1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

19.6K

Stars

Rust

Language

1.1M

Lines of Code

2.3K

Files

1.6K

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 6.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1287 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 278 finding(s).

Agent Over-Engineering Ratio 6.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1209 finding(s).

PR Review Velocity Impact 7.7/100 · LOW

Which changes need focused human review? 1622 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 0HIGH 0MEDIUM 70LOW 1552

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 1622 distinct pattern matches across 9 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.

Hyper-Verbose Identifiers1152 hits · 1255 pts

Severity	File	Line	Snippet	Context
LOW	tests/helpers/codexServiceMemberDraftHarness.ts	7	export function createCodexServiceMemberDraftHarness(options: {	CODE
LOW	src/App.tsx	297	function resolveTopPromoDisplayMode(ad: TopRightAd): string {	CODE
LOW	src/App.tsx	305	function isTopPromoAdVisibleOnPage(ad: TopRightAd, page: Page): boolean {	CODE
LOW	src/App.tsx	349	function normalizeStoredActivePage(value: string \| null): Page \| null {	CODE
LOW	src/App.tsx	358	function normalizeStartupPagePreference(value: string \| null \| undefined): 'last' \| Page {	CODE
LOW	src/App.tsx	438	function isClaudeWindowsAppLaunchTarget(value: string): boolean {	CODE
LOW	src/App.tsx	519	function buildExternalImportDedupeKey(payload: {	CODE
LOW	src/App.tsx	566	function normalizeQuotaAlertPlatform(platform: string \| undefined): QuotaAlertPlatform {	CODE
LOW	src/App.tsx	604	function getQuotaAlertPlatformLabel(	CODE
LOW	src/App.tsx	671	function getQuotaAlertQuickSettingsType(platform: QuotaAlertPlatform): QuickSettingsType {	CODE
LOW	src/types/zed.ts	80	function isUnlimitedEditPredictionsLimit(value: string \| null \| undefined): boolean {	CODE
LOW	src/types/zed.ts	84	export function getZedAccountDisplayEmail(account: ZedAccount): string {	CODE
LOW	src/types/zed.ts	128	export function getZedEditPredictionsMetrics(account: ZedAccount): ZedEditPredictionsMetrics {	CODE
LOW	src/types/zed.ts	153	export function getZedEditPredictionsLabel(account: ZedAccount): string {	CODE
LOW	src/types/cursor.ts	47	function normalizeCursorMembershipType(membershipType?: string \| null): string {	CODE
LOW	src/types/cursor.ts	101	function isCursorEnterpriseAccount(account: CursorAccount): boolean {	CODE
LOW	src/types/cursor.ts	196	export function getCursorAccountDisplayEmail(account: CursorAccount): string {	CODE
LOW	src/types/navigation.ts	61	export function isMainWindowNavigablePage(page: string): page is Page {	CODE
LOW	src/types/kiro.ts	300	function getBreakdownFreeTrialData(	CODE
LOW	src/types/kiro.ts	583	export function getKiroAccountDisplayEmail(account: KiroAccount): string {	CODE
LOW	src/types/kiro.ts	597	export function getKiroAccountDisplayUserId(account: KiroAccount): string {	CODE
LOW	src/types/kiro.ts	604	export function getKiroAccountLoginProvider(account: KiroAccount): string \| null {	CODE
LOW	src/types/kiro.ts	644	export function getKiroAccountStatusReason(account: KiroAccount): string \| null {	CODE
LOW	src/types/kiro.ts	771	function formatKiroResetTimeAbsolute(resetTime: number): string {	CODE
LOW	src/types/windsurf.ts	84	export function getWindsurfPlanDisplayName(planType?: string \| null): string {	CODE
LOW	src/types/windsurf.ts	135	export function getWindsurfPlanBadgeClass(planType?: string \| null): string {	CODE
LOW	src/types/windsurf.ts	215	function getNormalizedNumberFromPaths(root: unknown, paths: string[][]): number \| null {	CODE
LOW	src/types/windsurf.ts	219	function resolveWindsurfPlanStatus(account: WindsurfAccount): Record<string, unknown> \| null {	CODE
LOW	src/types/windsurf.ts	249	function resolveWindsurfRemotePlanName(account: WindsurfAccount): string \| null {	CODE
