+浊心斯卡蒂_能量扰动放大器.json	7	"details": "做任务用，在普通难度开始即可\n本作业可以完成能量扰动放大器的两个任务和招募辅助任务\n═══════════════════════════════════\n作业代码：maa://77848\n目	CODE
MEDIUM	…NLY_Caster_Recruit_SpierFoothills_IceBlastMachine.json	7	"details": "This operation is for farming the \"Recruit 8 Casters\" mission. You need to set the loop count. MAA	CODE
2 more matches not shown…

Hallucination Indicators11 hits · 135 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	src/MaaWpfGui/Helper/ConfigConverter.cs	603	ConfigFactory.CurrentConfig.Gui.ExternalNotification.Configs.Add(new ServerChan(sendKey));	CODE
CRITICAL⚡	src/MaaWpfGui/Helper/ConfigConverter.cs	612	ConfigFactory.CurrentConfig.Gui.ExternalNotification.Configs.Add(new Telegram(botToken, chatId, topi	CODE
CRITICAL⚡	src/MaaWpfGui/Helper/ConfigConverter.cs	622	ConfigFactory.CurrentConfig.Gui.ExternalNotification.Configs.Add(new Discord(botToken, userId));	CODE
CRITICAL⚡	src/MaaWpfGui/Helper/ConfigConverter.cs	630	ConfigFactory.CurrentConfig.Gui.ExternalNotification.Configs.Add(new CustomWebhook(webhookUrl, Body:	CODE
CRITICAL⚡	src/MaaWpfGui/Helper/ConfigConverter.cs	638	ConfigFactory.CurrentConfig.Gui.ExternalNotification.Configs.Add(new DingTalk(accessToken, secret));	CODE
CRITICAL	src/MaaWpfGui/Helper/ConfigConverter.cs	653	ConfigFactory.CurrentConfig.Gui.ExternalNotification.Configs.Add(new Smtp(server, port, user, passwo	CODE
CRITICAL	src/MaaWpfGui/Helper/ConfigConverter.cs	668	ConfigFactory.CurrentConfig.Gui.ExternalNotification.Configs.Add(new Bark(sendKey, server));	CODE
CRITICAL	src/MaaWpfGui/Helper/ConfigConverter.cs	679	ConfigFactory.CurrentConfig.Gui.ExternalNotification.Configs.Add(new Qmsg(server, key, user, bot));	CODE
CRITICAL	src/MaaWpfGui/Helper/ConfigConverter.cs	690	ConfigFactory.CurrentConfig.Gui.ExternalNotification.Configs.Add(new Gotify(server, token));	CODE
CRITICAL	src/MaaWpfGui/Helper/ConfigConverter.cs	700	ConfigFactory.CurrentConfig.Gui.ExternalNotification.Configs.Add(new CustomWebhook(url, headers, bod	CODE
CRITICAL	src/MaaWpfGui/Helper/DataHelper.cs	90	var characterNamesClientAdd = GetCharacterNamesAddAction(ConfigFactory.CurrentConfig.Gui.RuntimeSettings.ClientT	CODE

