3.2

Adjusted Signal

3.2

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

35.7K

Stars

Rust

Language

96.2K

Lines of Code

378

Files

279

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 4.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 88 finding(s).

Hallucinated Dependency & Supply Chain Risk 9.0/100 · LOW

Are imports declared and package/API names verified? 182 finding(s).

Agent Over-Engineering Ratio 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 14.3/100 · LOW

Which changes need focused human review? 279 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 9LOW 270

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 279 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.

Fake / Example Data182 hits · 182 pts

Severity	File	Line	Snippet	Context
LOW	src/i18n/locales/pl/translation.json	172	"placeholder": "Nowa notatka",	CODE
LOW	src/i18n/locales/pl/translation.json	442	"placeholder": "Wybierz mikrofon...",	CODE
LOW	src/i18n/locales/pl/translation.json	458	"placeholder": "Wybierz urządzenie wyjściowe...",	CODE
LOW	src/i18n/locales/pl/translation.json	582	"placeholder": "Dodaj słowo",	CODE
LOW	src/i18n/locales/pl/translation.json	648	"placeholder": "https://api.openai.com/v1",	CODE
LOW	src/i18n/locales/pl/translation.json	654	"placeholder": "sk-..."	CODE
LOW	src/i18n/locales/pl/translation.json	794	"placeholder": "Wybierz okres retencji..."	CODE
LOW	src/i18n/locales/vi/translation.json	172	"placeholder": "Ghi chú mới",	CODE
LOW	src/i18n/locales/vi/translation.json	442	"placeholder": "Chọn micrô...",	CODE
LOW	src/i18n/locales/vi/translation.json	458	"placeholder": "Chọn thiết bị đầu ra...",	CODE
LOW	src/i18n/locales/vi/translation.json	582	"placeholder": "Thêm một từ",	CODE
LOW	src/i18n/locales/vi/translation.json	648	"placeholder": "https://api.openai.com/v1",	CODE
LOW	src/i18n/locales/vi/translation.json	654	"placeholder": "sk-..."	CODE
LOW	src/i18n/locales/vi/translation.json	794	"placeholder": "Chọn thời gian lưu giữ..."	CODE
LOW	src/i18n/locales/sv/translation.json	172	"placeholder": "Ny anteckning",	CODE
LOW	src/i18n/locales/sv/translation.json	442	"placeholder": "Välj mikrofon...",	CODE
LOW	src/i18n/locales/sv/translation.json	458	"placeholder": "Välj utmatningsenhet...",	CODE
LOW	src/i18n/locales/sv/translation.json	582	"placeholder": "Lägg till ett ord",	CODE
LOW	src/i18n/locales/sv/translation.json	648	"placeholder": "https://api.openai.com/v1",	CODE
LOW	src/i18n/locales/sv/translation.json	654	"placeholder": "sk-..."	CODE
LOW	src/i18n/locales/sv/translation.json	794	"placeholder": "Välj lagringsperiod..."	CODE
LOW	src/i18n/locales/he/translation.json	172	"placeholder": "פתק חדש",	CODE
LOW	src/i18n/locales/he/translation.json	442	"placeholder": "בחר מיקרופון...",	CODE
LOW	src/i18n/locales/he/translation.json	458	"placeholder": "בחר התקן פלט...",	CODE
LOW	src/i18n/locales/he/translation.json	582	"placeholder": "הוסף מילה",	CODE
LOW	src/i18n/locales/he/translation.json	648	"placeholder": "https://api.openai.com/v1",	CODE