LOW	src/types/windsurf.ts	278	function resolvePlanLabelFromTeamsTier(root: unknown): string \| null {	CODE
LOW	src/types/windsurf.ts	293	export function getWindsurfResolvedPlanLabel(account: WindsurfAccount): string \| null {	CODE
LOW	src/types/windsurf.ts	324	export function getWindsurfAccountDisplayEmail(account: WindsurfAccount): string {	CODE
LOW	src/types/windsurf.ts	542	function parseProtoTimestampSecondsFromMessage(bytes: Uint8Array): number \| null {	CODE
LOW	src/types/windsurf.ts	561	function normalizeProtoCreditsValue(value: number \| null): number \| null {	CODE
LOW	src/types/windsurf.ts	568	function parseWindsurfProtoSummary(account: WindsurfAccount): WindsurfProtoSummary \| null {	CODE
LOW	src/types/windsurf.ts	875	function calcUsedPercentFromRemainingPercent(remainingPercent: number \| null): number \| null {	CODE
LOW	src/types/windsurf.ts	888	function calcUsedPercentFromPremiumSnapshot(snapshot: Record<string, unknown>): number \| null {	CODE
LOW	src/types/windsurf.ts	905	function calcRemainingFromPremiumSnapshot(snapshot: Record<string, unknown>): number \| null {	CODE
LOW	src/types/windsurf.ts	974	export function getWindsurfCreditsSummary(account: WindsurfAccount): WindsurfCreditsSummary {	CODE
LOW	src/types/windsurf.ts	1105	export function getWindsurfBillingStrategy(account: WindsurfAccount): string \| null {	CODE
LOW	src/types/windsurf.ts	1157	export function getWindsurfOfficialUsageMode(account: WindsurfAccount): WindsurfOfficialUsageMode {	CODE
LOW	src/types/windsurf.ts	1162	export function getWindsurfQuotaUsageSummary(account: WindsurfAccount): WindsurfQuotaUsageSummary {	CODE
LOW	src/types/windsurf.ts	1228	export function formatWindsurfAllowanceResetLine(	CODE
LOW	src/types/windsurf.ts	1296	export function formatWindsurfResetTimeAbsolute(resetTime: number \| null \| undefined): string {	CODE
LOW	src/types/codebuddy-compat.ts	34	export function getCodebuddyAccountDisplayEmail(account: CodebuddyCnAccount): string {	CODE
LOW	src/types/codebuddy-compat.ts	41	export function getCodebuddyAccountDisplayName(account: CodebuddyCnAccount): string {	CODE
LOW	src/types/codebuddy-compat.ts	62	export function getCodebuddyPlanBadgeClass(badge: string): string {	CODE
LOW⚡	src/types/codebuddy-compat.ts	76	export function getCodebuddyAccountStatus(account: CodebuddyCnAccount): string {	CODE
LOW⚡	src/types/codebuddy-compat.ts	83	export function getCodebuddyCreditsBalance(account: CodebuddyCnAccount): number \| null {	CODE
LOW⚡	src/types/codebuddy-compat.ts	90	export function getCodebuddyOfficialQuotaModel(account: CodebuddyCnAccount): OfficialQuotaModel {	CODE
LOW⚡	src/types/codebuddy-compat.ts	97	export function getCodebuddyQuotaDisplayItems(account: CodebuddyCnAccount): QuotaDisplayItem[] {	CODE
LOW⚡	src/types/codebuddy-compat.ts	104	export function getCodebuddyQuotaCategoryGroups(	CODE
LOW⚡	src/types/codebuddy-compat.ts	114	export function getCodebuddyResourceSummary(account: CodebuddyCnAccount): CodebuddyResourceSummary \| null {	CODE
LOW	src/types/codebuddy-compat.ts	167	export function getCodebuddyExtraCreditSummary(account: CodebuddyCnAccount): CodebuddyExtraCreditSummary {	CODE
LOW	src/types/workbuddy-compat.ts	23	export function getWorkbuddyAccountDisplayEmail(account: WorkbuddyAccount): string {	CODE
LOW	src/types/workbuddy-compat.ts	30	export function getWorkbuddyAccountDisplayName(account: WorkbuddyAccount): string {	CODE
LOW⚡	src/types/workbuddy-compat.ts	58	export function getWorkbuddyAccountStatus(account: WorkbuddyAccount): string {	CODE
LOW⚡	src/types/workbuddy-compat.ts	65	export function getWorkbuddyOfficialQuotaModel(account: WorkbuddyAccount): OfficialQuotaModel {	CODE
LOW⚡	src/types/workbuddy-compat.ts	72	export function getWorkbuddyQuotaDisplayItems(account: WorkbuddyAccount): QuotaDisplayItem[] {	CODE
LOW⚡	src/types/workbuddy-compat.ts	79	export function getWorkbuddyQuotaCategoryGroups(account: WorkbuddyAccount, t: (key: string, defaultValue?: string) => st	CODE
1092 more matches not shown…