Hyper-Verbose Identifiers37 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	tools/maa_core_eval.py	310	def _default_depot_candidates(self):	CODE
LOW	tools/CheckLocalizationReferences.py	169	def scan_observable_list_keys() -> list[tuple[str, int, str, str]]:	CODE
LOW	tools/OverseasClients/FindMissingJsonTranslate.py	43	def find_missing_translations(server_name):	CODE
LOW⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	327	def new_recruit_priority_offset(	CODE
LOW⚡	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	333	def new_collection_priority_offset(	CODE
LOW	tools/ClangFormatter/test_clang_formatter_paths.py	46	def test_posix_relative_directory_boundary(self):	CODE
LOW	tools/ClangFormatter/test_clang_formatter_paths.py	57	def test_posix_absolute_directory_boundary(self):	CODE
LOW	tools/ClangFormatter/test_clang_formatter_paths.py	75	def test_posix_root_directories(self):	CODE
LOW	tools/ClangFormatter/test_clang_formatter_paths.py	80	def test_windows_directory_boundaries(self):	CODE
LOW	tools/ClangFormatter/test_clang_formatter_paths.py	99	def test_windows_normalization_and_alternate_separator(self):	CODE
LOW⚡	tools/ClangFormatter/test_clang_formatter.py	49	def test_similar_sibling_is_not_ignored(self):	CODE
LOW⚡	tools/ClangFormatter/test_clang_formatter.py	54	def test_ignored_descendants_are_skipped(self):	CODE
LOW⚡	tools/ClangFormatter/test_clang_formatter.py	63	def test_extensions_preserved(self):	CODE
LOW⚡	tools/ClangFormatter/test_clang_formatter.py	66	def test_input_directory_ignored(self):	CODE
LOW⚡	tools/ClangFormatter/test_clang_formatter.py	69	def test_normalized_ignore_directory(self):	CODE
LOW⚡	tools/ClangFormatter/test_clang_formatter.py	77	def test_ignored_descendants_are_not_traversed(self):	CODE
LOW	…ols/ClangFormatter/test_clang_formatter_integration.py	18	def test_only_requested_directory_is_ignored(self):	CODE
LOW	…ols/ClangFormatter/test_clang_formatter_integration.py	58	def test_ignored_current_directory_preserves_descendants(self):	CODE
LOW	…ols/ClangFormatter/test_clang_formatter_integration.py	86	def test_relative_nested_ignore_preserves_sibling(self):	CODE
LOW	tools/ChangelogGenerator/changelog_generator.py	215	def convert_contributors_name(name: str, commit_hash: str, name_type: str):	CODE
LOW	tools/ChangelogGenerator/changelog_generator.py	303	def format_commit_info_with_pr(repo_name: str, commit_hash: str, message: str):	CODE
LOW	tools/ChangelogGenerator/changelog_generator.py	323	def build_maamacgui_changelog(latest: str) -> str:	CODE
LOW	tools/ImageCropper/colormatcher.py	88	def __count_non_zero_with_connected(bin):	CODE
LOW	tools/ImageCropper/main.py	59	def set_screenshot_target_side(c: Controller):	CODE
LOW	tools/ImageCropper/main.py	274	def resize_to_target_short_side(	CODE
LOW	tools/ImageCropper/main.py	311	def get_amplified_roi_rectangle(roi: Roimage) -> list[int]:	CODE
LOW	tools/InfrastEfficientCheck/InfrastEfficientCheck.py	4	def find_skills_without_efficient(json_data):	CODE
LOW	src/Python/tests/test_updater.py	87	def assert_stale_files_removed(self):	CODE
LOW	src/Python/tests/test_updater.py	139	def test_symlinked_dir_outside_install_is_skipped(self):	CODE
LOW⚡	src/Python/tests/test_updater.py	156	def test_scan_error_is_reported(self):	CODE
LOW⚡	src/Python/tests/test_updater.py	166	def test_package_without_managed_dirs_removes_nothing(self):	CODE
LOW⚡	src/Python/tests/test_updater.py	174	def test_update_installs_package_and_removes_stale_files(self):	CODE
LOW⚡	src/Python/tests/test_asst.py	36	def test_insufficient_buffer_returns_none(self):	CODE
LOW⚡	src/Python/tests/test_asst.py	39	def test_larger_buffer_returns_only_image_bytes(self):	CODE
LOW⚡	src/Python/tests/test_asst.py	42	def test_exact_buffer_returns_image_bytes(self):	CODE
LOW⚡	src/Python/tests/test_asst.py	45	def test_empty_image_returns_none(self):	CODE
LOW	src/Python/asst/updater.py	180	def _remove_stale_resource_files(path, package_files):	CODE

Unused Imports42 hits · 41 pts

Severity	File	Line	Context
LOW	tools/SortLocalizationKeys.py	18	CODE
LOW	tools/CheckLocalizationReferences.py	25	CODE
LOW	tools/CheckStubLocalization.py	9	CODE
LOW	tools/GenerateExternalResources.py	17	CODE
LOW	tools/MaskRangeTool/main.py	4	CODE
LOW	…RecruitmentTool/roguelike_recruitment_tool/__init__.py	1	CODE
LOW	…mentTool/roguelike_recruitment_tool/models/__init__.py	1	CODE
LOW	…entTool/roguelike_recruitment_tool/dialogs/__init__.py	1	CODE
LOW	…tTool/roguelike_recruitment_tool/delegates/__init__.py	1	CODE
LOW	…tmentTool/roguelike_recruitment_tool/views/__init__.py	1	CODE
LOW	…tmentTool/roguelike_recruitment_tool/views/__init__.py	2	CODE
LOW	…tmentTool/roguelike_recruitment_tool/views/__init__.py	3	CODE
LOW	…tmentTool/roguelike_recruitment_tool/views/__init__.py	4	CODE
LOW	…tmentTool/roguelike_recruitment_tool/views/__init__.py	5	CODE
LOW	…tmentTool/roguelike_recruitment_tool/views/__init__.py	6	CODE
LOW	…/RoguelikeRecruitmentTool/roguelike/config/__init__.py	1	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	1	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	2	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	2	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	2	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	2	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	2	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	2	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	2	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	2	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	2	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	2	CODE
LOW	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	5	CODE
LOW	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	6	CODE
LOW	…ikeRecruitmentTool/roguelike/recruitment/validation.py	1	CODE
LOW	…ikeRecruitmentTool/roguelike/recruitment/validation.py	1	CODE
LOW	…ikeRecruitmentTool/roguelike/recruitment/validation.py	1	CODE
LOW	…ikeRecruitmentTool/roguelike/recruitment/validation.py	1	CODE
LOW	…ikeRecruitmentTool/roguelike/recruitment/validation.py	1	CODE
LOW	…ikeRecruitmentTool/roguelike/recruitment/validation.py	1	CODE
LOW	tools/GetImageFromROI/updater.py	2	CODE
LOW	tools/ReleaseDownloadStats/release_download_stats.py	15	CODE
LOW	tools/ChangelogGenerator/changelog_generator.py	7	CODE
LOW	tools/ChangelogGenerator/changelog_generator.py	197	CODE
LOW	tools/ImageCropper/roi.py	1	CODE
LOW	tools/ImageCropper/roimage.py	1	CODE
LOW	src/Python/sample.py	6	CODE

