2.5

Adjusted Signal

2.5

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

4.5K

Stars

TypeScript

Language

103.7K

Lines of Code

461

Files

140

Pattern Hits

2026-10-31

Scan Date

0.02

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? 89 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.9/100 · LOW

Are imports declared and package/API names verified? 32 finding(s).

Agent Over-Engineering Ratio 3.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 51 finding(s).

PR Review Velocity Impact 11.1/100 · LOW

Which changes need focused human review? 140 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 11MEDIUM 25LOW 104

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 140 distinct pattern matches across 14 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.

Cross-Language Confusion (JS/TS)11 hits · 82 pts

Severity	File	Line	Snippet	Context
HIGH	Adobe-Extension/src/js/lib/cep/vulcan.d.ts	30	* @return True if the app can be launched, false otherwise.	COMMENT
HIGH	Adobe-Extension/src/js/lib/cep/vulcan.d.ts	45	* @return True if the app is running, false otherwise.	COMMENT
HIGH	Adobe-Extension/src/js/lib/cep/vulcan.d.ts	56	* @return True if the app is installed, false otherwise.	COMMENT
HIGH	Adobe-Extension/src/js/lib/cep/vulcan.js	52	* @return True if the app can be launched, false otherwise.	COMMENT
HIGH	Adobe-Extension/src/js/lib/cep/vulcan.js	80	* @return True if the app is running, false otherwise.	COMMENT
HIGH	Adobe-Extension/src/js/lib/cep/vulcan.js	105	* @return True if the app is installed, false otherwise.	COMMENT
HIGH	Adobe-Extension/src/js/lib/cep/vulcan.js	182	* @return True if the app can be launched, false otherwise.	COMMENT
HIGH	Adobe-Extension/src/js/lib/cep/vulcan.js	215	* @return True if the app is running, false otherwise.	COMMENT
HIGH	Adobe-Extension/src/js/lib/cep/vulcan.js	249	* @return True if the app is installed, false otherwise.	COMMENT
HIGH	Adobe-Extension/src/js/lib/cep/vulcan.js	590	* @return True if all required parameters are valid,	COMMENT
HIGH	Adobe-Extension/src/js/lib/cep/vulcan.js	609	* @return True if the string has the prefix, false if not.	COMMENT

