2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.1K

Stars

JavaScript

Language

165.7K

Lines of Code

282

Files

152

Pattern Hits

2026-10-31

Scan Date

0.06

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 2.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 104 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.9/100 · LOW

Are imports declared and package/API names verified? 37 finding(s).

Agent Over-Engineering Ratio 3.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 99 finding(s).

PR Review Velocity Impact 9.3/100 · LOW

Which changes need focused human review? 152 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 16HIGH 0MEDIUM 13LOW 123

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 152 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.

Hallucination Indicators16 hits · 180 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/test-Lobby.js	57	client.socket.emit.notCalled.should.be.true();	CODE
CRITICAL	tests/test-Lobby.js	58	client.lobbyRemovePear.notCalled.should.be.true();	CODE
CRITICAL	tests/test-Lobby.js	73	client.confirmPeerAction.calledOnce.should.be.true();	CODE
CRITICAL	tests/test-PresenterManager.js	42	lobbyPeer.updatePeerInfo.notCalled.should.be.true();	CODE
CRITICAL⚡	tests/test-PresenterManager.js	61	peer.updatePeerInfo.notCalled.should.be.true();	CODE
CRITICAL⚡	tests/test-PresenterManager.js	62	room.sendToAll.notCalled.should.be.true();	CODE
CRITICAL⚡	tests/test-PresenterManager.js	72	peer.updatePeerInfo.notCalled.should.be.true();	CODE
CRITICAL⚡	tests/test-PresenterManager.js	73	room.sendToAll.notCalled.should.be.true();	CODE
CRITICAL	tests/test-Whip.js	449	peer.peer_info.peer_whip.should.be.true();	CODE
CRITICAL	tests/test-Whip.js	469	peer.peer_info.peer_video.should.be.false();	CODE
CRITICAL	tests/test-Whip.js	532	room.router.closed.should.be.true();	CODE
CRITICAL	tests/test-Whip.js	533	session.transport.closed.should.be.true();	CODE
CRITICAL	tests/test-OpenRedirect.js	57	res.redirect.calledOnce.should.be.true();	CODE
CRITICAL	tests/test-OpenRedirect.js	67	res.redirect.calledOnce.should.be.true();	CODE
CRITICAL	tests/test-OpenRedirect.js	78	res.redirect.calledOnce.should.be.true();	CODE
CRITICAL	tests/test-OpenRedirect.js	94	res.redirect.calledOnce.should.be.true();	CODE