Fake / Example Data278 hits · 282 pts

Severity	File	Line	Snippet	Context
LOW	crates/cockpit-core/src/modules/account.rs	2205	Some("user@example.com".to_string()),	CODE
LOW	crates/cockpit-core/src/modules/account.rs	2210	"user@example.com".to_string(),	CODE
LOW	crates/cockpit-core/src/modules/account.rs	2230	assert_eq!(first.id, build_account_storage_id("user@example.com"));	CODE
LOW	src-tauri/src/commands/codex_instance_terminal.rs	444	std::fs::write(temp.join("wt.exe"), b"placeholder").expect("write wt.exe stub");	CODE
LOW	…rc/modules/codex_local_access_tests_pricing_profile.rs	629	Some("user@example.com"),	CODE
LOW	…rc/modules/codex_local_access_tests_pricing_profile.rs	712	Some("user@example.com"),	CODE
LOW	…rc/modules/codex_local_access_tests_pricing_profile.rs	827	Some("user@example.com"),	CODE
LOW	…rc/modules/codex_local_access_tests_pricing_profile.rs	932	Some("user@example.com"),	CODE
LOW	…rc/modules/codex_local_access_tests_pricing_profile.rs	1034	Some("user@example.com"),	CODE
LOW	…rc/modules/codex_local_access_tests_pricing_profile.rs	2371	Some("user@example.com"),	CODE
LOW	src-tauri/src/modules/claude_account_desktop_profile.rs	294	\|\| email.contains("placeholder")	CODE
LOW	src-tauri/src/modules/kiro_account_identity.rs	175	email: Some("user@example.com".into()),	CODE
LOW	src-tauri/src/modules/import.rs	1344	assert_eq!(parsed.email, "user@example.com");	CODE
LOW	src-tauri/src/modules/zcode_oauth.rs	687	"user": { "user_id": "user-1", "email": "user@example.com" }	CODE
LOW	…c-tauri/src/modules/codex_local_access_usage_rollup.rs	235	email: "user@example.com".into(),	CODE
LOW	…rc/modules/codex_local_access_tests_request_routing.rs	318	account_email: "user@example.com".to_string(),	CODE
LOW	…rc/modules/codex_local_access_tests_request_routing.rs	446	Some("user@example.com"),	CODE
LOW	src-tauri/src/modules/account.rs	2942	Some("user@example.com".to_string()),	CODE
LOW	src-tauri/src/modules/account.rs	2947	"user@example.com".to_string(),	CODE
LOW	…rc/modules/codex_local_access_tests_sidecar_gateway.rs	11	account_email: "user@example.com".to_string(),	CODE
LOW	src-tauri/src/modules/account_query_identity.rs	348	serde_json::json!({"id":"old","email":"user@example.com","created_at":0,"last_used":0});	CODE
LOW	src-tauri/src/modules/codex_account_chatgpt_plan.rs	122	"user@example.com".into(),	CODE
LOW⚡	src-tauri/src/modules/hermes_auth.rs	123	"email": "user@example.com",	CODE
LOW⚡	src-tauri/src/modules/hermes_auth.rs	132	"user@example.com"	CODE
LOW⚡	src-tauri/src/modules/hermes_auth.rs	141	{"email": "user@example.com", "access_token": "old"},	CODE
LOW⚡	src-tauri/src/modules/hermes_auth.rs	147	"email": "user@example.com",	CODE
LOW	src/locales/tr.json	526	"placeholder": "Örnek: ghu_xxx / sk-ws-xxx / {\"access_token\":\"eyJ...\",\"refresh_token\":\"rt_...\"} / [{...}	CODE
LOW	src/locales/tr.json	1850	"placeholder": "Teslim notları, kurtarma e-postası veya hesap ayrıntıları",	CODE
LOW	src/locales/tr.json	1935	"placeholder": "Desteklenen format: [{\"email\":\"xxx\",\"refresh_token\":\"1//...\"}] veya doğrudan refresh_token	CODE