Deep Nesting29 hits · 28 pts

Severity	File	Line	Context
LOW	tools/maa_core_eval.py	438	CODE
LOW	tools/maa_core_eval.py	247	CODE
LOW	tools/maafw-control-unit-download.py	77	CODE
LOW	tools/maafw-control-unit-download.py	182	CODE
LOW	tools/CheckLocalizationReferences.py	111	CODE
LOW	tools/CheckLocalizationReferences.py	169	CODE
LOW	tools/CheckLocalizationReferences.py	245	CODE
LOW	tools/GenerateExternalResources.py	34	CODE
LOW	tools/RoguelikeOperSearch/RoguelikeOperSearch.py	16	CODE
LOW	tools/RoguelikeOperSearch/RoguelikeOperSearch.py	29	CODE
LOW	tools/OverseasClients/FindMissingJsonTranslate.py	43	CODE
LOW	tools/OptimizeTemplates/optimize_templates.py	62	CODE
LOW	…elike_recruitment_tool/models/oper_info_table_model.py	23	CODE
LOW	…elike_recruitment_tool/models/oper_info_table_model.py	44	CODE
LOW	…mentTool/roguelike_recruitment_tool/common/__init__.py	29	CODE
LOW	…guelikeRecruitmentTool/roguelike/recruitment/export.py	10	CODE
LOW	…RoguelikeRecruitmentTool/roguelike/recruitment/main.py	280	CODE
LOW	tools/TaskSorter/TaskSorter.py	88	CODE
LOW	tools/SyncTemplate/SyncTemplate.py	91	CODE
LOW	tools/SyncTemplate/SyncTemplate.py	126	CODE
LOW	tools/ReleaseDownloadStats/release_download_stats.py	191	CODE
LOW	tools/ChangelogGenerator/changelog_generator.py	134	CODE
LOW	tools/ChangelogGenerator/changelog_generator.py	196	CODE
LOW	tools/ChangelogGenerator/changelog_generator.py	387	CODE
LOW	tools/InfrastEfficientCheck/InfrastEfficientCheck.py	4	CODE
LOW	src/Python/asst/downloader.py	47	CODE
LOW	src/Python/asst/downloader.py	92	CODE
LOW	src/Python/asst/updater.py	180	CODE
LOW	src/Python/asst/updater.py	265	CODE

Cross-Language Confusion5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	tools/ReleaseDownloadStats/release_download_stats.py	913	let stickyDetailId = null;	CODE
HIGH	tools/ReleaseDownloadStats/release_download_stats.py	919	if (!detail \|\| detail.style.display === 'none') return;	CODE
HIGH	tools/ReleaseDownloadStats/release_download_stats.py	943	stickyDetailId = null;	CODE
HIGH	tools/ReleaseDownloadStats/release_download_stats.py	984	let sortState = {{ key: null, desc: false }};	CODE
HIGH	tools/ReleaseDownloadStats/release_download_stats.py	992	allPairs.push([_allRows[i], _allRows[i + 1]]);	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	tools/maa_core_eval.py	351	except Exception:	CODE
HIGH	tools/SyncTemplate/SyncTemplate.py	119	except (OSError, PermissionError):	CODE
HIGH	src/Python/asst/downloader.py	97	except:	CODE
HIGH	src/Python/asst/updater.py	212	except OSError:	CODE

