3.0

Adjusted Signal

3.0

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

79.3K

Lines of Code

342

Files

114

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 3.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 50 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 10.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 63 finding(s).

PR Review Velocity Impact 13.7/100 · LOW

Which changes need focused human review? 114 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 60LOW 54

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 114 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 Separators57 hits · 171 pts

Severity	File	Line	Snippet	Context
MEDIUM	tauri-app/crates/micyou-plugin/tests/wasm_loader.rs	15	// ── Mock host ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/tests/wasm_loader.rs	178	// ── Tests ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/tests/wasm_loader.rs	355	// ── Example plugin validation ─────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/tests/native_loader.rs	18	// ── Mock host ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/tests/native_loader.rs	140	// ── Fixture discovery ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/tests/native_loader.rs	318	// ── Tests ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/src/manager.rs	105	// ── Discovery ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/src/manager.rs	204	// ── Registry queries ───────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/src/manager.rs	244	// ── Loaded instances ───────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/src/manager.rs	315	// ── Persistence ────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/src/manager.rs	346	// ── Plugin-scoped config ───────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/src/abi.rs	215	// ── Host callback shims ────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/src/wasm.rs	412	// ── Host function registration ─────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/src/bus.rs	135	// ── Local pub/sub ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/src/bus.rs	170	// ── RPC ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-plugin/src/bus.rs	255	// ── Incoming routing ───────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-cli/src/plugin_cmds.rs	392	// ─────────── 分配器：bump（宿主要求导出 alloc/dealloc）───────────	COMMENT
MEDIUM	tauri-app/crates/micyou-cli/src/plugin_cmds.rs	411	// ─────────── 宿主导入（签名必须与宿主一致，见 docs/plugins/api-reference.md）───────────	COMMENT
MEDIUM	tauri-app/crates/micyou-cli/src/plugin_cmds.rs	421	// ─────────── 内存工具 ───────────	COMMENT
MEDIUM	tauri-app/crates/micyou-cli/src/plugin_cmds.rs	455	// ─────────── 宿主契约导出 ───────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/loopback.rs	203	// ─── Helper: downmix + resample + push to buffer ─────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/loopback.rs	242	// ─── Windows: WASAPI loopback on default render device ────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/loopback.rs	390	// ─── Linux: PipeWire capture from the physical playback sink ──────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/loopback.rs	527	// ─── macOS: Core Audio process tap, falling back to BlackHole ────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/loopback.rs	565	// ─── macOS: cpal capture from BlackHole ──────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	153	// ─── Shared STFT window helpers ───────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	179	// ─── Compiled native models (pure Rust, no ONNX Runtime) ──────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	214	// ─── PureVox6 native noise suppression ────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	384	// ─── AEC7 native acoustic echo cancellation ──────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	624	// ─── AEC Delay Estimation and Alignment ───────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	697	// ─── Speexdsp-style spectral subtraction noise suppression ──────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	781	// ─── Equalizer (10-band Biquad Peaking EQ) ──────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	903	// ─── Buffer Level Manager (replaces adaptive resampler) ─────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	968	// ─── Main DSP Processor ─────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	1291	// ── AEC Acoustic Echo Cancellation ────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	1389	// ── Noise Reduction Dispatcher ──────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	1408	// ── RNNoise (nnnoiseless) ───────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	1596	// ── Dereverb (delay-line comb filter, matching KMP DereverbEffect) ─────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	1645	// ── AGC ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	1676	// ── VAD ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	1698	// ── Spectrum ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	2071	// ─── Native model property tests ──────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/macos_tap.rs	113	// ─── Core Audio ABI ────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-audio/src/macos_tap.rs	265	// ─── Capture thread ───────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-infer/src/lib.rs	55	// ─── blob format constants (keep in sync with onnxref/compiler.py) ───────	COMMENT
MEDIUM	tauri-app/crates/micyou-infer/src/lib.rs	151	// ─── little-endian reader ────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-infer/src/lib.rs	201	// ─── graph ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-infer/src/lib.rs	507	// ─── session ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tauri-app/crates/micyou-infer/src/ops.rs	1509	// ─── AVX2+FMA runtime dispatch ─────────────────────────────────────────────	COMMENT
MEDIUM	plugins/examples/native-soundpad/panel.html	100	// ── 与宿主（设置对话框或独立窗口）的 postMessage 桥 ─────────────────────	COMMENT
MEDIUM	plugins/examples/native-soundpad/src/lib.rs	157	// ── 必需入口 ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	plugins/examples/native-soundpad/src/lib.rs	310	// ── 可选入口 ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…lin/com/lanrhyme/micyou/soundpad/SoundPadController.kt	132	// ─────────────────────────── discovery ───────────────────────────	COMMENT
MEDIUM	…lin/com/lanrhyme/micyou/soundpad/SoundPadController.kt	183	// ─────────────────────────── inbound ───────────────────────────	COMMENT
MEDIUM	…lin/com/lanrhyme/micyou/soundpad/SoundPadController.kt	266	// ─────────────────────────── outbound ───────────────────────────	COMMENT
MEDIUM	…lin/com/lanrhyme/micyou/soundpad/SoundPadController.kt	298	// ─────────────────────────── public actions ───────────────────────────	COMMENT
MEDIUM	…lin/com/lanrhyme/micyou/soundpad/SoundPadController.kt	390	// ─────────────────────────── folder navigation ───────────────────────────	COMMENT

