2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.0K

Stars

Rust

Language

587.8K

Lines of Code

1.8K

Files

744

Pattern Hits

2026-10-31

Scan Date

0.01

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 4.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 549 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 6.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 379 finding(s).

PR Review Velocity Impact 9.4/100 · LOW

Which changes need focused human review? 744 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 1HIGH 11MEDIUM 176LOW 556

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 744 distinct pattern matches across 16 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 Separators165 hits · 506 pts

Severity	File	Line	Snippet	Context
MEDIUM	openless-all/app/crates/micyou-infer/src/lib.rs	68	// ─── blob format constants (keep in sync with onnxref/compiler.py) ───────	COMMENT
MEDIUM	openless-all/app/crates/micyou-infer/src/lib.rs	164	// ─── little-endian reader ────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-infer/src/lib.rs	214	// ─── graph ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-infer/src/lib.rs	520	// ─── session ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-infer/src/ops.rs	1501	// ─── AVX2+FMA runtime dispatch ─────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	126	// ─── Shared STFT window helpers ───────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	152	// ─── Compiled native models (pure Rust, no ONNX Runtime) ──────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	187	// ─── PureVox6 native noise suppression ────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	357	// ─── AEC7 native acoustic echo cancellation ──────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	597	// ─── AEC Delay Estimation and Alignment ───────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	670	// ─── Speexdsp-style spectral subtraction noise suppression ──────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	754	// ─── Equalizer (10-band Biquad Peaking EQ) ──────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	876	// ─── Main DSP Processor ─────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	1266	// ── AEC Acoustic Echo Cancellation ────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	1364	// ── Noise Reduction Dispatcher ──────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	1414	// ── RNNoise (nnnoiseless) ───────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	1606	// ── Dereverb (delay-line comb filter, matching KMP DereverbEffect) ─────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	1655	// ── AGC ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	1693	// ── VAD ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	1715	// ── Spectrum ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	2023	// ─── Native model property tests ──────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/crates/openless-core/src/polish.rs	3398	// ──────────────── Conversation-aware polish chat message construction ────────────────	COMMENT
MEDIUM	openless-all/app/crates/openless-core/src/polish.rs	3487	// ───────── issue #609 F-05: golden/snapshot prompt tests ─────────	COMMENT
MEDIUM	openless-all/app/crates/openless-core/src/polish.rs	3487	// ───────── issue #609 F-05: golden/snapshot prompt tests ─────────	COMMENT
MEDIUM	openless-all/app/crates/openless-core/src/polish.rs	4356	// ───────── issue #609 F-02: prompt injection hardening ─────────	COMMENT
MEDIUM	openless-all/app/crates/openless-core/src/polish.rs	4356	// ───────── issue #609 F-02: prompt injection hardening ─────────	COMMENT
MEDIUM	openless-all/app/crates/openless-core/src/polish.rs	4485	// ─────────────────────── Cursor context ───────────────────────	COMMENT
MEDIUM	openless-all/app/crates/openless-core/src/llm_gemini.rs	503	// ─────────────────────── internal helpers ───────────────────────	COMMENT
MEDIUM	…-all/app/linux-egui/tests/zh_user_visible_baseline.txt	267	# ── 测试夹具（快捷键筛选回归测试里用来定位行/按钮的文案） ──────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/popup_layer.rs	56	// ── pure decision core ──────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/popup_layer.rs	258	// ── compositor probe ────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/popup_layer.rs	271	// ── wayland state ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/popup_layer.rs	598	// ── Vulkan/WGPU plumbing ────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/popup_layer.rs	814	// ── runner ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/main.rs	5329	// ── Frontend bridge ─────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/cloud_sync_ui.rs	352	// ── Core（snake_case）─────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/cloud_sync_ui.rs	388	// ── Tauri 的 camelCase 键名 ──────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/layout.rs	20	// ── Window geometry helpers ─────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/layout.rs	113	// ── App icon ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/layout.rs	177	// ── Window background ───────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/layout.rs	220	// ── Titlebar ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/layout.rs	417	// ── Resize handles ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/layout.rs	531	// ── Sidebar ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/layout.rs	876	// ── 合成器拖动留下的指针状态 ────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/layout.rs	980	// ── Content panel ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/layout.rs	1036	// ── Shared helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/vocab.rs	39	// ── Page-local UI state ─────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/vocab.rs	66	// ── Entry point ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/vocab.rs	125	// ── Tool row: tabs + select-all + expandable search ─────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/vocab.rs	190	// ── Word list ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/vocab.rs	293	// ── Tool row ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/vocab.rs	539	// ── Word chip ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/vocab.rs	722	// ── Bottom: quick add + presets ─────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/vocab.rs	989	// ── New-word modal (scoped to the right content pane) ───────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/vocab.rs	1271	// ── Small shared pieces ─────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/style.rs	52	// ── Header ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/style.rs	106	// ── List card ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/style.rs	773	// ── Notice ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	openless-all/app/linux-egui/src/ui/frontend/style.rs	824	// ── Editor ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nless-all/app/linux-egui/src/ui/frontend/view_model.rs	3	// ── Page / Tab ──────────────────────────────────────────────────────────────	COMMENT
105 more matches not shown…