Over-Commented Block47 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	…ills/davinci-resolve-fusion/references/resolve-api.txt	1	# ============================================================================	COMMENT
LOW	…ills/davinci-resolve-fusion/references/resolve-api.txt	381	GetTrackSubType(trackType, trackIndex) --> string # Returns an audio track's format.	COMMENT
LOW	…/skills/davinci-resolve-fusion/scripts/start-server.sh	1	# MOVED: this AutoSubs-specific server launcher now lives in the AutoSubs project	COMMENT
LOW	AutoSubs-App/scripts/setup-resolve-dev.js	21	case 'darwin':	COMMENT
LOW	…rc-tauri/crates/transcription-engine/src/formatting.rs	1	// Subtitle post-processing for timestamped transcription output.	COMMENT
LOW	…rc-tauri/crates/transcription-engine/src/formatting.rs	41	/// Minimum inter-segment silence (seconds) for a whisper segment boundary to	COMMENT
LOW	…rc-tauri/crates/transcription-engine/src/formatting.rs	101	/// Minimum duration per subtitle cue	COMMENT
LOW	…rc-tauri/crates/transcription-engine/src/formatting.rs	261	// SE Asian no-space	COMMENT
LOW	…rc-tauri/crates/transcription-engine/src/formatting.rs	681	/// Cyrillic, Greek, Armenian, etc.) plus apostrophe-like marks that commonly	COMMENT
LOW	…tauri/crates/transcription-engine/src/model_manager.rs	21	// before giving up and reporting a stall (see its doc comment for rationale).	COMMENT
LOW	…tauri/crates/transcription-engine/src/model_manager.rs	221		COMMENT
LOW	…/src-tauri/crates/transcription-engine/src/manifest.rs	1	//! Compile-time model manifest.	COMMENT
LOW	…/src-tauri/crates/transcription-engine/src/manifest.rs	161	/// can flatten/rename (`dest`) and/or pull the file from a different HF repo	COMMENT
LOW	…/src-tauri/crates/transcription-engine/src/manifest.rs	261	}	COMMENT
LOW	…/crates/transcription-engine/src/translation_client.rs	121	}	COMMENT
LOW	…App/src-tauri/crates/transcription-engine/src/utils.rs	1	/// Estimate a safe DTW working-set size (in bytes) for whisper.cpp DTW.	COMMENT
LOW	…pp/src-tauri/crates/transcription-engine/src/engine.rs	741	// VAD-guided timestamp snapping: correct leading-edge drift, trailing	COMMENT
LOW	…pp/src-tauri/crates/transcription-engine/src/engine.rs	761	// is on (including "en"), this covers both native and Google paths.	COMMENT
LOW	…src-tauri/crates/diarize/crates/knf-rs/sys/wrapper.hpp	1	#include "knfc/knfc.h"	COMMENT
LOW	…rs/sys/knf/kaldi-native-fbank/csrc/feature-functions.h	21	#define KALDI_NATIVE_FBANK_CSRC_FEATURE_FUNCTIONS_H_	COMMENT
LOW	…nf-rs/sys/knf/kaldi-native-fbank/csrc/online-feature.h	21	#ifndef KALDI_NATIVE_FBANK_CSRC_ONLINE_FEATURE_H_	COMMENT
LOW	…nf-rs/sys/knf/kaldi-native-fbank/csrc/online-feature.h	101	// @param sampling_rate The sampling_rate of the input waveform	COMMENT
LOW	…knf-rs/sys/knf/kaldi-native-fbank/csrc/feature-fbank.h	21	#ifndef KALDI_NATIVE_FBANK_CSRC_FEATURE_FBANK_H_	COMMENT
LOW	…es/knf-rs/sys/knf/kaldi-native-fbank/csrc/kaldi-math.h	1	// kaldi-native-fbank/csrc/kaldi-math.h	COMMENT
LOW	…ze/crates/knf-rs/sys/knf/kaldi-native-fbank/csrc/log.h	281	}	COMMENT
LOW	…ze/crates/knf-rs/sys/knf/kaldi-native-fbank/csrc/log.h	301	: ::knf::Voidifier() & \	COMMENT
LOW	…ze/crates/knf-rs/sys/knf/kaldi-native-fbank/csrc/log.h	321	#define _KNF_CHECK_OP(x, y, op) \	COMMENT
LOW	…ze/crates/knf-rs/sys/knf/kaldi-native-fbank/csrc/log.h	361		COMMENT
LOW	…/knf-rs/sys/knf/kaldi-native-fbank/csrc/feature-mfcc.h	21	// This file is copied/modified from kaldi/src/feat/feature-mfcc.h	COMMENT
LOW	…nf-rs/sys/knf/kaldi-native-fbank/csrc/feature-window.h	1	// kaldi-native-fbank/csrc/feature-window.h	COMMENT
LOW	…e/crates/knf-rs/sys/knf/scripts/check_style_cpplint.sh	1	#!/bin/bash	COMMENT
LOW	…App/src-tauri/crates/diarize/tests/sortformer_audio.rs	1	//! Real-audio regression test for the Sortformer backend, checked against the pyannote	COMMENT
LOW	…p/src-tauri/crates/diarize/src/sortformer/exclusive.rs	1	//! Turns Sortformer's per-speaker activity probabilities into the disjoint, single-speaker	COMMENT
LOW	…p/src-tauri/crates/diarize/src/sortformer/exclusive.rs	21		COMMENT
LOW	…Subs-App/src-tauri/crates/diarize/src/pyannote/plda.rs	1	use eyre::{Context, Result};	COMMENT
LOW	AutoSubs-App/src-tauri/linux/postinst.sh	1	#!/bin/sh	COMMENT
LOW	AutoSubs-App/src-tauri/src/resolve_scripts.rs	1	//! Installs the Resolve launcher (`Utility/AutoSubs.lua`) into the user's	COMMENT
LOW	AutoSubs-App/src-tauri/src/logging.rs	1	//! # Logging System	COMMENT
LOW	AutoSubs-App/src-tauri/src/transcription_api.rs	21	pub progress: i32,	COMMENT
LOW	AutoSubs-App/src-tauri/src/transcription_api.rs	441	}	COMMENT
LOW	AutoSubs-App/src-tauri/src/main.rs	241		COMMENT
LOW	AutoSubs-App/src-tauri/src/resolve_launcher.rs	1	//! "Open from Resolve": opens AutoSubs when the user runs Workspace > Scripts >	COMMENT
LOW	AutoSubs-App/src-tauri/src/resolve_bridge.rs	1	//! File-mailbox bridge to the AutoSubs Lua server that runs inside DaVinci	COMMENT
LOW	AutoSubs-App/src-tauri/src/resolve_bridge.rs	41	const ACK_TIMEOUT: Duration = Duration::from_secs(2);	COMMENT
LOW	AutoSubs-App/src-tauri/src/cli.rs	1	//! Headless command-line interface.	COMMENT
LOW	AutoSubs-App/src-tauri/src/cli.rs	61	];	COMMENT
LOW	AutoSubs-App/src-tauri/src/cli.rs	561	m.args	COMMENT