LOW	src/locales/tr.json	2736	"placeholder": "Örnek: satır başına bir refresh_token veya {\"refresh_token\":\"rt_...\"}",	CODE
LOW	src/locales/tr.json	2988	"placeholder": "Özel model kimliği girin",	CODE
LOW	src/locales/tr.json	3361	"placeholder": "Hesap ara..."	CODE
LOW	src/locales/tr.json	3920	"placeholder": "Her satıra bir model kimliği girin veya kimlikleri virgülle ayırın.",	CODE
LOW	src/locales/tr.json	4547	"placeholder": "Teslim notları, kurtarma e-postası veya hesap ayrıntıları",	CODE
LOW	src/locales/tr.json	4861	"placeholder": "Örnek:\ngpt-5.4-mini\ngpt-5.3-*",	CODE
LOW	src/locales/tr.json	7281	"placeholder": "API Anahtarını yapıştırın",	CODE
LOW	src/locales/tr.json	7522	"placeholder": "Günlük içeriğinde ara",	CODE
LOW	src/locales/tr.json	7888	"placeholder": "Sağlayıcı API Key yapıştırın",	CODE
LOW	src/locales/tr.json	7999	"placeholder": "Örn: Free ana, Max 20x, ekip hesabı",	CODE
LOW	src/locales/ja.json	531	"placeholder": "例: ghu_xxx / sk-ws-xxx / {\"access_token\":\"eyJ...\",\"refresh_token\":\"rt_...\"} / [{...}]"	CODE
LOW	src/locales/ja.json	1850	"placeholder": "受け渡しメモ、復旧メール、アカウント詳細など",	CODE
LOW	src/locales/ja.json	1935	"placeholder": "対応形式：[{\"email\":\"xxx\",\"refresh_token\":\"1//...\"}] または refresh_token を直接貼り付け",	CODE
LOW	src/locales/ja.json	2736	"placeholder": "例: 1 行に 1 つの refresh_token、または {\"refresh_token\":\"rt_...\"}",	CODE
LOW	src/locales/ja.json	2988	"placeholder": "カスタムモデル ID を入力",	CODE
LOW	src/locales/ja.json	3358	"placeholder": "アカウントを検索..."	CODE
LOW	src/locales/ja.json	3920	"placeholder": "1 行に 1 つのモデル ID を入力するか、カンマで区切ってください。",	CODE
LOW	src/locales/ja.json	4547	"placeholder": "受け渡しメモ、復旧メール、アカウント詳細など",	CODE
LOW	src/locales/ja.json	4861	"placeholder": "例:\ngpt-5.4-mini\ngpt-5.3-*",	CODE
LOW	src/locales/ja.json	7281	"placeholder": "API キーを貼り付け",	CODE
LOW	src/locales/ja.json	7522	"placeholder": "ログ内を検索",	CODE
LOW	src/locales/ja.json	7888	"placeholder": "プロバイダーの API Key を貼り付け",	CODE
LOW	src/locales/ja.json	7999	"placeholder": "例：Free メイン、Max 20x、チームアカウント",	CODE
LOW	src/locales/de.json	531	"placeholder": "Beispiel: ghu_xxx / sk-ws-xxx / {\"access_token\":\"eyJ...\",\"refresh_token\":\"rt_...\"} / [{.	CODE
LOW	src/locales/de.json	1850	"placeholder": "Lieferhinweise, Wiederherstellungs-E-Mail oder Kontodetails",	CODE
LOW	src/locales/de.json	1935	"placeholder": "Unterstütztes Format: [{\"email\":\"xxx\",\"refresh_token\":\"1//...\"}] oder refresh_token direkt	CODE
LOW	src/locales/de.json	2736	"placeholder": "Beispiel: ein refresh_token pro Zeile oder {\"refresh_token\":\"rt_...\"}",	CODE
LOW	src/locales/de.json	2988	"placeholder": "Benutzerdefinierte Modell-ID eingeben",	CODE
LOW	src/locales/de.json	3361	"placeholder": "Konten suchen..."	CODE
LOW	src/locales/de.json	3920	"placeholder": "Eine Modell-ID pro Zeile eingeben oder IDs durch Kommas trennen.",	CODE
LOW	src/locales/de.json	4547	"placeholder": "Lieferhinweise, Wiederherstellungs-E-Mail oder Kontodetails",	CODE
218 more matches not shown…