Over-Commented Block328 hits · 316 pts

Severity	File	Line	Snippet	Context
LOW	openless-all/app/crates/openless-capsule/src/siri_gl.rs	1	//! Siri-inspired audio visuals shared by the Vulkan eframe windows and the	COMMENT
LOW	openless-all/app/crates/openless-capsule/src/lib.rs	221	pub struct Frame {	COMMENT
LOW	openless-all/app/crates/micyou-infer/src/lib.rs	21	//! `tools/onnx-port` compiler in the experimental	COMMENT
LOW	openless-all/app/crates/micyou-infer/src/lib.rs	41	//! This repository ships only the runtime artifacts (VM + compiled blobs);	COMMENT
LOW	openless-all/app/crates/micyou-infer/src/ops.rs	21	//! f32; rounding points mirror the reference so streaming goldens stay	COMMENT
LOW	openless-all/app/crates/micyou-infer/src/ops.rs	81	}	COMMENT
LOW	openless-all/app/crates/micyou-infer/src/ops.rs	121	// branchless: fast_exp saturates at ~1.7e38, so (e-1)/(e+1) → 1.0 in f32	COMMENT
LOW	openless-all/app/crates/micyou-dsp/src/lib.rs	361	#[cfg(feature = "noise-suppression")]	COMMENT
LOW	openless-all/app/crates/micyou-dsp/src/lib.rs	881	dry_delay: VecDeque<f32>,	COMMENT
LOW	openless-all/app/crates/micyou-dsp/src/lib.rs	901	purevox_load_failed: bool,	COMMENT
LOW	openless-all/app/crates/micyou-dsp/src/lib.rs	941	to_process_buf: Vec<f32>,	COMMENT
LOW	openless-all/app/crates/openless-core/src/prompts.rs	1	//! Shared prompt templates and untrusted-text envelope helpers.	COMMENT
LOW	openless-all/app/crates/openless-core/src/prompts.rs	201	/// an "ignore the instructions above" line in a shared document.	COMMENT
LOW	openless-all/app/crates/openless-core/src/prompts.rs	501	/// injected as a whole.	COMMENT
LOW	openless-all/app/crates/openless-core/src/audio_dsp.rs	1	//! Session-frozen speech enhancement, adapted from MicYou's 48 kHz DSP chain.	COMMENT
LOW	…-all/app/crates/openless-core/src/dictation_context.rs	81	/// `Some(true)` finishes the active capture as a quick note;	COMMENT
LOW	openless-all/app/crates/openless-core/src/net.rs	1	//! Shared HTTP clients + retrying request sender.	COMMENT
LOW	openless-all/app/crates/openless-core/src/net.rs	201		COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	81	/// Shortcut actually pressed by simulated paste. macOS uses AX direct	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	121	/// Default `Auto`: chosen by the front app frozen at session start.	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	141		COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	181	pub name: Option<String>,	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	261	/// the card disappears it's as if nothing happened, and correcting the same	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	281	/// taller than the screen is pointless.	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	301	/// Why the insert failed. Log-only, never rendered — the card has no	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	421	pub capsule_transcript_enabled: bool,	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	441	#[serde(default)]	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	481	/// `multimodal`, voice pipelines switch to the separately isolated	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	501	/// Whether to use the system proxy (issue #869). Default true follows the	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	521	/// Windows: whether TSF failure may fall back to batched Unicode	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	541	)]	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	561	/// Chinese output script preference (not exposed as a UI switch):	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	581	/// Additional key held with the user-selected recording shortcut. Empty disables Ask.	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	601	pub voice_edit_enabled: bool,	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	621	/// the user picked custom but hasn't recorded a key yet.	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	641	/// a disabled pack auto-enables and activates it.	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	661	pub coding_agent_workdir: Option<String>,	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	681	/// LAN remote-input service port.	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	701	#[serde(default = "default_local_asr_mirror")]	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	721	pub foundry_local_runtime_source: String,	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	741	#[serde(default)]	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	761	/// context so pronouns / incomplete sentences resolve correctly.	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	781	pub theme_mode: ThemeMode,	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	801	/// providers fall back to the one-shot path transparently. See the	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	821	/// Windows TSF only: show the live ASR transcript in the target document as an	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	841	#[serde(default)]	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	861	/// only the Settings manual "check for updates" button works.	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	881	/// 只选它、不选处理后时，主档案直接存原始 PCM（功能不受影响）。	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	901	#[serde(default)]	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	921	/// Android: action assigned to each overlay swipe direction.	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	1281	{	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	1701	})	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	2741	fn default() -> Self {	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	2841	/// Whether the session is in translation mode (user pressed Shift). The	COMMENT
LOW	…nless-all/app/crates/openless-core/src/shared_types.rs	2861	/// User's chosen capsule style (siri / classic). Sent with every state	COMMENT
LOW	…enless-all/app/crates/openless-core/src/style_packs.rs	281	/// audio callback thread.	COMMENT
LOW	…enless-all/app/crates/openless-core/src/style_packs.rs	941	// and replaces it with the runtime-built hotwords + typo-correction block.	COMMENT
LOW	openless-all/app/crates/openless-core/src/omni.rs	1	//! Model channel of the multimodal (Omni) recognition pipeline (issue #902).	COMMENT
LOW	openless-all/app/crates/openless-core/src/polish.rs	41	/// Connection hard cap for the polish client. Carries no business semantics (business	COMMENT
LOW	openless-all/app/crates/openless-core/src/polish.rs	61	Duration::from_secs(secs)	COMMENT
268 more matches not shown…

