0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.3K

Stars

TypeScript

Language

449.8K

Lines of Code

932

Files

179

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 2.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 161 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 128 finding(s).

PR Review Velocity Impact 2.4/100 · LOW

Which changes need focused human review? 179 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 21LOW 158

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 179 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.

Hyper-Verbose Identifiers113 hits · 124 pts

Severity	File	Line	Snippet	Context
LOW	vite.config.js	130	function stripManifestFromSecondaryEntriesPlugin() {	CODE
LOW	test/js/serial_backend.test.ts	296	function establishVirtualConnection() {	CODE
LOW	test/js/osd_preview_limits.test.js	14	function buildArtificialHorizonPreview() {	CODE
LOW	test/js/osd_preview_limits.test.js	25	function buildHorizonSidebarsPreview() {	CODE
LOW	test/js/simplifiedTuning.test.ts	33	function enableFilterFeatureDetection() {	CODE
LOW	test/blackbox-viewer/workspace_io.test.ts	55	function createExistingWorkspaceState() {	CODE
LOW⚡	src/composables/useTuningSliders.ts	101	export function readGyroFilterSliderPosition(): GyroFilterSliderPosition {	CODE
LOW⚡	src/composables/useTuningSliders.ts	109	export function readDTermFilterSliderPosition(): DTermFilterSliderPosition {	CODE
LOW	src/composables/useOsdPreview.ts	166	function normalizeSelectedPosition(position: number, totalSize: number): number {	CODE
LOW	src/composables/useOsdPreview.ts	322	export function clampStringPreviewPosition(	CODE
LOW	src/composables/useOsdPreview.ts	347	export function clampStringArrayPreviewPosition(	CODE
LOW	src/composables/useOsdPreview.ts	379	export function clampObjectArrayPreviewPosition(	CODE
LOW	src/composables/useOsdPreview.ts	415	export function clampArrayPreviewPosition(	CODE
LOW	src/composables/useFlightPlan.ts	162	function validatePositionalWaypoint(waypointData: WaypointInput): boolean {	CODE
LOW	src/composables/useMspCliSession.ts	215	export function findCliSettingAllowedValues(lines: string[] \| null \| undefined): string[] \| null {	CODE
LOW	src/composables/useOsdRuler.ts	186	function getHorizontalAxisGeometry(axis: HorizontalAxis, params: RulerLayout, tick: number) {	CODE
LOW	src/composables/usePreflight.ts	860	function refreshIpGeolocationConsent(): boolean {	CODE
LOW	src/composables/usePreflight.ts	913	function updateMagneticDeclination() {	CODE
LOW	src/composables/useDataflashErase.ts	42	export function getDataflashEraseTimeoutMs(totalSize: number): number {	CODE
LOW	src/composables/useVtx.ts	136	function buildPowerOptionsFromTable(powerLevelList: VtxTablePowerLevel[], count: number) {	CODE
LOW	src/composables/useVtx.ts	156	function buildPowerOptionsFromRange(range: PowerRange) {	CODE
LOW	src/composables/ports/softSerial.ts	37	export function unreportedSoftSerialIdentifiers(	CODE
LOW	src/composables/ports/portNames.ts	113	export function findPortIdentifierByCliName(	CODE
LOW	src/js/tab_switch.ts	162	export function selectDefaultTabWhenConnected(): void {	CODE
LOW	src/js/main.ts	196	async function openDeleteAccountFromLink() {	CODE
LOW	src/js/serial_backend.ts	699	function finishUnexpectedDisconnect() {	CODE
LOW	src/js/serial_backend.ts	715	function dropStalledRebootConnection() {	CODE
LOW	src/js/serial_backend.ts	853	function showConnectionFailedDialog(text: string, title = i18n.getMessage("connectionFailedTitle")) {	CODE
LOW	src/js/serial_backend.ts	869	function showVersionMismatchAndCli(message: string) {	CODE