Decorative Section Separators57 hits · 171 pts

Severity	File	Line	Snippet	Context
MEDIUM	src-tauri/src/commands/account.rs	725	// ─── 账号分组持久化 ────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/commands/codex_account_commands.rs	2815	// ─── Codex 账号分组持久化 ────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/modules/codex_account_index.rs	1102	// ─── Codex 分组额度刷新策略（最高优先级）────────────────────────────	COMMENT
MEDIUM	src/components/AccountGroupModal.tsx	65	// ─── 分组管理弹窗 ──────────────────────────────────────────	COMMENT
MEDIUM	src/components/AccountGroupModal.tsx	581	// ─── 通用添加账号到分组弹窗 ──────────────────────────────────	COMMENT
MEDIUM	src/components/AccountGroupModal.tsx	867	// ─── 添加到分组弹窗 ──────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	751	// ─── Privacy ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	769	// ─── View Mode ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	782	// ─── Search & Filter ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	798	// ─── Sort ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	862	// ─── Selection ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	894	// ─── Tags ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	1040	// ─── Tag filter click-outside ─────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	1053	// ─── Fetch on mount ───────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	1058	// ─── CRUD ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	1180	// ─── Inject ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	1272	// ─── WebView（网页会话） ───────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	1302	// ─── Export ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	1357	// ─── Add Modal ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	1751	// ─── Import ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	1925	// ─── OAuth (Device Flow) ──────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	2396	// ─── Flow Notice ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	2415	// ─── Current Account ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	2464	// ─── Utilities ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/hooks/useProviderAccountsPage.ts	2487	// ─── Return ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/WindsurfAccountsPage.tsx	745	// ─── Platform-specific: Presentation & Credits ──────────────────────	COMMENT
MEDIUM	src/pages/WindsurfAccountsPage.tsx	1019	// ─── Tier filter ────────────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/WindsurfAccountsPage.tsx	1046	// ─── Filtering & Sorting ────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/WindsurfAccountsPage.tsx	1151	// ─── Render helpers ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/CursorAccountsPage.tsx	224	// ─── Platform-specific: Plan resolution ────────────────────────────	COMMENT
MEDIUM	src/pages/CursorAccountsPage.tsx	262	// ─── Platform-specific: Quota ──────────────────────────────────────	COMMENT
MEDIUM	src/pages/CursorAccountsPage.tsx	375	// ─── Platform-specific: Dynamic tier filter ────────────────────────	COMMENT
MEDIUM	src/pages/CursorAccountsPage.tsx	463	// ─── Filtering & Sorting ──────────────────────────────────────────	COMMENT
MEDIUM	src/pages/CursorAccountsPage.tsx	613	// ─── Render helpers ────────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/AccountsPage.tsx	202	// ─── 验证状态标记 ────────────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/AccountsPage.tsx	604	// ─── 账号分组 ──────────────────────────────────────────	COMMENT
MEDIUM	src/pages/CodexAccountsPage.tsx	244	// ─── Codex-specific: OAuth via Tauri events ──────────────────────────	COMMENT
MEDIUM	src/pages/CodexAccountsPage.tsx	356	// ─── Codex-specific: Switch / Import ─────────────────────────────────	COMMENT
MEDIUM	src/pages/CodexAccountsPage.tsx	433	// ─── Platform-specific: Presentation ─────────────────────────────────	COMMENT
MEDIUM	src/pages/CodexAccountsPage.tsx	491	// ─── Filtering & Sorting ────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/CodexAccountsPage.tsx	539	// ─── Render helpers ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/useCodexAccountsBaseController.tsx	100	// ─── Codex 账号分组 ────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/GitHubCopilotAccountsPage.tsx	188	// ─── Platform-specific: Presentation & filtering ────────────────────	COMMENT
MEDIUM	src/pages/GitHubCopilotAccountsPage.tsx	415	// ─── Render helpers ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/KiroAccountsPage.tsx	225	// ─── Platform-specific: Presentation & Credits ──────────────────────	COMMENT
MEDIUM	src/pages/KiroAccountsPage.tsx	413	// ─── Platform-specific: Dynamic tier filter ─────────────────────────	COMMENT
MEDIUM	src/pages/KiroAccountsPage.tsx	477	// ─── Filtering & Sorting ────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/KiroAccountsPage.tsx	599	// ─── Render helpers ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/services/platformGroupService.ts	15	// ─── 平台标识规范化 ──────────────────────────────────────────	COMMENT
MEDIUM	src/services/platformGroupService.ts	25	// ─── 内存缓存与任务串行队列 ─────────────────────────────────	COMMENT
MEDIUM	src/services/platformGroupService.ts	50	// ─── 磁盘 I/O ───────────────────────────────────────────────	COMMENT
MEDIUM	src/services/platformGroupService.ts	92	// ─── 公开 API ────────────────────────────────────────────────	COMMENT
MEDIUM	src/services/platformGroupService.ts	272	// ─── 本地 Active Tab 记忆持久化（不纳入云端同步与备份） ─────────	COMMENT
MEDIUM	src/services/accountGroupService.ts	23	// ─── 内存缓存 ───────────────────────────────────────	COMMENT
MEDIUM	src/services/accountGroupService.ts	150	// ─── 公开 API（全部改为 async） ───────────────────────	COMMENT
MEDIUM	src/services/codexAccountGroupService.ts	157	// ─── 内存缓存 ───────────────────────────────────────	COMMENT
MEDIUM	src/services/codexAccountGroupService.ts	210	// ─── 公开 API ───────────────────────────────────────	COMMENT