Hyper-Verbose Identifiers192 hits · 219 pts

Severity	File	Line	Snippet	Context
LOW	…ndroid/frontend/components/AndroidPermissionsPanel.tsx	57	function persistAndroidOverlayPrefs(patch: Partial<UserPreferences>): Promise<AndroidPrefsSlice> {	CODE
LOW	…ndroid/frontend/components/AndroidPermissionsPanel.tsx	767	function AndroidAccessibilityStatusPill({ status }: { status: AndroidAccessibilityStatus \| null }) {	CODE
LOW	…ndroid/frontend/components/AndroidPermissionsPanel.tsx	789	function resolveAccessibilityMessage(t: TFunction, key: string \| null \| undefined): string {	CODE
LOW	openless-all/app/android/frontend/lib/androidIpc.ts	18	export function requestAndroidOverlayPermission(): Promise<{ launched: boolean; message: string }> {	CODE
LOW	openless-all/app/android/frontend/lib/androidIpc.ts	33	export function getAndroidAccessibilityStatus(): Promise<AndroidAccessibilityStatus> {	CODE
LOW	openless-all/app/android/frontend/lib/androidIpc.ts	42	export function requestAndroidAccessibilityPermission(): Promise<{	CODE
LOW	openless-all/app/android/frontend/lib/androidIpc.ts	64	export function requestAndroidShizukuPermission(): Promise<AndroidShizukuActionResult> {	CODE
LOW	openless-all/app/android/frontend/lib/androidIpc.ts	78	export function recoverAndroidAccessibility(	CODE
LOW	openless-all/app/android/frontend/lib/androidTypes.ts	85	export function normalizeAndroidOverlayTrigger(	CODE
LOW	…pp/android/frontend/lib/androidMicrophonePermission.ts	7	export async function checkAndroidMicrophoneAccess(): Promise<AppPermissionStatus> {	CODE
LOW	…pp/android/frontend/lib/androidMicrophonePermission.ts	43	export async function requestAndroidMicrophoneAccess(): Promise<AppPermissionStatus> {	CODE
LOW	openless-all/app/scripts/windows-symbol-pair.test.py	43	def test_guid_and_age_from_both_formats(self):	CODE
LOW	openless-all/app/scripts/windows-symbol-pair.test.py	47	def test_mismatch_rejected_and_matched_pair_hashed(self):	CODE
LOW	openless-all/app/scripts/windows-symbol-pair.test.py	64	def test_truncated_format_rejected(self):	CODE
LOW	openless-all/app/scripts/windows-symbol-pair.test.py	71	def test_missing_symbols_rejected(self):	CODE
LOW	openless-all/app/scripts/test-compare-audio-outputs.py	11	def test_exact_difference_and_truncation(self):	CODE
LOW⚡	openless-all/app/scripts/test_sync_micyou.py	37	def test_same_pin_reproduces_exact_source_without_modifying_manifest(self):	CODE
LOW⚡	openless-all/app/scripts/test_sync_micyou.py	43	def test_git_autocrlf_does_not_change_imported_bytes(self):	CODE
LOW⚡	openless-all/app/scripts/test_sync_micyou.py	50	def test_new_upstream_fix_preserves_adapter_and_advances_pin(self):	CODE
LOW⚡	openless-all/app/scripts/test_sync_micyou.py	62	def test_patch_conflict_leaves_every_file_untouched(self):	CODE
LOW⚡	openless-all/app/scripts/test_sync_micyou.py	71	def test_check_never_changes_files(self):	CODE
LOW⚡	openless-all/app/scripts/test_sync_micyou.py	79	def test_local_changes_and_pinned_corruption_are_not_overwritten(self):	CODE
LOW	openless-all/app/scripts/test_sync_micyou.py	91	def test_patch_cannot_escape_source_allowlist(self):	CODE
LOW	openless-all/app/scripts/macos-dmg-layout.test.py	80	def test_writer_preserves_version_one_and_complete_rgb_real_values(self):	CODE
LOW	openless-all/app/scripts/macos-dmg-layout.test.py	91	def test_each_missing_rgb_component_is_rejected(self):	CODE
LOW	openless-all/app/scripts/macos-dmg-layout.test.py	98	def test_non_real_or_non_white_component_is_rejected(self):	CODE
LOW	…i/src/asr/local/experimental/textstream/test_worker.py	61	def test_import_does_not_initialize_inference_or_capture(self):	CODE
LOW	…i/src/asr/local/experimental/textstream/test_worker.py	66	def test_cpu_budget_sleeps_for_cpu_work_but_not_gpu_wait(self) -> None:	CODE
LOW	…i/src/asr/local/experimental/textstream/test_worker.py	85	def test_background_cpu_during_wait_does_not_create_endless_debt(self) -> None:	CODE