LOW	src/i18n/locales/he/translation.json	654	"placeholder": "sk-..."	CODE
LOW	src/i18n/locales/he/translation.json	794	"placeholder": "בחר משך שמירה..."	CODE
LOW	src/i18n/locales/da/translation.json	172	"placeholder": "Ny note",	CODE
LOW	src/i18n/locales/da/translation.json	442	"placeholder": "Vælg mikrofon...",	CODE
LOW	src/i18n/locales/da/translation.json	458	"placeholder": "Vælg outputenhed...",	CODE
LOW	src/i18n/locales/da/translation.json	582	"placeholder": "Tilføj et ord",	CODE
LOW	src/i18n/locales/da/translation.json	648	"placeholder": "https://api.openai.com/v1",	CODE
LOW	src/i18n/locales/da/translation.json	654	"placeholder": "sk-..."	CODE
LOW	src/i18n/locales/da/translation.json	794	"placeholder": "Vælg opbevaringsperiode..."	CODE
LOW	src/i18n/locales/ja/translation.json	172	"placeholder": "新規メモ",	CODE
LOW	src/i18n/locales/ja/translation.json	442	"placeholder": "マイクを選択…",	CODE
LOW	src/i18n/locales/ja/translation.json	458	"placeholder": "出力デバイスを選択…",	CODE
LOW	src/i18n/locales/ja/translation.json	582	"placeholder": "単語を追加",	CODE
LOW	src/i18n/locales/ja/translation.json	648	"placeholder": "https://api.openai.com/v1",	CODE
LOW	src/i18n/locales/ja/translation.json	654	"placeholder": "sk-…"	CODE
LOW	src/i18n/locales/ja/translation.json	794	"placeholder": "保持期間を選択…"	CODE
LOW	src/i18n/locales/it/translation.json	172	"placeholder": "Nuova nota",	CODE
LOW	src/i18n/locales/it/translation.json	442	"placeholder": "Scegli microfono...",	CODE
LOW	src/i18n/locales/it/translation.json	458	"placeholder": "Scegli dispositivo di output...",	CODE
LOW	src/i18n/locales/it/translation.json	582	"placeholder": "Aggiungi una parola",	CODE
LOW	src/i18n/locales/it/translation.json	648	"placeholder": "https://api.openai.com/v1",	CODE
LOW	src/i18n/locales/it/translation.json	654	"placeholder": "sk-..."	CODE
LOW	src/i18n/locales/it/translation.json	794	"placeholder": "Seleziona periodo di conservazione..."	CODE
LOW	src/i18n/locales/ca/translation.json	172	"placeholder": "Nota nova",	CODE
LOW	src/i18n/locales/ca/translation.json	442	"placeholder": "Seleccionaun micròfon...",	CODE
LOW	src/i18n/locales/ca/translation.json	458	"placeholder": "Selecciona un dispositiu de sortida...",	CODE
LOW	src/i18n/locales/ca/translation.json	582	"placeholder": "Afegiu una paraula",	CODE
LOW	src/i18n/locales/ca/translation.json	648	"placeholder": "https://api.openai.com/v1",	CODE
LOW	src/i18n/locales/ca/translation.json	654	"placeholder": "sk-..."	CODE
LOW	src/i18n/locales/ca/translation.json	794	"placeholder": "Selecciona el període de conservació..."	CODE
LOW	src/i18n/locales/cs/translation.json	172	"placeholder": "Nová poznámka",	CODE
LOW	src/i18n/locales/cs/translation.json	442	"placeholder": "Vyberte mikrofon...",	CODE
LOW	src/i18n/locales/cs/translation.json	458	"placeholder": "Vyberte výstupní zařízení...",	CODE
LOW	src/i18n/locales/cs/translation.json	582	"placeholder": "Přidat slovo",	CODE
122 more matches not shown…