LOW	src/js/serial_backend.ts	1103	async function processBuildConfiguration() {	CODE
LOW	src/js/serial_backend.ts	1514	function clearLiveDataRefreshTimer() {	CODE
LOW	src/js/serial_backend.ts	1521	function startLiveDataRefreshTimer() {	CODE
LOW	src/js/peripherals.ts	38	function adjustBoxNameIfPeripheralWithModeID(modeId: number, defaultName: string): string {	CODE
LOW	src/js/simplifiedTuning.ts	102	function sliderFactorsFromTuningSliders(sliders: TuningSliders): SliderFactors {	CODE
LOW	src/js/simplifiedTuning.ts	148	export function calculateSimplifiedPidValues(factors: SliderFactors): AxisPidValues[] {	CODE
LOW	src/js/simplifiedTuning.ts	164	export function calculateSimplifiedGyroFilterValues(multiplier: number): GyroFilterValues {	CODE
LOW	src/js/simplifiedTuning.ts	190	export function calculateSimplifiedDtermFilterValues(multiplier: number): DtermFilterValues {	CODE
LOW⚡	src/js/simplifiedTuning.ts	229	export function applySimplifiedGyroFilters(sliders: TuningSliders = useFlightControllerStore().tuningSliders): void {	CODE
LOW⚡	src/js/simplifiedTuning.ts	237	export function applySimplifiedDtermFilters(sliders: TuningSliders = useFlightControllerStore().tuningSliders): void {	CODE
LOW⚡	src/js/simplifiedTuning.ts	245	export function validateVirtualSimplifiedTuning(): void {	CODE
LOW	src/js/blackbox/spectral_analysis.ts	581	function findMaxAchievablePhaseMargin(tf: TransferFunction, openLoop: OpenLoopResponse) {	CODE
LOW	src/js/utils/magModelExport.ts	357	export function buildCharacterizationModel({	CODE
LOW	src/js/utils/magCharacterizationCompute.ts	102	export function isFirmwareCustomMagAlignCapable(versionString: string \| null \| undefined): boolean {	CODE
LOW	src/js/utils/deleteAccountLink.ts	32	export function requestDeleteAccountFocus(): void {	CODE
LOW	src/js/utils/deleteAccountLink.ts	39	export function consumeDeleteAccountFocus(): boolean {	CODE
LOW	src/js/utils/debugModes.ts	231	export function debugContextFromSysConfig(sysConfig?: DebugSysConfig \| null): DebugContext {	CODE
LOW	src/js/utils/debugModes.ts	2266	export function decodeDebugFieldToFriendly(	CODE
LOW	src/js/utils/sphereFit.ts	396	export function computeDirectionalCoverage(points: Point3[], center: Point3, minHits = 3): DirectionalCoverage {	CODE
LOW⚡	src/stores/osd.ts	324	function setSelectedPreviewProfile(profile: number) {	CODE
LOW⚡	src/stores/osd.ts	329	function updateDisplayItemVisibility(itemIndex: number, profileIndex: number, visible: boolean) {	CODE
LOW⚡	src/stores/osd.ts	335	function refreshDisplayItemPreview(displayItem: OsdDisplayItem) {	CODE
LOW	src/stores/osd.ts	355	function syncStoreFromDecodedOsdData() {	CODE
LOW	src/stores/presets_helpers.ts	114	export function createSecondaryOfficialSource(): PresetSource {	CODE
LOW	src/stores/presets_helpers.ts	147	export function sanitizeActiveSourceIndexes(storedIndexes: unknown, sourceCount: number): number[] {	CODE
LOW	src/stores/presets_helpers.ts	183	export function getDefaultFirmwareSelections(	CODE
LOW	src/stores/presets_helpers.ts	280	export function applySelectedOptionIdsToOptions(	CODE
LOW	src/stores/presets_helpers.ts	314	export function presetSearchPriorityComparer(entryA: PresetSortEntry, entryB: PresetSortEntry): number {	CODE
LOW⚡	src/stores/presets_helpers.ts	335	export function isPresetFitSearchStatuses(preset: Preset, searchParams: PresetSearchParams): boolean {	CODE
LOW⚡	src/stores/presets_helpers.ts	340	export function isPresetFitSearchCategories(preset: Preset, searchParams: PresetSearchParams): boolean {	CODE
LOW⚡	src/stores/presets_helpers.ts	348	export function isPresetFitSearchKeywords(preset: Preset, searchParams: PresetSearchParams): boolean {	CODE
53 more matches not shown…