LOW	…i/src/asr/local/experimental/textstream/test_worker.py	103	def test_native_thread_limits_are_bounded_before_imports(self) -> None:	CODE
LOW⚡	…i/src/asr/local/experimental/textstream/test_worker.py	115	def test_metal_memory_leaves_room_for_capture_and_bounds_free_cache(self) -> None:	CODE
LOW⚡	…i/src/asr/local/experimental/textstream/test_worker.py	125	def test_cpu_capacity_is_capped_even_when_many_cores_are_idle(self) -> None:	CODE
LOW⚡	…i/src/asr/local/experimental/textstream/test_worker.py	132	def test_draft_is_revisable_and_final_comes_from_decoder(self):	CODE
LOW	…i/src/asr/local/experimental/textstream/test_worker.py	213	def test_feed_produces_draft_before_finish_and_final_is_refined(self):	CODE
LOW⚡	…i/src/asr/local/experimental/textstream/test_worker.py	232	def test_missing_metal_never_silently_starts_cpu_inference(self) -> None:	CODE
LOW⚡	…i/src/asr/local/experimental/textstream/test_worker.py	237	def test_eof_does_not_promote_a_draft(self):	CODE
LOW⚡	…i/src/asr/local/experimental/textstream/test_worker.py	242	def test_missing_files_fail_before_any_server_or_model(self):	CODE
LOW⚡	…i/src/asr/local/experimental/textstream/test_worker.py	250	def test_subscribers_are_bounded_and_slow_clients_receive_latest_snapshot(self):	CODE
LOW⚡	…i/src/asr/local/experimental/textstream/test_worker.py	258	def test_sse_is_loopback_only_and_rejects_cross_site_controls(self):	CODE
LOW	openless-all/app/src/components/FloatingShell.tsx	1085	function HotkeyModeMigrationPrompt({	CODE
LOW	openless-all/app/src/lib/translationTarget.ts	20	export function isTranslationTargetRedundant(	CODE
LOW	openless-all/app/src/lib/stackedLayout.ts	2	export function applyStackedLayoutFromPrefs(_stackedRowLayout?: boolean): void {	CODE
LOW	openless-all/app/src/lib/hotkeyRecorder.ts	14	export function createHotkeyRecorderState(): HotkeyRecorderState {	CODE
LOW	openless-all/app/src/lib/hotkeyRecorder.ts	21	export function updateHotkeyRecorderState(	CODE
LOW	openless-all/app/src/lib/hotkeyRecorder.ts	116	export function functionKeyPrimaryFromEvent(event: { code: string; key: string }): string \| null {	CODE
LOW	openless-all/app/src/lib/stylePackZip.ts	21	export function isStylePackZipDialogCancellation(error: unknown): boolean {	CODE
LOW	openless-all/app/src/lib/stylePackZip.ts	26	export async function pickStylePackZipTargetPath(	CODE
LOW	openless-all/app/src/lib/desktopOnboarding.ts	14	export function getDesktopOnboardingState(): Promise<DesktopOnboardingState> {	CODE
LOW	openless-all/app/src/lib/desktopOnboarding.ts	25	export function setDesktopOnboardingFinished(finished: boolean): Promise<void> {	CODE
LOW	openless-all/app/src/lib/hotkeyMigration.ts	7	export function isHotkeyModeMigrationNoticeActive(): boolean {	CODE
LOW	openless-all/app/src/lib/hotkeyMigration.ts	11	export function shouldShowHotkeyModeMigrationPrompt(	CODE
LOW	openless-all/app/src/lib/motion.ts	18	function subscribeMotionPreference(listener: () => void) {	CODE
LOW	openless-all/app/src/lib/localAsr.ts	12	export function isLocalAsrModelSupportedOnOs(	CODE
LOW	openless-all/app/src/lib/localAsr.ts	263	export function getLocalAsrStorageSettings(): Promise<LocalAsrStorageSettings> {	CODE
LOW	openless-all/app/src/lib/localAsr.ts	339	export function cleanupIncompleteLocalAsrModel(modelId: string): Promise<void> {	CODE
LOW	openless-all/app/src/lib/localAsr.ts	412	export function setLocalAsrKeepLoadedSecs(seconds: number): Promise<void> {	CODE
LOW⚡	openless-all/app/src/lib/localAsr.ts	431	export function getFoundryLocalAsrCatalog(): Promise<FoundryLocalAsrCatalogModel[]> {	CODE
LOW⚡	openless-all/app/src/lib/localAsr.ts	439	export function setFoundryLocalAsrLanguageHint(languageHint: string): Promise<void> {	CODE
LOW⚡	openless-all/app/src/lib/localAsr.ts	443	export function setFoundryLocalRuntimeSource(source: string): Promise<void> {	CODE
LOW⚡	openless-all/app/src/lib/localAsr.ts	447	export function setFoundryLocalAsrKeepLoadedSecs(seconds: number): Promise<void> {	CODE
132 more matches not shown…

