2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-15

Last Push

5.6K

Stars

Rust

Language

163.7K

Lines of Code

466

Files

155

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 2.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 54 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 26 finding(s).

Agent Over-Engineering Ratio 7.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 108 finding(s).

PR Review Velocity Impact 9.3/100 · LOW

Which changes need focused human review? 155 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 2MEDIUM 78LOW 75

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 155 distinct pattern matches across 8 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.

Decorative Section Separators75 hits · 234 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/src-tauri/src/api_routes.rs	397	// ──────────────────────────────── Endpoints ────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	1	// ── Transcode Module ────────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	31	// ── Constants ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	62	// ── Quality presets ─────────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	104	// ── Types ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	224	// ── TranscodeManager ────────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	639	// ── FFmpeg Detection ────────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	706	// ── Source Cache (Phase 2) ──────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	818	// ── HLS Transcode (Phase 3) ─────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	1035	// ── Execute Full Transcode Pipeline ─────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	1089	// ── Step 1: Cache original if needed ────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	1142	// ── Step 2: Detect source resolution ────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	1172	// ── Step 3: Transcode ───────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	1219	// ── Tauri Commands ──────────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	1545	// ── Cache management commands ───────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	1563	// ── Cached variants command ─────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	1596	// ── Detailed cache info (per-file per-quality with sizes) ──────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	1810	// ── Clear transcode cache (all, per-file, or per-variant) ──────────	COMMENT
MEDIUM	app/src-tauri/src/transcode.rs	2064	// ── HLS Serving Routes (Phase 4) ────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/fmp4_remux.rs	1	// ── fMP4 Remux Module ───────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/fmp4_remux.rs	23	// ── Constants ────────────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/fmp4_remux.rs	28	// ── Types ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/fmp4_remux.rs	67	// ── FFmpeg Remux ─────────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/fmp4_remux.rs	219	// ── Tauri Commands ───────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/fmp4_remux.rs	429	// ── Actix Serving Route ──────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/vpn_optimizer.rs	337	// ── Helpers that return effective values ────────────────	COMMENT
MEDIUM	app/src-tauri/src/crypto_commands.rs	125	// ── Tauri Commands ──────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/mp4_utils.rs	1	// ── Shared MP4 Box Parsing ─────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/commands/video_metadata.rs	40	// ── Internal helpers ─────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/commands/archive.rs	107	// ── Shared preparation ──────────────────────────────────────────────────	COMMENT
MEDIUM	app/src-tauri/src/commands/archive.rs	673	// ── Shared utilities ────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	59	// ── Effective stream URL: use fMP4 URL when available ────────────	COMMENT
MEDIUM⚡	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	62	// ── Original MSE streaming (for "original" quality) ──────────────	COMMENT
MEDIUM⚡	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	72	// ── Refs for late-bound values needed by progressive handler ─────	COMMENT
MEDIUM⚡	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	77	// ── Handle progressive MP4 detection — trigger fMP4 remux ──────	COMMENT
MEDIUM⚡	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	266	// ── Volume state ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	272	// ── Source / playing resolution tracking ──────────────────────────	COMMENT
MEDIUM⚡	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	276	// ── Source height for upscale prevention ──────────────────────────	COMMENT
MEDIUM⚡	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	286	// ── Debug overlay ───────────────────────────────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	44	// ── Restart counter for MSE pipeline reinit ──────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	48	// ── fMP4 remux state ────────────────────────────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	190	// ── progressive callback for useAdaptiveStreaming ────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	212	// ── HLS transcode state ──────────────────────────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	456	// ── Fetch transcode capabilities ──────────────────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	471	// ── Poll transcode status ────────────────────────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	529	// ── Start HLS transcode for a quality ───────────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	598	// ── Handle quality change ────────────────────────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	723	// ── Initialize hls.js when playlist is ready ─────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	853	// ── Cancel ongoing transcode ─────────────────────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	885	// ── Retry failed transcode ───────────────────────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	890	// ── Cleanup ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	904	// ── Keyboard shortcuts ───────────────────────────────────────────	COMMENT
MEDIUM	…c/components/desktop/dashboard/AdaptiveMediaPlayer.tsx	935	// ── Determine current display state ──────────────────────────────	COMMENT
MEDIUM	…rc/components/desktop/dashboard/ArchiveViewerModal.tsx	603	// ── Extract & Upload button per archive entry ────────────────────────────	COMMENT
MEDIUM	app/src/components/mobile/MobileDashboard.tsx	93	// ── Android deep-link listener (https://t.me/ links) ──────────────────	COMMENT
MEDIUM	app/src/components/mobile/MobileDashboard.tsx	112	// ── Android share-received listener (warm start) ──────────────────────	COMMENT
MEDIUM	app/src/components/mobile/MobileDashboard.tsx	133	// ── Android cold-start share check ────────────────────────────────────	COMMENT
MEDIUM	app/src/components/mobile/MobileDashboard.tsx	251	// ── Connection diagnostics state ──────────────────────────────────────	COMMENT
MEDIUM	app/src/components/mobile/MobileDashboard.tsx	454	// ── Android cached shared files ───────────────────────────────────────	COMMENT
MEDIUM	app/src/components/mobile/MobileDashboard.tsx	816	// ── Copy Telegram native t.me link ────────────────────────────────────	COMMENT
15 more matches not shown…