Over-Commented Block35 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	tauri-app/build-dmg-background.js	1	#!/usr/bin/env node	COMMENT
LOW	tauri-app/build-tray-icon.js	1	#!/usr/bin/env node	COMMENT
LOW	…i-app/crates/micyou-plugin/include/micyou_plugin_abi.h	21	*	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/host.rs	101	#[serde(tag = "type", rename_all = "camelCase")]	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/host.rs	141	/// independent host window. The plugin decides when a window is needed.	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/host.rs	161		COMMENT
LOW	tauri-app/crates/micyou-plugin/src/manifest.rs	181	/// Custom pages shown in the settings sidebar; each is a self-contained	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/manifest.rs	221	/// the host may fall back to its own frame size).	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/manifest.rs	281	/// enabled and satisfy the semver requirement before this plugin can be	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/manifest.rs	301	/// Reverse-DNS id, e.g. `dev.micyou.eq`.	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/manifest.rs	321	/// Capability identifiers requested from the host.	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/manifest.rs	341	#[serde(default)]	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/manifest.rs	361	#[serde(default, rename = "nameI18n", alias = "name_i18n")]	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/dsp.rs	21	//! `micyou_audio::DspProcessor::set_external_hook`; the closure receives the	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/dsp.rs	41	/// Per-node DSP callback: node name, interleaved samples, channels, queued ms.	COMMENT
LOW	tauri-app/crates/micyou-plugin/src/manager.rs	21	//! <plugin.id>/plugin.json # manifest (required)	COMMENT
LOW	tauri-app/crates/micyou-core/src/discovery.rs	41		COMMENT
LOW	tauri-app/crates/micyou-core/src/transport/net_bind.rs	21	//! IPv4 socket options (2 MiB UDP receive buffer, non-blocking mode) are	COMMENT
LOW	tauri-app/crates/micyou-core/src/transport/net_bind.rs	61	/// Builds the `"host:port"` string for `ToSocketAddr` consumers.	COMMENT
LOW	tauri-app/crates/micyou-core/src/transport/net_bind.rs	101	// only_v6(true) MUST be applied before the bind: a socket that is still	COMMENT
LOW	tauri-app/crates/micyou-core/src/server/output.rs	21	/// How often the idle device thread checks for a failed stream.	COMMENT
LOW	tauri-app/crates/micyou-cli/src/plugin_cmds.rs	41	dir: String,	COMMENT
LOW	tauri-app/crates/micyou-cli/src/main.rs	41	/// 音频服务器端口（UDP 端口自动 +1，默认读共享 server.json）	COMMENT
LOW	tauri-app/crates/micyou-audio/src/dsp.rs	381	}	COMMENT
LOW	tauri-app/crates/micyou-audio/src/dsp.rs	981	ns_buffer_right: Vec<f32>,	COMMENT
LOW	tauri-app/crates/micyou-audio/src/dsp.rs	1041	/// DSP stage for all registered plugins at once. Since issue #347 every	COMMENT
LOW	tauri-app/crates/micyou-audio/src/aec.rs	101	AecAvailability::ready()	COMMENT
LOW	tauri-app/crates/micyou-audio/src/engine.rs	201	monitor_resampler: Option<RubatoResampler>,	COMMENT
LOW	tauri-app/crates/micyou-infer/src/lib.rs	21	//! `tools/onnx-port` compiler in the experimental	COMMENT
LOW	tauri-app/crates/micyou-infer/src/lib.rs	41	//! This repository ships only the runtime artifacts (VM + compiled blobs);	COMMENT
LOW	tauri-app/crates/micyou-infer/src/ops.rs	21	//! f32; rounding points mirror the reference so streaming goldens stay	COMMENT
LOW	tauri-app/crates/micyou-infer/src/ops.rs	81	}	COMMENT
LOW	tauri-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	tauri-app/crates/micyou-infer/src/ops.rs	1501	for i in 0..inner {	COMMENT
LOW	plugins/examples/native-soundpad/src/lib.rs	1	//! MicYou native plugin example — a soundpad with a UI button panel	COMMENT