Empty Error Handlers8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	38	except Exception:	CODE
HIGH	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	110	except Exception:	CODE
HIGH	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	211	except Exception:	CODE
HIGH	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	215	except Exception:	CODE
HIGH	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	291	except Exception:	CODE
HIGH	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	304	except Exception:	CODE
HIGH	…-tauri/src/asr/local/experimental/textstream/worker.py	205	except (BrokenPipeError, ConnectionResetError, OSError):	CODE
HIGH	…-tauri/src/asr/local/experimental/textstream/worker.py	143	except queue.Empty:	CODE

Modern AI Meta-Vocabulary6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	…nless-all/app/crates/openless-core/src/shared_types.rs	656	/// Permission mode: plan/default/acceptEdits/bypassPermissions. Default acceptEdits (auto-approve with guardrails).	COMMENT
MEDIUM	…s-all/app/crates/openless-core/src/streaming_insert.rs	147	/// Strips a fully echoed user-message scaffold from the model output.	COMMENT
MEDIUM	…nless-all/app/crates/openless-core/src/coding_agent.rs	5	//! Adapter; this module unifies commands, guardrails, temporary-file plans,	COMMENT
MEDIUM	openless-all/app/android/kotlin/README.md	1	# Android Kotlin scaffolding	COMMENT
MEDIUM	openless-all/app/src/components/Onboarding.tsx	227	// issue #470: purely event-driven, no high-frequency polling. Refresh on window	COMMENT
MEDIUM	…less-all/app/src/pages/settings/PermissionsSection.tsx	103	// issue #470: hotkey status became purely event-driven, removing the per-second poll and	COMMENT