Hyper-Verbose Identifiers33 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	…/components/desktop/dashboard/fileActionDescriptors.ts	36	export function resolvePublicFolderUsername(	CODE
LOW	…src/components/shared/EncryptionTransparencyDialog.tsx	13	export function EncryptionTransparencyDialog({ onClose, state }: EncryptionTransparencyDialogProps) {	CODE
LOW	app/src/components/shared/EncryptionSettingsSection.tsx	294	export function EncryptionSettingsSection({ vaultOnly = false }: { vaultOnly?: boolean } = {}) {	CODE
LOW	app/src/components/shared/FfmpegInstallNotice.tsx	8	export async function openFfmpegWindowsDownloads(): Promise<void> {	CODE
LOW	app/src/components/dev/StorageCleanupBrowserFixture.tsx	14	function StorageCleanupBrowserFixture() {	CODE
LOW	app/src/components/dev/RuntimeCopyBrowserFixture.tsx	12	export function RuntimeCopyBrowserFixture(){	CODE
LOW	…rc/components/dev/LocalizationArraysBrowserFixture.tsx	15	export function LocalizationArraysBrowserFixture() {	CODE
LOW	app/src/i18n/resolveLanguage.ts	21	export function resolveLanguagePreference(	CODE
LOW	app/src/services/fileListRefresh.ts	177	export async function invalidateFolderFileQueries(	CODE
LOW	app/src/services/fileListRefresh.ts	190	export async function invalidateOwnedFileQueries(queryClient: QueryClient, ownerId: string): Promise<void> {	CODE
LOW	app/src/services/desktopLifecycle.ts	41	export function normalizeDesktopPreferences(	CODE
LOW⚡	app/src/services/desktopLifecycle.ts	64	export function getNotificationPermission(): Promise<NotificationPermission> {	CODE
LOW⚡	app/src/services/desktopLifecycle.ts	68	export function requestNotificationPermission(): Promise<NotificationPermission> {	CODE
LOW⚡	app/src/services/desktopLifecycle.ts	76	export function markDesktopFrontendUnready(): Promise<void> {	CODE
LOW	app/src/services/transcodeCacheClient.ts	14	export function getDetailedTranscodeCache(refresh = false): Promise<DetailedCacheInfo> {	CODE
LOW	app/src/services/transcodeCacheClient.ts	21	export function transcodeCacheErrorMessage(error: unknown): string {	CODE
LOW	app/src/services/androidReauthentication.ts	3	export async function requireAndroidReauthentication(reason: string): Promise<void> {	CODE
LOW	app/src/services/mediaKeyboard.ts	2	export function shouldHandleMediaShortcut(event: KeyboardEvent): boolean {	CODE
LOW	app/src/services/videoUploadMode.ts	6	export function supportsTelegramMediaUpload(path: string): boolean {	CODE
LOW⚡	app/src/services/supporterVisibility.ts	19	export function sponsorAdCooldownRemaining(	CODE
LOW⚡	app/src/services/supporterVisibility.ts	29	export function shouldOfferNewSupporterPurchase(status: SupporterVisibilityStatus): boolean {	CODE
LOW⚡	app/src/services/supporterVisibility.ts	33	export function announceSupporterValueMoment(moment: SupporterValueMoment): void {	CODE
LOW	app/src/services/supporterVisibility.ts	48	export function shouldShowSupporterPrompt(	CODE
LOW	app/src/services/desktopTransferEngine.ts	186	export async function configureDesktopTransferLimits(maxUploads: number, maxDownloads: number) {	CODE
LOW	app/src/services/desktopTransferEngine.ts	217	export async function supplyTransferPromptToken(id: string, promptToken: number): Promise<void> {	CODE
LOW	app/src/services/androidTransferPolicy.ts	24	export function evaluateAndroidTransferPolicy(	CODE
LOW	supporter-service/src/crypto.ts	121	function validateEntitlementClaims(claims: EntitlementClaims): void {	CODE
LOW	supporter-service/src/index.ts	299	function matchesOriginalUnpaidOrder(env: Env, claim: CheckoutClaimRow, order: PayPalOrder): boolean {	CODE
LOW	supporter-service/src/db.ts	58	export async function releaseCheckoutCompletion(env: Env, claimId: string): Promise<void> {	CODE
LOW	supporter-service/src/db.ts	66	export async function acknowledgeCheckoutReceipt(env: Env, claimId: string, acknowledgedAt: number): Promise<void> {	CODE
LOW	supporter-service/src/db.ts	147	export async function findEntitlementByRecoveryHash(env: Env, recoveryHash: string): Promise<EntitlementRow \| null> {	CODE
LOW	supporter-service/src/db.ts	250	export async function revokeEntitlementByCapture(env: Env, captureId: string, reason: string, now: number): Promise<bool	CODE
LOW	supporter-service/src/paypal.ts	170	export function validatedWebhookVerificationFields(env: Env, headers: Headers): WebhookVerificationFields \| null {	CODE