Decorative Section Separators13 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ills/davinci-resolve-fusion/references/resolve-api.txt	1	# ============================================================================	COMMENT
MEDIUM	…ills/davinci-resolve-fusion/references/resolve-api.txt	12	# ============================================================================	COMMENT
MEDIUM	AutoSubs-App/scripts/setup-resolve-dev.js	210	// ── Stale artifact cleanup ────────────────────────────────────────────────	COMMENT
MEDIUM	AutoSubs-App/src/stores/settings-store.ts	14	// ─── Store file config ────────────────────────────────────────────────────	COMMENT
MEDIUM	AutoSubs-App/src/stores/settings-store.ts	20	// ─── Default settings ─────────────────────────────────────────────────────	COMMENT
MEDIUM	AutoSubs-App/src/stores/settings-store.ts	83	// ─── Persisted-shape normalisation ────────────────────────────────────────	COMMENT
MEDIUM	AutoSubs-App/src/stores/settings-store.ts	144	// ─── Store type ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	AutoSubs-App/src/stores/settings-store.ts	156	// ─── Store creation ───────────────────────────────────────────────────────	COMMENT
MEDIUM	AutoSubs-App/src/stores/settings-store.ts	228	// ─── Manual rehydration ───────────────────────────────────────────────────	COMMENT
MEDIUM	AutoSubs-App/src/components/captions/output-panel.tsx	153	// ── Conflict check ──────────────────────────────────────────────────────	COMMENT
MEDIUM	AutoSubs-App/src/components/captions/output-panel.tsx	178	// ── Derived state ───────────────────────────────────────────────────────	COMMENT
MEDIUM	AutoSubs-App/src/components/captions/output-panel.tsx	222	// ── Actions ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	AutoSubs-App/src/components/captions/output-panel.tsx	290	// ── Primary action label ────────────────────────────────────────────────	COMMENT