Over-Commented Block72 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW	scripts/check-nix-deps.ts	1	// scripts/check-nix-deps.ts — Keep .nix/bun.nix in sync with bun.lock	COMMENT
LOW	scripts/ci/stage-transcribe-libs.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/workflows/build.yml	281	echo "RC=llvm-rc" >> $env:GITHUB_ENV	COMMENT
LOW	.github/workflows/build.yml	361	# ggml-vulkan (built by transcribe-cpp-sys when the Vulkan backend is on)	COMMENT
LOW	src-tauri/Cargo.toml	121	"Win32_Graphics_Gdi",	COMMENT
LOW	src-tauri/Cargo.toml	181	# The rev is a cjpais/tao branch, not upstream: dev past 0.35.3 also carries	COMMENT
LOW	src-tauri/build.rs	1	fn main() {	COMMENT
LOW	src-tauri/build.rs	141	/// "transcribe"`) emits its install dirs and the wrapper (`links =	COMMENT
LOW	src-tauri/build.rs	201	libs.insert(name.to_string(), src);	COMMENT
LOW	src-tauri/build.rs	401	});	COMMENT
LOW	src-tauri/build.rs	541	println!("cargo:rustc-link-arg=-Wl,-rpath,/usr/lib/swift");	COMMENT
LOW	src-tauri/src/autostart.rs	1	//! Launch-at-login (autostart) handling.	COMMENT
LOW	src-tauri/src/transcription_coordinator.rs	61	/// Holds at least this long stop recording; shorter ones lock it on.	COMMENT
LOW	src-tauri/src/transcription_coordinator.rs	101		COMMENT
LOW	src-tauri/src/transcription_coordinator.rs	901	BusyAction::Remember,	COMMENT
LOW	src-tauri/src/transcription_coordinator.rs	921	// The unit tests above assert the classifiers in isolation. The harness	COMMENT
LOW	src-tauri/src/lib.rs	121		COMMENT
LOW	src-tauri/src/lib.rs	221	// Note: Shortcuts are NOT initialized here.	COMMENT
LOW	src-tauri/src/memory.rs	1	//! glibc allocator tuning (Linux only).	COMMENT
LOW	src-tauri/src/memory.rs	21		COMMENT
LOW	src-tauri/src/memory.rs	41	/// Return freed-but-cached malloc arena memory to the OS.	COMMENT
LOW	src-tauri/src/tray.rs	1	//! System tray icon and menu.	COMMENT
LOW	src-tauri/src/tray.rs	81	/// Latest computed snapshot, waiting to be (or just) applied.	COMMENT
LOW	src-tauri/src/overlay.rs	681	/// `hide()` below only unmaps the window if no show happened after it was	COMMENT
LOW	src-tauri/src/overlay.rs	721	static LAYER_SHELL_ACTIVE: AtomicBool = AtomicBool::new(false);	COMMENT
LOW	src-tauri/src/clipboard.rs	441	.arg("type")	COMMENT
LOW	src-tauri/src/input.rs	161	/// Get the current mouse cursor position using the managed Enigo instance.	COMMENT
LOW	src-tauri/src/secure_input.rs	1	//! macOS Secure Event Input detection, monitoring, and fallback.	COMMENT
LOW	src-tauri/src/settings.rs	121	pub api_format: PostProcessApiFormat,	COMMENT
LOW	src-tauri/src/settings.rs	181	/// Hold to record and release to stop, or tap to keep recording until the	COMMENT
LOW	src-tauri/src/settings.rs	381	fn deref_mut(&mut self) -> &mut Self::Target {	COMMENT
LOW	src-tauri/src/settings.rs	401	/// default bindings for any missing keys before the settings are used.	COMMENT
LOW	src-tauri/src/settings.rs	421	pub autostart_enabled: bool,	COMMENT
LOW	src-tauri/src/settings.rs	441	/// None means "average all channels" (original behavior).	COMMENT
LOW	src-tauri/src/settings.rs	501	pub theme: Theme,	COMMENT
LOW	src-tauri/src/settings.rs	521	#[serde(default)]	COMMENT
LOW	src-tauri/src/settings.rs	541	#[serde(default)]	COMMENT
LOW	src-tauri/src/settings.rs	1461	assert!(!settings.audio_feedback);	COMMENT
LOW	src-tauri/src/signal_handle.rs	21	} else {	COMMENT
LOW	src-tauri/src/cli.rs	21	pub toggle_post_process: bool,	COMMENT
LOW	src-tauri/src/cli.rs	41		COMMENT
LOW	src-tauri/src/tray_i18n.rs	1	//! Tray menu internationalization	COMMENT
LOW	src-tauri/src/paste_tx/macos.rs	1	//! macOS reliable paste.	COMMENT
LOW	src-tauri/src/paste_tx/mod.rs	1	//! Receipt-sequenced clipboard paste ("reliable paste", debug-gated).	COMMENT
LOW	src-tauri/src/paste_tx/mod.rs	21	//! read before that is an eager third party (clipboard manager, antivirus)	COMMENT
LOW	src-tauri/src/paste_tx/mod.rs	61	/// When the chord could not be injected at all, no legitimate receipt can	COMMENT
LOW	src-tauri/src/paste_tx/windows.rs	1	//! Windows reliable paste.	COMMENT
LOW	src-tauri/src/shortcut/handy_keys.rs	1	//! Handy-keys based keyboard shortcut implementation	COMMENT
LOW	src-tauri/src/audio_toolkit/lang_id.rs	1	//! Confidence-gated text-based language identification.	COMMENT
LOW	src-tauri/src/audio_toolkit/text.rs	61		COMMENT
LOW	src-tauri/src/audio_toolkit/text.rs	141	/// - Soundex phonetic matching for pronunciation similarity	COMMENT
LOW	src-tauri/src/audio_toolkit/text.rs	401	let capitalized = filler.as_str().starts_with(char::is_uppercase);	COMMENT
LOW	src-tauri/src/engine_supervisor/supervisor.rs	1	//! Parent side: [`EngineSupervisor`], the single owner of the transcribe.cpp	COMMENT
LOW	src-tauri/src/engine_supervisor/supervisor.rs	41	/// Floor for stream calls that do no decoding (begin, reset).	COMMENT
LOW	src-tauri/src/engine_supervisor/supervisor.rs	221	/// The loaded model (logically: it stays loaded while its worker is	COMMENT
LOW	src-tauri/src/engine_supervisor/mod.rs	1	//! Process isolation for transcribe.cpp.	COMMENT
LOW	src-tauri/src/catalog/mod.rs	1	//! The bundled, offline model catalog.	COMMENT
LOW	src-tauri/src/catalog/mod.rs	61	transcribe_cpp: String,	COMMENT
LOW	src-tauri/src/managers/model_capabilities.rs	1	//! Model capability probing — the seam between Handy's model UI and "what can	COMMENT
LOW	src-tauri/src/managers/model_capabilities.rs	81	/// Not a GGUF we can use (bad magic, unsupported version, malformed).	COMMENT
12 more matches not shown…