Decorative Section Separators15 hits · 46 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/js/magModelExport.test.ts	18	// ── Synthetic inputs ────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/js/magModelExport.test.ts	73	// ── Tests ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/js/magCalibration.invariance.test.ts	146	// ── Tests ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/composables/useTuningSliders.ts	34	// ── Constants ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/composables/useTuningSliders.ts	43	// ── Types ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/composables/useTuningSliders.ts	68	// ── Pure utilities ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/composables/useTuningSliders.ts	84	// ── Initialization helpers (read fcStore.tuningSliders → plain objects) ──────────	COMMENT
MEDIUM⚡	src/composables/useTuningSliders.ts	117	// ── MSP actions ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/composables/usePreflight.ts	414	// ── Module-scoped singleton state ──────────────────────────────────────────────	COMMENT
MEDIUM	src/composables/usePreflight.ts	1030	// ── Public API (singleton) ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/js/utils/ellipsoidFit.ts	223	// ── Internal helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/js/utils/magCharacterizationCompute.ts	90	// ── Firmware version gate ───────────────────────────────────────────────────	COMMENT
MEDIUM	src/js/utils/magCharacterizationCompute.ts	255	// ── Quality assessment ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/tabs/PreflightTab.vue	1641	// ── NOTAM logic ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/tabs/PreflightTab.vue	1752	// ── End NOTAM logic ───────────────────────────────────────────────────────	COMMENT