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	tauri-app/src/shared/locales/zh.json	134	"placeholder": "/* 例如: \nbody {'{'}\n font-family: 'Comic Sans MS' !important;\n{'}'}\n*/",	CODE
LOW	tauri-app/src/shared/locales/cat.json	132	"placeholder": "/* 例如: \nbody {'{'}\n font-family: 'Comic Sans MS' !important;\n{'}'}\n*/",	CODE
LOW	tauri-app/src/shared/locales/zh-ss.json	132	"placeholder": "/* 例如: \nbody {'{'}\n font-family: 'Comic Sans MS' !important;\n{'}'}\n*/",	CODE
LOW	tauri-app/src/shared/locales/lzh.json	132	"placeholder": "/* 例：\nbody {'{'}\n font-family: 'Comic Sans MS' !important;\n{'}'}\n*/",	CODE
LOW	tauri-app/src/shared/locales/en.json	134	"placeholder": "/* Example: \nbody {'{'}\n font-family: 'Comic Sans MS' !important;\n{'}'}\n*/",	CODE
LOW	tauri-app/src/shared/locales/zh-hk.json	132	"placeholder": "/* 例如: \nbody {'{'}\n font-family: 'Comic Sans MS' !important;\n{'}'}\n*/",	CODE
LOW	tauri-app/src/shared/locales/zh-tw.json	132	"placeholder": "/* 例如：\nbody {'{'}\n font-family: 'Comic Sans MS' !important;\n{'}'}\n*/",	CODE

Hyper-Verbose Identifiers6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tauri-app/generate-licenses.js	94	async function configuredCargoAboutVersion() {	CODE
LOW	tauri-app/build-macos-icon.js	71	function macosMinimumSystemVersion() {	CODE
LOW	…i-app/src/features/connection/composables/useServer.ts	35	function aecFailureNotificationKey(reason?: string \| null) {	CODE
LOW	tauri-app/src/features/audio/composables/useAudio.ts	76	function handleMonitoringWarningConfirm(dontAskAgain: boolean) {	CODE
LOW	tauri-app/src/features/audio/composables/useAudio.ts	84	function handleMonitoringWarningCancel() {	CODE
LOW	tauri-app/src/features/theme/composables/useTheme.ts	194	function refreshSystemAccentOnFocus() {	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tauri-app/crates/micyou-audio/src/dsp.rs	2131	// numpy reference), so a loose 0.5 ratio threshold is a robust	COMMENT
MEDIUM	…i-app/src/features/connection/composables/useServer.ts	224	// Auto-switch to BlackHole input on macOS for seamless virtual audio loopback	COMMENT

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	composeApp/src/main/kotlin/com/lanrhyme/micyou/App.kt	199	// Step 1: Install PC Server	COMMENT
LOW	composeApp/src/main/kotlin/com/lanrhyme/micyou/App.kt	219	// Step 2: Connect	COMMENT
LOW	composeApp/src/main/kotlin/com/lanrhyme/micyou/App.kt	239	// Step 3: Start	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	composeApp/src/main/kotlin/com/lanrhyme/micyou/App.kt	199	// Step 1: Install PC Server	COMMENT
LOW	composeApp/src/main/kotlin/com/lanrhyme/micyou/App.kt	219	// Step 2: Connect	COMMENT
LOW	composeApp/src/main/kotlin/com/lanrhyme/micyou/App.kt	239	// Step 3: Start	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tauri-app/crates/micyou-cli/src/plugin_cmds.rs	21	//! - `create <id>` scaffold a new plugin (wasm or native skeleton)	COMMENT

MicYou-Dev/MicYou

Open-Source Code Quality, Security and Technical Debt Review