Hyper-Verbose Identifiers32 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	AutoSubs-App/scripts/update-version.js	11	function getVersionFromPackageJson() {	CODE
LOW	…ve-fbank/python/tests/test_frame_extraction_options.py	82	def test_from_dict_full_and_as_dict():	CODE
LOW	…ldi-native-fbank/python/tests/test_mel_bank_options.py	78	def test_from_dict_full_and_as_dict():	CODE
LOW	…/kaldi-native-fbank/python/tests/test_fbank_options.py	145	def test_from_dict_full_and_as_dict():	CODE
LOW	AutoSubs-App/src/stores/settings-store.ts	96	export function normalizePersistedSettings(persisted: unknown): Partial<Settings> {	CODE
LOW	AutoSubs-App/src/utils/subtitle-export.ts	131	export function subtitleDocumentSourceName(	CODE
LOW	AutoSubs-App/src/utils/subtitle-export.ts	154	export async function writeJsonTranscriptExport(input: {	CODE
LOW	AutoSubs-App/src/utils/subtitle-export.ts	248	export function serializeRawTranscriptExport(input: {	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	201	async function getSubtitleDocumentIndexPath(): Promise<string> {	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	206	async function readSubtitleDocumentIndex(): Promise<TranscriptIndexItem[]> {	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	222	async function writeSubtitleDocumentIndex(	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	229	async function upsertSubtitleDocumentIndexItem(	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	250	async function ensureSubtitleDocumentIndexItem(	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	278	async function removeSubtitleDocumentIndexItem(filename: string): Promise<void> {	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	285	function getLegacyTranscriptFilename(	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	311	async function migrateLegacyTranscriptsOnce(newDir: string): Promise<void> {	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	425	export async function validateExportedAudioFile(filePath: string): Promise<string> {	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	505	export function generateSubtitleDocumentFilename(	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	582	export async function listSubtitleDocumentIndex(): Promise<	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	617	export async function resolveSubtitleDocumentFilename(	CODE
LOW	AutoSubs-App/src/utils/file-utils.ts	772	export async function loadSubtitleDocumentSubtitles(	CODE
LOW	AutoSubs-App/src/utils/export-file.ts	21	export function subtitleExportDialogOptions(	CODE
LOW	AutoSubs-App/src/utils/export-file.ts	52	export function buildSubtitleExportContent(	CODE
LOW	AutoSubs-App/src/components/ui/chart.tsx	318	function getPayloadConfigFromPayload(	CODE
LOW	…bs-App/src/components/transcription/source-section.tsx	96	export function formatLocalizedTrackNumber(	CODE
LOW	AutoSubs-App/src/lib/models.ts	207	export function downloadedAuxiliaryModels(	CODE
LOW	AutoSubs-App/src/lib/models.ts	270	export function getFirstRecommendedModelForLanguage(language: string): Model \| null {	CODE
LOW	AutoSubs-App/src/api/formatting-api.ts	104	export function getDefaultFormattingOptions(settings: {	CODE
LOW	Adobe-Extension/src/js/lib/cep/cep_engine_extensions.js	678	native function RegisterExtensionUnloadCallback();	CODE
LOW	Adobe-Extension/src/jsx/ppro/ppro.ts	62	function getSequenceInPointSeconds(sequence: any): number {	CODE
LOW	Adobe-Extension/src/jsx/ppro/ppro.ts	196	export function getSelectedClipsTimeRange(sequence: any) {	CODE
LOW	Adobe-Extension/src/jsx/aeft/aeft.ts	83	export function getSelectedClipsTimeRange(_sequence: any) {	CODE