Over-Commented Block88 hits · 84 pts

Severity	File	Line	Snippet	Context
LOW	crates/cockpit-core/src/models/codex.rs	141	pub hourly_percentage: i32,	COMMENT
LOW	crates/cockpit-core/src/models/windsurf.rs	41	pub windsurf_auth_token: Option<String>,	COMMENT
LOW	crates/cockpit-core/src/modules/windsurf_devin_oauth.rs	1	//! Windsurf Devin Auth (2026-04+) 协议实现	COMMENT
LOW	crates/cockpit-core/src/modules/vscode_inject.rs	1	//! VS Code GitHub Copilot token injection module.	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	41	/// WebSocket 服务是否启用	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	61	pub global_proxy_url: String,	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	81	#[serde(default = "default_auto_refresh")]	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	101	/// GitHub Copilot 自动刷新间隔（分钟），-1 表示禁用	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	121	pub workbuddy_auto_refresh_minutes: i32,	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	141	#[serde(default = "default_hide_dock_icon")]	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	161	/// Codex 启动后唤醒延时（秒），0 表示立即	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	181	pub auto_backup_last_backup_at: Option<String>,	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	201	#[serde(default = "default_vscode_app_path")]	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	221	/// Qoder 启动路径（为空则使用默认路径）	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	241	pub trae_solo_cn_app_scan_roots: String,	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	261	#[serde(default = "default_grok_opencode_sync_on_switch")]	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	281	/// Antigravity 切号是否启用“本地落盘 + 扩展无感”且不重启	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	301	pub auto_switch_selected_account_ids: Vec<String>,	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	321	#[serde(default = "default_quota_alert_threshold")]	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	341	/// 是否启用 GitHub Copilot 配额预警通知	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	361	pub cursor_quota_alert_enabled: bool,	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	381	#[serde(default = "default_qoder_quota_alert_threshold")]	COMMENT
LOW	crates/cockpit-core/src/modules/config.rs	401	/// 是否启用 WorkBuddy 配额预警通知	COMMENT
LOW	crates/cockpit-core/src/modules/websocket.rs	21	// ============ 事件通知（Tools -> 扩展） ============	COMMENT
LOW	src-tauri/src/models/grok.rs	101	pub access_token: String,	COMMENT
LOW	src-tauri/src/models/grok.rs	201	pub coding_data_retention_opt_out: Option<bool>,	COMMENT
LOW	src-tauri/src/models/codex_local_access.rs	181	#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]	COMMENT
LOW	src-tauri/src/models/codex_local_access.rs	681	pub image_generation_main_model: Option<String>,	COMMENT
LOW	src-tauri/src/models/codex_local_access.rs	701	#[serde(default, skip_serializing_if = "Vec::is_empty")]	COMMENT
LOW	src-tauri/src/models/codex_local_access.rs	721	#[serde(default)]	COMMENT
LOW	src-tauri/src/models/codex_local_access.rs	761	pub debug_logs: bool,	COMMENT
LOW	src-tauri/src/models/codex_local_access.rs	941	#[serde(default)]	COMMENT
LOW	src-tauri/src/models/codex_local_access.rs	961	#[serde(default, skip_serializing_if = "Option::is_none")]	COMMENT
LOW	src-tauri/src/models/codex_local_access.rs	981	pub error_category: String,	COMMENT
LOW	src-tauri/src/models/codex.rs	121	#[serde(default)]	COMMENT
LOW	src-tauri/src/models/codex.rs	201	pub openai_api_key: Option<String>,	COMMENT