Over-Commented Block40 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	crowdin.yml	1	# ID used by the upload action to Crowdin	COMMENT
LOW	test/js/webbluetooth.test.ts	21		COMMENT
LOW	test/js/tauri_serial.test.js	1	import { afterEach, beforeEach, describe, expect, it, vi } from "vitest";	COMMENT
LOW	test/js/boardAlignment.test.ts	41	// - Drone nose faces AWAY from the user during calibration (+X = forward).	COMMENT
LOW	test/js/webserial.test.js	1	import { beforeEach, afterEach, describe, expect, it, vi } from "vitest";	COMMENT
LOW	test/js/device_handler.test.ts	21		COMMENT
LOW	test/js/usbdfu_h7_erase.test.js	1	import { beforeEach, describe, expect, it, vi } from "vitest";	COMMENT
LOW	test/js/serial_backend.test.ts	801		COMMENT
LOW	test/js/usbdfu_open_failure.test.js	1	import { beforeEach, describe, expect, it, vi } from "vitest";	COMMENT
LOW	test/js/usbdfu_stm32c5.test.js	1	import { beforeEach, describe, expect, it, vi } from "vitest";	COMMENT
LOW	test/js/serial_send_callback.test.ts	21		COMMENT
LOW	test/js/utils/debugFieldAnnotations.test.ts	101		COMMENT
LOW	.github/workflows/tauri-release-assets.yml	1	name: Release platform assets	COMMENT
LOW	.github/workflows/tauri-nightly.yml	1	name: Nightly downloads	COMMENT
LOW	.github/workflows/android-play-release.yml	1	name: Android Play release	COMMENT
LOW	src-tauri/Cargo.toml	21	serde_json = "1.0"	COMMENT
LOW	src-tauri/src/tcp.rs	1	//! Raw TCP client commands for the configurator.	COMMENT
LOW	src-tauri/src/mdns/mod.rs	1	//! mDNS discovery of Betaflight bridges (github.com/betaflight/bridge).	COMMENT
LOW	src/composables/adjustments/useAdjustmentsData.ts	41	// configurator's adjustmentsFunctionN locale labels reflect the dispatch	COMMENT
LOW	src/js/serial_backend.ts	81	// Re-entrancy guard for the live-data poller. update_live_status is async and awaits a	COMMENT
LOW	src/js/serial_backend.ts	101	// from an unexpected one (unplug / FC reboot / BLE drop) so we don't tear down	COMMENT
LOW	src/js/serial_backend.ts	221	const connectionStore = useConnectionStore();	COMMENT
LOW	src/js/serial_backend.ts	421		COMMENT
LOW	src/js/serial_backend.ts	1601	}	COMMENT
LOW	src/js/serial_backend.ts	1641	rebootReconnectTimerId = false;	COMMENT
LOW	src/js/blackbox/spectral_analysis.ts	761	return 1 - lowFreqErrorDb * 0.05;	COMMENT
LOW	src/js/blackbox/spectral_analysis.ts	781	// fragile by a measure this file already computes.	COMMENT
LOW	src/js/blackbox/spectral_analysis.ts	801	const admissibleMax = clamp(requestedGain, GAIN_SCALE_MIN, GAIN_SCALE_MAX);	COMMENT
LOW	src/js/blackbox/spectral_analysis.ts	821	// rather than implied. Judged against the admissible ceiling with a	COMMENT
LOW	src/js/blackbox/spectral_analysis.ts	841	// per-axis, and yaw conventionally runs no D at all, so a per-axis D	COMMENT
LOW	src/js/blackbox/spectral_analysis.ts	861	// instability/flyaway on arm. So this may only ever tighten filtering.	COMMENT
LOW	src/js/utils/connectDeeplink.ts	21		COMMENT
LOW	src/js/protocols/usbdfu.ts	521	getChipInfo(_interface: number, callback: (chipInfo: ChipInfo, resultCode: number) => void): void {	COMMENT
LOW	src/js/protocols/usbdfu.ts	561	// "@Option Bytes /0x1FFF7800/01048 e/0x1FFFF800/01048 e"	COMMENT
LOW	src/js/protocols/usbdfu.ts	741	}	COMMENT
LOW	…c/components/dialogs/mag-calibration/MagSphereView.vue	521	// 1. set(x,-y,-z,w) is the conjugation p·q·p* (p = _BASE_180_X = Rx180)	COMMENT
LOW	src/blackbox-viewer/imu.ts	41	PITCH = 1,	COMMENT
LOW	src/blackbox-viewer/flightlog_parser.ts	621	//Predict that this field is the same as the average of the last two history items:	COMMENT
LOW	src/blackbox-viewer/leaflet-global.ts	21		COMMENT
LOW	src/blackbox-viewer/flight3d/fcAttitude.ts	21		COMMENT

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	package-lock.json	14870	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	src/js/utils/AutoBackup.ts	84	// More robust prompt detection with multiple patterns	COMMENT
MEDIUM	src/js/utils/AutoBackup.ts	291	// Process and save the output - more robust parsing	COMMENT

Modern AI Meta-Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	AGENTS.md	8	Standards for AI-assisted contributions to Betaflight Configurator. Adapted from the [awesome-copilot Vue 3 instructions	CODE
MEDIUM	AGENTS.md	17	## Architecture guardrails	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/js/localization.ts	65	type LocalizedProperty = "innerHTML" \| "title" \| "value" \| "placeholder";	CODE
LOW	src/js/localization.ts	320	{ attr: "i18n_placeholder", prop: "placeholder" },	CODE
LOW	src/components/user-session/UserSession.stories.ts	86	args: { isLoggedIn: true, userEmail: "user@example.com", userName: "Sample User" },	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	locales/en/messages.json	6996	"message": "Here you can configure the values for your Video Transmitter (VTX). You can view and change the tran	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…c/components/dialogs/mag-calibration/MagSphereView.vue	552	// Step 2: cancels the conjugation's p* → net Rx180·q. Dots and live-mag	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…c/components/dialogs/mag-calibration/MagSphereView.vue	552	// Step 2: cancels the conjugation's p* → net Rx180·q. Dots and live-mag	COMMENT

betaflight/betaflight-configurator

Open-Source Code Quality, Security and Technical Debt Review