Unused Imports13 hits · 13 pts

Severity	File	Line	Context
LOW	…native-fbank/python/tests/test_online_whisper_fbank.py	5	CODE
LOW	…ldi-native-fbank/python/kaldi_native_fbank/__init__.py	1	CODE
LOW	…ldi-native-fbank/python/kaldi_native_fbank/__init__.py	1	CODE
LOW	…ldi-native-fbank/python/kaldi_native_fbank/__init__.py	1	CODE
LOW	…ldi-native-fbank/python/kaldi_native_fbank/__init__.py	1	CODE
LOW	…ldi-native-fbank/python/kaldi_native_fbank/__init__.py	1	CODE
LOW	…ldi-native-fbank/python/kaldi_native_fbank/__init__.py	1	CODE
LOW	…ldi-native-fbank/python/kaldi_native_fbank/__init__.py	1	CODE
LOW	…ldi-native-fbank/python/kaldi_native_fbank/__init__.py	1	CODE
LOW	…ldi-native-fbank/python/kaldi_native_fbank/__init__.py	1	CODE
LOW	…ldi-native-fbank/python/kaldi_native_fbank/__init__.py	1	CODE
LOW	…diarize/crates/knf-rs/sys/knf/cmake/cmake_extension.py	3	CODE
LOW	…diarize/crates/knf-rs/sys/knf/cmake/cmake_extension.py	6	CODE

Dead Code5 hits · 10 pts

Severity	File	Line	Context
MEDIUM	…s/sys/knf/kaldi-native-fbank/python/tests/test_rfft.py	28	CODE
MEDIUM	…s/sys/knf/kaldi-native-fbank/python/tests/test_rfft.py	29	CODE
MEDIUM	…s/sys/knf/kaldi-native-fbank/python/tests/test_rfft.py	31	CODE
MEDIUM	…s/sys/knf/kaldi-native-fbank/python/tests/test_rfft.py	32	CODE
MEDIUM	…s/sys/knf/kaldi-native-fbank/python/tests/test_rfft.py	34	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	AutoSubs-App/src-tauri/src/logging.rs	18	//! home directory (e.g., `/Users/tom/`) with `~`. It is robust enough to handle:	COMMENT
MEDIUM	AutoSubs-App/src/contexts/SubtitleDocumentContext.tsx	416	// read srt file and convert to json using robust parser	COMMENT
MEDIUM	AutoSubs-App/src/utils/srt-utils.ts	137	// --- Helper function for robust SRT parsing ---	COMMENT

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	AutoSubs-App/src/i18n/locales/ja/translation.json	599	"placeholder": "トラックを選択",	CODE
LOW	AutoSubs-App/src/i18n/locales/ru/translation.json	609	"placeholder": "Выберите дорожку",	CODE
LOW	AutoSubs-App/src/i18n/locales/zh/translation.json	599	"placeholder": "选择轨道",	CODE
LOW	AutoSubs-App/src/i18n/locales/de/translation.json	599	"placeholder": "Spur wählen",	CODE
LOW	AutoSubs-App/src/i18n/locales/ko/translation.json	599	"placeholder": "트랙 선택",	CODE
LOW	AutoSubs-App/src/i18n/locales/fr/translation.json	599	"placeholder": "Choisir une piste",	CODE
LOW	AutoSubs-App/src/i18n/locales/es/translation.json	599	"placeholder": "Elige una pista",	CODE
LOW	AutoSubs-App/src/i18n/locales/en/translation.json	619	"placeholder": "Choose a track",	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/package.yml	191	# Create the package directory	COMMENT
MEDIUM	.github/workflows/package.yml	202	# Create the package	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/davinci-resolve-fusion/scripts/split-fusion-manual.py	112		CODE
LOW	…/davinci-resolve-fusion/scripts/split-fusion-manual.py	215		CODE

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	AutoSubs-App/README.md	118	For in-depth architecture docs, component breakdowns, and to ask questions about the codebase, visit **[AutoSubs on Deep	CODE

Excessive Try-Catch Wrapping1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…Subs-App/src-tauri/resources/modules/autosubs_core.lua	439	print("Error retrieving timeline info:", err)	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…ts/skills/davinci-resolve-fusion/scripts/run-script.sh	13	# Check if script file exists	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…e/crates/knf-rs/sys/knf/scripts/check_style_cpplint.sh	17	# Usage:	COMMENT

tmoroney/auto-subs

Open-Source Code Quality, Security and Technical Debt Review