Hyper-Verbose Identifiers88 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW	app/src/Server.js	180	function getRtmpTotalActiveStreamsCount() {	CODE
LOW	app/src/Server.js	313	function isOidcPresenterTokenValid(token, roomId) {	CODE
LOW	app/src/Server.js	6087	function notifyMainRoomBreakoutCountChanged(breakoutRoomId) {	CODE
LOW	app/src/Server.js	6537	function updateHostAuthenticatedFlag() {	CODE
LOW	app/src/Server.js	6579	async function getScheduleMeetingAuthState(req) {	CODE
LOW	app/src/PresenterManager.js	14	function isOidcConfiguredPresenter(oidcUser, presenterList) {	CODE
LOW	app/src/middleware/RateLimiters.js	40	function createSlidingWindowLimiter({ windowMs, max }) {	CODE
LOW	app/src/scripts/bindable.js	115	async function checkWebRtcTransportPorts(ipAddress, minPort, maxPort) {	CODE
LOW	app/src/lib/nodemailer.js	269	function sanitizeScheduleMeetingText(value, maxLength = SCHEDULE_MEETING_LIMITS.descriptionMax) {	CODE
LOW	tests/test-NoiseSuppression.js	131	function createProcessorEnvironment(overrides = {}) {	CODE
LOW	tests/test-Swal.js	173	function initializeMicrophoneSwitches() {	CODE
LOW	tests/test-Swal.js	359	const start = source.indexOf('function toggleLockUnlockWhiteboard()');	CODE
LOW	public/js/Rules.js	347	function loadModeratorDataFromRoom() {	CODE
LOW	public/js/Translate.js	14	function googleTranslateElementInit() {	CODE
LOW	public/js/WakeLock.js	102	function notifyManualWakeLockChange() {	CODE
LOW⚡	public/js/Room.js	8779	function renderParticipantMenuItem(buttonHtml) {	CODE
LOW⚡	public/js/Room.js	8785	function renderParticipantMenuHeader(title, avatarSrc) {	CODE
LOW⚡	public/js/Room.js	8792	function renderParticipantMenuGroup(label) {	CODE
LOW⚡	public/js/Room.js	8798	function renderParticipantDropdown(menuId, menuItems, ariaLabel = 'Participant actions') {	CODE
LOW⚡	public/js/Room.js	9440	function toggleHiddenParticipantsFilter() {	CODE
LOW⚡	public/js/Room.js	9449	function prunePeersLeftFromHiddenIds(peers) {	CODE
LOW⚡	public/js/Room.js	9458	function setHiddenParticipantsFilter(active) {	CODE
LOW⚡	public/js/Room.js	9465	function refreshHiddenParticipantsButton() {	CODE
LOW⚡	public/js/Room.js	9469	function applyHiddenParticipantsFilter() {	CODE
LOW⚡	public/js/Room.js	9478	function showAllHiddenParticipants() {	CODE
LOW	public/js/Room.js	303	async function loadVirtualBackgroundsFromManifest() {	CODE
LOW	public/js/Room.js	768	function refreshMainButtonsToolTipPlacement() {	CODE
LOW	public/js/Room.js	914	async function refreshMyAudioVideoDevices() {	CODE
LOW	public/js/Room.js	1044	async function initEnumerateVideoDevices() {	CODE
LOW	public/js/Room.js	1084	async function initEnumerateAudioDevices() {	CODE
LOW	public/js/Room.js	1448	function refreshInitAudioVideoButtons() {	CODE
LOW	public/js/Room.js	1462	async function getMicrophoneVolumeIndicator(stream) {	CODE
LOW	public/js/Room.js	1591	function applyNoiseSuppressionDefault() {	CODE
LOW	public/js/Room.js	3009	function resetMyPeerAvatarInMemory() {	CODE
LOW	public/js/Room.js	3040	function updateMyAvatarResetButtonVisibility() {	CODE
LOW	public/js/Room.js	3052	function updateChatConversationsCount() {	CODE
LOW	public/js/Room.js	4346	function setupParticipantViewDropdown() {	CODE
LOW	public/js/Room.js	4372	function updateParticipantViewButtonVisibility() {	CODE
LOW	public/js/Room.js	5196	function handleUsernameEmojiPicker() {	CODE
LOW	public/js/Room.js	5507	function loadSettingsFromLocalStorage() {	CODE
LOW	public/js/Room.js	6336	function setupSettingsExtraDropdown() {	CODE
LOW	public/js/Room.js	6407	function updateSettingsExtraGroups() {	CODE
LOW	public/js/Room.js	6435	function restoreSplitButtonsBorderRadius() {	CODE
LOW	public/js/Room.js	6447	function setupQuickDeviceSwitchDropdowns() {	CODE
LOW	public/js/Room.js	6737	function getVideoMenuBackgroundMode() {	CODE
LOW	public/js/Room.js	6758	function getVideoMenuBackgroundFileInput() {	CODE
LOW	public/js/Room.js	6775	async function uploadVideoMenuBackground(files) {	CODE
LOW	public/js/Room.js	6782	function appendVideoMenuBackgroundOption(sectionEl, label, selected, clickHandler) {	CODE
LOW	public/js/Room.js	6809	function appendVideoMenuBackgroundGrid(sectionEl) {	CODE
LOW	public/js/Room.js	6881	function appendVideoMenuBackground(menuEl) {	CODE
LOW	public/js/Room.js	6906	function restoreVideoMenuBackgroundScroll(section) {	CODE
LOW	public/js/Room.js	7233	function setupWhiteboardCanvasSize() {	CODE
LOW	public/js/Room.js	7269	function setupWhiteboardResizeListener() {	CODE
LOW	public/js/Room.js	7353	function setWhiteboardControlState(button, isActive) {	CODE
LOW	public/js/Room.js	7364	function whiteboardIsVanishingMode(status) {	CODE
LOW	public/js/Room.js	7598	function whiteboardUngroupSelection() {	CODE
LOW	public/js/Room.js	7886	function setupWhiteboardLocalListeners() {	CODE
LOW	public/js/Room.js	7952	async function editWhiteboardGroupedText(e) {	CODE
LOW	public/js/Room.js	8099	function wbPositionParticipantLabel(entry) {	CODE
LOW	public/js/Room.js	8111	function wbRepositionParticipantLabels() {	CODE
28 more matches not shown…

Decorative Section Separators11 hits · 46 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	docker-compose-whisper.yml	1	# =============================================================================	COMMENT
MEDIUM⚡	docker-compose-whisper.yml	3	# =============================================================================	COMMENT
MEDIUM⚡	docker-compose-whisper.yml	12	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker-compose-whisper.yml	14	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker-compose-whisper.yml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker-compose-whisper.yml	22	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker-compose-whisper.yml	40	# =============================================================================	COMMENT
MEDIUM⚡	docker-compose-whisper.yml	43	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker-compose-whisper.yml	45	# -------------------------------------------------------------------------	COMMENT
MEDIUM	docker-compose-whisper.yml	67	# -------------------------------------------------------------------------	COMMENT
MEDIUM	docker-compose-whisper.yml	69	# -------------------------------------------------------------------------	COMMENT