LOW	src-tauri/src/models/codex.rs	221	#[serde(default, skip_serializing_if = "is_false")]	COMMENT
LOW	src-tauri/src/models/codex.rs	241	/// 网关模式下用于生图转发的来源账号池。	COMMENT
LOW	src-tauri/src/models/codex.rs	441	/// 周配额百分比 (0-100)	COMMENT
LOW	src-tauri/src/models/account.rs	21	pub account_password: Option<String>,	COMMENT
LOW	src-tauri/src/models/windsurf.rs	41	pub windsurf_auth_token: Option<String>,	COMMENT
LOW	src-tauri/src/commands/codex_temp_login_commands.rs	1	// Codex 官方客户端临时登录命令。	COMMENT
LOW	src-tauri/src/modules/codex_account_provider.rs	1101		COMMENT
LOW	src-tauri/src/modules/codex_account_model_catalog.rs	2421	/// profile 级「工具写入的 provider 引用」快照文件名。	COMMENT
LOW	src-tauri/src/modules/windsurf_devin_oauth.rs	1	//! Windsurf Devin Auth (2026-04+) 协议实现	COMMENT
LOW	src-tauri/src/modules/windsurf_devin_oauth.rs	521	// ========== GetUserStatus: 查 Devin 账号的计划/配额 ==========	COMMENT
LOW	src-tauri/src/modules/codex_account_grok_provider.rs	1	// Codex 账号模块：Grok(xAI) 供应商账号。	COMMENT
LOW	src-tauri/src/modules/vscode_inject.rs	1	//! VS Code GitHub Copilot token injection module.	COMMENT
LOW	src-tauri/src/modules/group_settings.rs	1	//! 模型分组配置模块	COMMENT
LOW	src-tauri/src/modules/codex_proxy_desktop_router.rs	1	//! A stable, per-account SOCKS5 / HTTP CONNECT endpoint shared by account requests,	COMMENT
LOW	src-tauri/src/modules/config.rs	41	/// 用户配置（持久化存储）	COMMENT
LOW	src-tauri/src/modules/config.rs	61	pub global_proxy_enabled: bool,	COMMENT
LOW	src-tauri/src/modules/config.rs	81	#[serde(default = "default_theme")]	COMMENT
LOW	src-tauri/src/modules/config.rs	101	/// Codex 自动刷新间隔（分钟），-1 表示禁用	COMMENT
LOW	src-tauri/src/modules/config.rs	121	/// Zed 自动刷新间隔（分钟），-1 表示禁用	COMMENT
LOW	src-tauri/src/modules/config.rs	141	pub grok_sync_official_auth_on_switch: bool,	COMMENT
LOW	src-tauri/src/modules/config.rs	161	#[serde(default = "default_qoder_auto_refresh")]	COMMENT
LOW	src-tauri/src/modules/config.rs	181	/// 是否隐藏 Dock 图标（macOS）	COMMENT
LOW	src-tauri/src/modules/config.rs	201	pub startup_minimized: bool,	COMMENT
LOW	src-tauri/src/modules/config.rs	221	/// 是否启用后台账号授权保活	COMMENT
28 more matches not shown…

AI Slop Vocabulary12 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	resources/codex/codex_client_models.json	72	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	resources/codex/codex_client_models.json	72	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	resources/codex/codex_client_models.json	159	"base_instructions": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your job i	CODE
MEDIUM⚡	resources/codex/codex_client_models.json	159	"base_instructions": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your job i	CODE
MEDIUM⚡	resources/codex/codex_client_models.json	864	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	resources/codex/codex_client_models.json	864	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	resources/codex/codex_client_models.json	945	"base_instructions": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your job i	CODE
MEDIUM⚡	resources/codex/codex_client_models.json	945	"base_instructions": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your job i	CODE
MEDIUM⚡	resources/codex/codex_client_models.json	1014	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	resources/codex/codex_client_models.json	1014	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	resources/codex/codex_client_models.json	1095	"base_instructions": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your job i	CODE
MEDIUM⚡	resources/codex/codex_client_models.json	1095	"base_instructions": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your job i	CODE