Decorative Section Separators8 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src-tauri/src/shortcut/handy_keys.rs	11	//! ┌─────────────────┐ commands ┌──────────────────────┐	COMMENT
MEDIUM⚡	src-tauri/src/shortcut/handy_keys.rs	12	//! │ Main Thread │ ───────────────▶ │ Manager Thread │	COMMENT
MEDIUM⚡	src-tauri/src/shortcut/handy_keys.rs	16	//! └─────────────────┘ │ - dispatches actions │	COMMENT
MEDIUM⚡	src-tauri/src/shortcut/handy_keys.rs	17	//! └──────────────────────┘	COMMENT
MEDIUM	src-tauri/src/catalog/mod.rs	171	// ───────────────────────── scores ─────────────────────────	COMMENT
MEDIUM	src-tauri/src/catalog/mod.rs	210	// ───────────────────────── descriptions ─────────────────────────	COMMENT
MEDIUM	src-tauri/src/managers/model/download/tests.rs	12	// ── SHA256 verification tests ─────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/managers/model/download/tests.rs	81	// ── Resumable HTTP downloader tests ───────────────────────────────────────	COMMENT

Structural Annotation Overuse11 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING_TRANSLATIONS.md	30	### Step 1: Create the Language Folder	COMMENT
LOW	CONTRIBUTING_TRANSLATIONS.md	47	### Step 2: Copy the English File	COMMENT
LOW	CONTRIBUTING_TRANSLATIONS.md	53	### Step 3: Translate the Values	COMMENT
LOW	CONTRIBUTING_TRANSLATIONS.md	73	### Step 4: Register Your Language	COMMENT
LOW	CONTRIBUTING_TRANSLATIONS.md	90	### Step 5: Test Your Translation	COMMENT
LOW	CONTRIBUTING_TRANSLATIONS.md	97	### Step 6: Submit a Pull Request	COMMENT
LOW	README.md	289	#### Step 1: Find Your App Data Directory	COMMENT
LOW	README.md	303	#### Step 2: Create Models Directory	COMMENT
LOW	README.md	315	#### Step 3: Download Model Files	COMMENT
LOW	README.md	330	#### Step 4: Install Models	COMMENT
LOW	README.md	353	#### Step 5: Verify Installation	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src-tauri/src/secure_input.rs	114	/// none are affected), the experience is seamless and nothing is shown.	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/components/update-checker/portableInstaller.ts	23	export function resolvePortableInstallerUrl(	CODE
LOW	src/lib/utils/modelTranslation.ts	22	export function getTranslatedModelDescription(	CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/check-nix-deps.ts	83	"[check-nix-deps] Don't forget to commit: .nix/bun.nix .nix/bun-lock-hash",	CODE

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/mirror_models.py	145	except Exception as e:	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/mirror_models.py	193		CODE

cjpais/Handy

Open-Source Code Quality, Security and Technical Debt Review