Fake / Example Data24 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	app/src/i18n/locales/tr.json	1585	"placeholder": "En az 12 karakter",	CODE
LOW	app/src/i18n/locales/th-TH.json	1585	"placeholder": "อย่างน้อย 12 อักขระ",	CODE
LOW	app/src/i18n/locales/ja.json	1585	"placeholder": "12文字以上",	CODE
LOW	app/src/i18n/locales/de.json	1585	"placeholder": "Mindestens 12 Zeichen",	CODE
LOW	app/src/i18n/locales/ur-PK.json	1585	"placeholder": "کم از کم 12 حروف",	CODE
LOW	app/src/i18n/locales/ru.json	1599	"placeholder": "Не менее 12 символов",	CODE
LOW	app/src/i18n/locales/zh-CN.json	1585	"placeholder": "至少 12 个字符",	CODE
LOW	app/src/i18n/locales/en.json	1585	"placeholder": "At least 12 characters",	CODE
LOW	app/src/i18n/locales/ms-MY.json	1585	"placeholder": "Sekurang-kurangnya 12 aksara",	CODE
LOW	app/src/i18n/locales/it.json	1592	"placeholder": "Almeno 12 caratteri",	CODE
LOW	app/src/i18n/locales/uk-UA.json	1599	"placeholder": "Щонайменше 12 символів",	CODE
LOW	app/src/i18n/locales/pl-PL.json	1599	"placeholder": "Co najmniej 12 znaków",	CODE
LOW	app/src/i18n/locales/fr.json	1592	"placeholder": "Au moins 12 caractères",	CODE
LOW	app/src/i18n/locales/fa-IR.json	1585	"placeholder": "حداقل 12 نویسه",	CODE
LOW	app/src/i18n/locales/hi.json	1585	"placeholder": "कम से कम 12 अक्षर",	CODE
LOW	app/src/i18n/locales/pt-BR.json	1592	"placeholder": "Pelo menos 12 caracteres",	CODE
LOW	app/src/i18n/locales/ko.json	1585	"placeholder": "최소 12자",	CODE
LOW	app/src/i18n/locales/bn-BD.json	1585	"placeholder": "অন্তত 12 অক্ষর",	CODE
LOW	app/src/i18n/locales/zh-TW.json	1585	"placeholder": "至少 12 個字元",	CODE
LOW	app/src/i18n/locales/vi.json	1585	"placeholder": "Ít nhất 12 ký tự",	CODE
LOW	app/src/i18n/locales/id.json	1585	"placeholder": "Minimal 12 karakter",	CODE
LOW	app/src/i18n/locales/fil-PH.json	1585	"placeholder": "Hindi bababa sa 12 karakter",	CODE
LOW	app/src/i18n/locales/es.json	1592	"placeholder": "Al menos 12 caracteres",	CODE
LOW	app/src/i18n/locales/ar.json	1613	"placeholder": "12 حرفًا على الأقل",	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	REST_API_Documentation.md	35	curl -H "X-API-Key: YOUR_API_KEY" \	CODE
HIGH	REST_API_Documentation.md	223	-H "X-API-Key: YOUR_API_KEY" \	CODE