Slop Phrases18 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	resources/codex/codex_client_models.json	72	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
LOW⚡	resources/codex/codex_client_models.json	159	"base_instructions": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your job i	CODE
LOW⚡	resources/codex/codex_client_models.json	864	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
LOW⚡	resources/codex/codex_client_models.json	945	"base_instructions": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your job i	CODE
LOW⚡	resources/codex/codex_client_models.json	1014	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
LOW⚡	resources/codex/codex_client_models.json	1095	"base_instructions": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your job i	CODE
LOW	resources/codex/codex_client_models.json	234	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	resources/codex/codex_client_models.json	288	"base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job i	CODE
LOW	resources/codex/codex_client_models.json	359	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	resources/codex/codex_client_models.json	413	"base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job i	CODE
LOW	resources/codex/codex_client_models.json	480	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	resources/codex/codex_client_models.json	534	"base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job i	CODE
LOW	resources/codex/codex_client_models.json	729	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	resources/codex/codex_client_models.json	791	"base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job i	CODE
LOW	src-tauri/resources/deepseek_codex_models.json	57	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	src-tauri/resources/deepseek_codex_models.json	69	"base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job i	CODE
LOW	src-tauri/resources/deepseek_codex_models.json	124	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	src-tauri/resources/deepseek_codex_models.json	136	"base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job i	CODE

Verbosity Indicators8 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	crates/cockpit-core/src/modules/windsurf_devin_oauth.rs	565	// Step 1: WindsurfPostAuth	COMMENT
LOW⚡	crates/cockpit-core/src/modules/windsurf_devin_oauth.rs	576	// Step 2: GetOneTimeAuthToken	COMMENT
LOW⚡	crates/cockpit-core/src/modules/windsurf_devin_oauth.rs	581	// Step 3: RegisterUser → ide_token (机器绑定)	COMMENT
LOW⚡	crates/cockpit-core/src/modules/windsurf_devin_oauth.rs	588	// Step 4: GetCurrentUser → UserStatusProto	COMMENT
LOW⚡	src-tauri/src/modules/windsurf_devin_oauth.rs	466	// Step 1: WindsurfPostAuth	COMMENT
LOW⚡	src-tauri/src/modules/windsurf_devin_oauth.rs	476	// Step 2: GetOneTimeAuthToken	COMMENT
LOW⚡	src-tauri/src/modules/windsurf_devin_oauth.rs	481	// Step 3: RegisterUser → ide_token (机器绑定)	COMMENT
LOW⚡	src-tauri/src/modules/windsurf_devin_oauth.rs	488	// Step 4: GetCurrentUser → UserStatusProto（失败不致命）	COMMENT

Structural Annotation Overuse8 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	crates/cockpit-core/src/modules/windsurf_devin_oauth.rs	565	// Step 1: WindsurfPostAuth	COMMENT
LOW⚡	crates/cockpit-core/src/modules/windsurf_devin_oauth.rs	576	// Step 2: GetOneTimeAuthToken	COMMENT
LOW⚡	crates/cockpit-core/src/modules/windsurf_devin_oauth.rs	581	// Step 3: RegisterUser → ide_token (机器绑定)	COMMENT
LOW⚡	crates/cockpit-core/src/modules/windsurf_devin_oauth.rs	588	// Step 4: GetCurrentUser → UserStatusProto	COMMENT
LOW⚡	src-tauri/src/modules/windsurf_devin_oauth.rs	466	// Step 1: WindsurfPostAuth	COMMENT
LOW⚡	src-tauri/src/modules/windsurf_devin_oauth.rs	476	// Step 2: GetOneTimeAuthToken	COMMENT
LOW⚡	src-tauri/src/modules/windsurf_devin_oauth.rs	481	// Step 3: RegisterUser → ide_token (机器绑定)	COMMENT
LOW⚡	src-tauri/src/modules/windsurf_devin_oauth.rs	488	// Step 4: GetCurrentUser → UserStatusProto（失败不致命）	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/cpa-multi-agent-parity.md	1	# Codex multi-agent call-chain parity	COMMENT

jlcodes99/cockpit-tools

Open-Source Code Quality, Security and Technical Debt Review