Fake / Example Data21 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	tests/test-SipPhone.js	48	assert.deepEqual(parseSipTarget('bob@example.org', ctx), {	CODE
LOW	tests/test-SipPhone.js	51	uri: 'sip:bob@example.org',	CODE
LOW	tests/test-SipPhone.js	153	type('bob@example.org');	CODE
LOW	tests/test-ServerAPI.js	50	['peer1', { peer_info: { peer_name: 'John Doe' } }],	CODE
LOW	tests/test-ServerAPI.js	51	['peer2', { peer_info: { peer_name: 'Jane Doe' } }],	CODE
LOW	tests/test-ServerAPI.js	111	peer_name: 'John Doe',	CODE
LOW	tests/test-ServerAPI.js	135	name: 'John Doe',	CODE
LOW	tests/test-ServerAPI.js	175	name: 'John Doe',	CODE
LOW	tests/test-GifSearch.js	74	assert.equal(elements.input.getAttribute('placeholder'), 'Search KLIPY');	CODE
LOW	public/js/VideoDrawing.js	2072	this._setTranslatedAttribute(input, 'placeholder', 'Type annotation', 'labels');	CODE
LOW	public/js/Room.js	7414	const text = new fabric.IText('Lorem Ipsum', {	CODE
LOW	public/js/GifSearch.js	38	this.input.setAttribute('placeholder', GifSearch.PLACEHOLDER);	CODE
LOW	public/js/I18n.js	60	const ATTR_KEYS = ['title', 'placeholder', 'aria-label', 'data-tippy-content'];	CODE
LOW	public/views/50X.html	78	<svg class="placeholder" width="528" height="396" viewBox="0 0 528 396">	CODE
LOW	public/views/404.html	78	<svg class="placeholder" width="528" height="396" viewBox="0 0 528 396">	CODE
LOW	public/views/login.html	215	<svg class="placeholder" width="528" height="396" viewBox="0 0 528 396">	CODE
LOW	public/views/newroom.html	93	<svg class="placeholder" width="528" height="396" viewBox="0 0 528 396">	CODE
LOW	public/views/permission.html	92	<svg class="placeholder" width="528" height="396" viewBox="0 0 528 396">	CODE
LOW	public/views/whoAreYou.html	136	<svg class="placeholder" width="528" height="396" viewBox="0 0 528 396">	CODE
LOW	public/views/landing.html	124	<svg class="placeholder" width="528" height="396" viewBox="0 0 528 396">	CODE
LOW	scripts/extract-ui-lang.js	23	const ATTR_KEYS = ['title', 'placeholder', 'aria-label', 'data-tippy-content'];	CODE

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	webhook/README.md	7	### Step 1: Enable Webhooks	COMMENT
LOW	webhook/README.md	18	### Step 2: Run the Webhook Server	COMMENT
LOW	webhook/README.md	34	### Step 3: Webhook Events	COMMENT
LOW	public/js/RoomClient.js	15646	// Step 1: Create session token	COMMENT
LOW	public/js/RoomClient.js	15691	// Step 2: Start session to get LiveKit credentials	COMMENT
LOW	public/js/RoomClient.js	15713	// Step 3: Connect to LiveKit room	COMMENT

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose-whisper.yml	1	# =============================================================================	COMMENT
LOW	docker-compose-whisper.yml	21	# Point MiroTalk P2P at this server	COMMENT
LOW	docker-compose.template.yml	21	volumes:	COMMENT
LOW	public/js/Helpers.js	81	// To start recording, call audioRecorder.getMixedAudioStream(audioStreams);	COMMENT
LOW	scripts/upgrade-ffmpeg.sh	1	#!/usr/bin/env bash	COMMENT

Slop Phrases1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	docker-compose-whisper.yml	5	# Runs an OpenAI-compatible Whisper server so you can use the room	COMMENT

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	public/js/RoomClient.js	15646	// Step 1: Create session token	COMMENT
LOW	public/js/RoomClient.js	15691	// Step 2: Start session to get LiveKit credentials	COMMENT
LOW	public/js/RoomClient.js	15713	// Step 3: Connect to LiveKit room	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/src/lib/whisper.js	13	// Stored normalized (lowercase, no spaces/punctuation) for robust matching.	COMMENT

miroslavpejic85/mirotalksfu

Open-Source Code Quality, Security and Technical Debt Review