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	app/src-tauri/src/transfer_engine.rs	21	use std::sync::atomic::{AtomicBool, AtomicUsize, Ordering};	COMMENT
LOW	app/src-tauri/src/transcode.rs	1	// ── Transcode Module ────────────────────────────────────────────────────	COMMENT
LOW	app/src-tauri/src/fmp4_remux.rs	61	impl Default for Fmp4RemuxState {	COMMENT
LOW	app/src-tauri/src/lib.rs	1041	// SAFETY NET: Wrap all Android JNI initialization in catch_unwind to prevent	COMMENT
LOW	app/src-tauri/src/folder_layout.rs	1	//! The folder list and its groups live in two shared tables, but they	COMMENT
LOW	app/src-tauri/src/jni_cache.rs	21	#[cfg(target_os = "android")]	COMMENT
LOW	app/src-tauri/src/resumable_upload.rs	1	//! Uploads that continue where they stopped.	COMMENT
LOW	app/src-tauri/src/resumable_upload.rs	21	time::{Duration, Instant},	COMMENT
LOW	app/src-tauri/src/crypto/vault/mod.rs	61	bundle: &[u8],	COMMENT
LOW	app/src-tauri/src/commands/mod.rs	21	/// Tracks the lifecycle of the Telegram connection	COMMENT

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/src-tauri/src/commands/fs.rs	3160	#[allow(clippy::too_many_arguments)] // Tauri command dependency injection is intentionally explicit.	COMMENT
MEDIUM	app/src-tauri/src/commands/fs.rs	3868	#[allow(clippy::too_many_arguments)] // Internal transfer orchestration keeps injected state explicit.	COMMENT
MEDIUM	app/src-tauri/src/commands/fs.rs	5788	#[allow(clippy::too_many_arguments)] // Tauri command dependency injection is intentionally explicit.	COMMENT

Verbosity Indicators4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	…rc/components/desktop/dashboard/ArchiveViewerModal.tsx	179	// Step 1: Extract	COMMENT
LOW⚡	…rc/components/desktop/dashboard/ArchiveViewerModal.tsx	188	// Step 2: Upload	COMMENT
LOW⚡	…rc/components/desktop/dashboard/ArchiveViewerModal.tsx	681	// Step 1: Extract	COMMENT
LOW⚡	…rc/components/desktop/dashboard/ArchiveViewerModal.tsx	691	// Step 2: Upload to the selected target folder	COMMENT

Structural Annotation Overuse4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	…rc/components/desktop/dashboard/ArchiveViewerModal.tsx	179	// Step 1: Extract	COMMENT
LOW⚡	…rc/components/desktop/dashboard/ArchiveViewerModal.tsx	188	// Step 2: Upload	COMMENT
LOW⚡	…rc/components/desktop/dashboard/ArchiveViewerModal.tsx	681	// Step 1: Extract	COMMENT
LOW⚡	…rc/components/desktop/dashboard/ArchiveViewerModal.tsx	691	// Step 2: Upload to the selected target folder	COMMENT

caamer20/Telegram-Drive

Open-Source Code Quality, Security and Technical Debt Review