Excessive Try-Catch Wrapping13 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	tools/maa_core_eval.py	351	except Exception:	CODE
MEDIUM	tools/maa_core_eval.py	122	def _on_callback(self, msg, details):	CODE
LOW	tools/OverseasClients/SortJsonByZHServerOrder.py	40	except Exception:	CODE
LOW	…ruitmentTool/roguelike_recruitment_tool/main_window.py	292	except Exception as e:	CODE
LOW	…ruitmentTool/roguelike_recruitment_tool/main_window.py	399	except Exception as e:	CODE
LOW	…ruitmentTool/roguelike_recruitment_tool/main_window.py	415	except Exception as e:	CODE
LOW	tools/SyncTemplate/SyncTemplate.py	302	except Exception as e:	CODE
LOW	tools/ReleaseDownloadStats/release_download_stats.py	97	except Exception as e:	CODE
LOW	tools/ChangelogGenerator/changelog_generator.py	230	except Exception as e:	CODE
LOW	tools/ChangelogGenerator/changelog_generator.py	268	except Exception as e:	CODE
LOW	src/Python/asst/downloader.py	27	except Exception as e:	CODE
LOW	src/Python/asst/downloader.py	88	except Exception as e:	CODE
LOW	src/Python/asst/updater.py	109	except Exception as e:	CODE

Modern Structural Boilerplate13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	…RecruitmentTool/roguelike_recruitment_tool/__init__.py	3	__all__ = ["RecruitmentTool"]	CODE
LOW	…guelike_recruitment_tool/models/visualisation_model.py	33	def set_configuration(self, config: Configuration \| None) -> None:	CODE
LOW	…mentTool/roguelike_recruitment_tool/models/__init__.py	3	__all__ = ["VisualisationModel"]	CODE
LOW	…/roguelike_recruitment_tool/models/group_list_model.py	49	def set_group_list(self, group_list: list[Group] \| None) -> None:	CODE
LOW	…l/roguelike_recruitment_tool/models/oper_list_model.py	41	def set_oper_list(self, oper_list: list[Oper] \| None) -> None:	CODE
LOW	…mentTool/roguelike_recruitment_tool/common/__init__.py	81	__all__ = ["DocRole", "DescriptionRole", "parse_field"]	CODE
LOW	…entTool/roguelike_recruitment_tool/dialogs/__init__.py	3	__all__ = ["GroupEditDialog"]	CODE
LOW	…tTool/roguelike_recruitment_tool/delegates/__init__.py	3	__all__ = ["EditableDelegate"]	CODE
LOW	…tmentTool/roguelike_recruitment_tool/views/__init__.py	8	__all__ = [	CODE
LOW	…ol/roguelike_recruitment_tool/views/group_list_view.py	92	def update_group(self, index: int) -> None:	CODE
LOW	…/RoguelikeRecruitmentTool/roguelike/config/__init__.py	3	__all__ = ["Theme"]	CODE
LOW	…elikeRecruitmentTool/roguelike/recruitment/__init__.py	15	__all__ = [	CODE
LOW	src/Python/asst/__init__.py	1	__all__ = ["asst", "emulator", "updater", "utils"]	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/ResourceUpdater/clone_data_repo.sh	92	# Define the base URL and parameters	COMMENT
MEDIUM	src/Dart/pubspec.yaml	23	# The following section is specific to Flutter.	COMMENT
MEDIUM	src/Dart/example/pubspec.yaml	55	# The following section is specific to Flutter.	COMMENT

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	…aaCore/Task/Reclamation/ReclamationCraftTaskPlugin.cpp	65	// Step 1: 选择要组装的道具, 若没有找到则在组装台界面向下滑动屏幕后再次检测, 直到识别到要组装的道具后点击	COMMENT
LOW⚡	…aaCore/Task/Reclamation/ReclamationCraftTaskPlugin.cpp	71	// Step 2: 识别加号按钮后点击 99 次增加组装数量	COMMENT
LOW⚡	…aaCore/Task/Reclamation/ReclamationCraftTaskPlugin.cpp	75	// Step 3: 识别组装数量	COMMENT
LOW	…aaCore/Task/Reclamation/ReclamationCraftTaskPlugin.cpp	94	// Step 4: 开始组装或取消组装	COMMENT

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	…aaCore/Task/Reclamation/ReclamationCraftTaskPlugin.cpp	65	// Step 1: 选择要组装的道具, 若没有找到则在组装台界面向下滑动屏幕后再次检测, 直到识别到要组装的道具后点击	COMMENT
LOW⚡	…aaCore/Task/Reclamation/ReclamationCraftTaskPlugin.cpp	71	// Step 2: 识别加号按钮后点击 99 次增加组装数量	COMMENT
LOW⚡	…aaCore/Task/Reclamation/ReclamationCraftTaskPlugin.cpp	75	// Step 3: 识别组装数量	COMMENT
LOW	…aaCore/Task/Reclamation/ReclamationCraftTaskPlugin.cpp	94	// Step 4: 开始组装或取消组装	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/Dart/example/pubspec.yaml	58	# included with your application, so that you can use the icons in	COMMENT

MaaAssistantArknights/MaaAssistantArknights

Open-Source Code Quality, Security and Technical Debt Review