Deep Nesting14 hits · 14 pts

Severity	File	Line	Context
LOW	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	88	CODE
LOW	openless-all/app/scripts/macos-dmg-layout.py	136	CODE
LOW	openless-all/app/scripts/macos-dmg-layout.py	170	CODE
LOW	openless-all/app/scripts/windows-symbol-pair.py	22	CODE
LOW	openless-all/app/scripts/build-mobile-rime.py	39	CODE
LOW	openless-all/app/scripts/test-native-capsule-macos.py	53	CODE
LOW	…-tauri/src/asr/local/experimental/textstream/worker.py	163	CODE
LOW	…-tauri/src/asr/local/experimental/textstream/worker.py	227	CODE
LOW	…-tauri/src/asr/local/experimental/textstream/worker.py	130	CODE
LOW	…-tauri/src/asr/local/experimental/textstream/worker.py	165	CODE
LOW	openless-all/ios/scripts/validate-product.py	35	CODE
LOW	openless-all/ios/scripts/package-ipa.py	23	CODE
LOW	openless-all/ios/scripts/test-interface-resources.py	56	CODE
LOW	openless-all/ios/scripts/prepare-core.py	31	CODE

Cross-Language Confusion3 hits · 12 pts

Severity	File	Line	Snippet	Context
HIGH	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	78	return JSON.stringify(value ?? null);	CODE
HIGH	openless-all/app/scripts/test-windows-runtime-target.py	43	'std::thread::spawn(move \|\| drop(owner));', 'E0277'),	STRING
HIGH	openless-all/ios/scripts/validate-project.py	106	precondition(transparent > count / 2 && transparent < count, "Brand must retain its mark on actual transparency")	CODE

Excessive Try-Catch Wrapping13 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	openless-all/app/scripts/harmony-signing-report.py	106	except Exception as error: # noqa: BLE001 - report, never raise	CODE
LOW	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	33	except Exception:	CODE
LOW	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	38	except Exception:	CODE
LOW	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	110	except Exception:	STRING
LOW	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	160	except Exception:	STRING
LOW	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	211	except Exception:	STRING
LOW	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	215	except Exception:	STRING
LOW	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	291	except Exception:	STRING
LOW	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	304	except Exception:	STRING
MEDIUM	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	29	def get_clipboard_text() -> str \| None:	CODE
LOW	openless-all/app/scripts/test-native-capsule-macos.py	73	except Exception as error:	CODE
MEDIUM	openless-all/app/scripts/test-native-capsule-macos.py	64	def sample():	CODE
LOW	…-tauri/src/asr/local/experimental/textstream/worker.py	358	except Exception as error: # noqa: BLE001	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	openless-all/app/android/kotlin/OpenLessRime.kt	56	nextDictionaryCheck = now + java.util.concurrent.TimeUnit.DAYS.toMillis(1)	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	openless-all/app/crates/micyou-dsp/src/lib.rs	2083	// numpy reference), so a loose 0.5 ratio threshold is a robust	COMMENT
MEDIUM	openless-all/app/src-tauri/src/selection.rs	51	/// On macOS we have no HWND equivalent; the closest robust fingerprint is the	COMMENT
MEDIUM	.github/workflows/ci.yml	777	# native runtime DLL entrypoint, the process exits before the test harness starts. Keep	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	openless-all/app/scripts/linux-fcitx5-plugin/build.sh	5	# Usage:	COMMENT
LOW	scripts/bump-version.sh	3	# Usage:	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	openless-all/app/src-tauri/src/persistence/paths.rs	94	// Step 1: prune by age. Scan .wav only, consistent with step 2; files whose	COMMENT
LOW	openless-all/app/src-tauri/src/persistence/paths.rs	118	// Step 2: prune by count. Remaining wavs sorted by mtime descending; delete	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	openless-all/app/src-tauri/src/persistence/paths.rs	94	// Step 1: prune by age. Scan .wav only, consistent with step 2; files whose	COMMENT
LOW	openless-all/app/src-tauri/src/persistence/paths.rs	118	// Step 2: prune by count. Remaining wavs sorted by mtime descending; delete	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	openless-all/app/crates/openless-core/src/edit_plan.rs	756	replace: "user@example.com".into(),	CODE
LOW	…ess-all/app/src-tauri/src/asr/local/foundry_runtime.rs	2524	b"placeholder",	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	5		CODE
LOW	…-tauri/src/asr/local/experimental/textstream/worker.py	10		CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…less-all/app/scripts/windows-openless-lifecycle-e2e.py	17	def set_clipboard_text(text: str \| None) -> None:	CODE

Open-Less/openless

Open-Source Code Quality, Security and Technical Debt Review