1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

5.4K

Stars

TypeScript

Language

128.0K

Lines of Code

561

Files

131

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 3.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 84 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

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

Agent Over-Engineering Ratio 6.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 73 finding(s).

PR Review Velocity Impact 8.6/100 · LOW

Which changes need focused human review? 131 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 2MEDIUM 45LOW 84

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 131 distinct pattern matches across 10 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 Separators44 hits · 132 pts

Severity	File	Line	Snippet	Context
MEDIUM	ui/e2e/remote-agent/ra-usb-config.spec.ts	45	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-usb-config.spec.ts	47	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-usb-config.spec.ts	90	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-usb-config.spec.ts	92	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-usb-config.spec.ts	135	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-usb-config.spec.ts	137	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-usb-config.spec.ts	276	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-usb-config.spec.ts	278	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-usb-config.spec.ts	351	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-usb-config.spec.ts	353	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-virtual-media.spec.ts	153	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-virtual-media.spec.ts	155	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-display.spec.ts	26	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-display.spec.ts	28	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-display.spec.ts	173	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-display.spec.ts	175	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-display.spec.ts	267	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-display.spec.ts	269	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-display.spec.ts	318	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-display.spec.ts	320	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	34	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	36	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	116	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	118	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	174	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	176	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	283	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	285	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	762	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	764	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	970	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	972	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	1156	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-keyboard.spec.ts	1158	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-mouse.spec.ts	18	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-mouse.spec.ts	20	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-mouse.spec.ts	134	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-mouse.spec.ts	136	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-mouse.spec.ts	170	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-mouse.spec.ts	172	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-mouse.spec.ts	203	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-mouse.spec.ts	205	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-tls.spec.ts	11	// ═══════════════════════════════════════════	COMMENT
MEDIUM	ui/e2e/remote-agent/ra-tls.spec.ts	13	// ═══════════════════════════════════════════	COMMENT

Over-Commented Block36 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	ui/src/keyboardLayouts/ja_JP.ts	1	import { KeyboardLayout, KeyCombo } from "../keyboardLayouts";	COMMENT
LOW	ui/src/hooks/useKeyboard.ts	61		COMMENT
LOW	ui/src/hooks/useKeyboard.ts	281	// If the keyPressReport API is not available, it simulates the device-side key	COMMENT
LOW	internal/native/cgo/main.h	1	#ifndef JETKVM_NATIVE_MAIN_H	COMMENT
LOW	internal/native/cgo/main.h	21	// typedef void (jetkvm_log_handler_t)(int level, const char filename, const char funcname, int line, const char *mess	COMMENT
LOW	internal/native/cgo/edid.c	1	#include "edid.h"	COMMENT
LOW	internal/native/cgo/video.c	1	#define _POSIX_C_SOURCE 200809L	COMMENT
LOW	internal/native/cgo/video.c	21	#include <rk_mpi_mmz.h>	COMMENT
LOW	internal/native/cgo/video.c	401	// VENC_CHN_ATTR_S stAttr;	COMMENT
LOW	internal/native/cgo/ctrl.c	1	#include <stdio.h>	COMMENT
LOW	internal/native/cgo/screen.c	1	#include <time.h>	COMMENT
LOW	internal/native/cgo/main.c	1	#include <stdio.h>	COMMENT
LOW	internal/native/cgo/main.c	21	void jetkvm_c_log_handler(int level, const char filename, const char funcname, int line, const char *message) {	COMMENT
LOW	internal/native/cgo/log.h	1	#ifndef VIDEO_DAEMON_LOG_H	COMMENT
LOW	internal/native/eez/src/ui/fonts.h	21	#endif /EEZ_LVGL_UI_FONTS_H/	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_usb.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_d2.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_cloud.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_logo.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_arrow_icon.c	1	#ifdef __has_include	COMMENT
LOW	…ternal/native/eez/src/ui/images/ui_image_boot_logo_2.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_ethernet.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_hdmi.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_back_caret.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_check_icon.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_back_icon.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_x_icon.c	1	#ifdef __has_include	COMMENT
LOW	…native/eez/src/ui/images/ui_image_cloud_disconnected.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/images/ui_image_jetkvm.c	1	#ifdef __has_include	COMMENT
LOW	internal/native/eez/src/ui/fonts/ui_font_font_bold30.c	1	/*******************************************************************************	COMMENT
LOW	internal/native/eez/src/ui/fonts/ui_font_font_book24.c	1	/*******************************************************************************	COMMENT
LOW	internal/native/eez/src/ui/fonts/ui_font_font_book20.c	1	/*******************************************************************************	COMMENT
LOW	internal/native/eez/src/ui/fonts/ui_font_font_book16.c	1	/*******************************************************************************	COMMENT
LOW	internal/native/eez/src/ui/fonts/ui_font_font_book18.c	1	/*******************************************************************************	COMMENT
LOW	internal/playoutdelay/interceptor.go	1	// Package playoutdelay implements the WebRTC playout-delay RTP header	COMMENT
LOW	internal/ota/utils.go	261	return nil	COMMENT

Hyper-Verbose Identifiers29 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	ui/e2e/timesync-custom-ntp.spec.ts	73	async function setNtpServerAndAwaitRequest(page: Page, server: string): Promise<number> {	CODE
LOW	ui/e2e/failsafe.spec.ts	41	async function expectNativeFailsafeOverlay(page: Page): Promise<void> {	CODE
LOW	ui/e2e/failsafe.spec.ts	48	async function expectNoNativeFailsafeOverlay(page: Page): Promise<void> {	CODE
LOW	ui/e2e/remote-agent/remote-agent.ts	63	export function connectedDisplayConnectors(displays: DisplayInfo[]): string[] {	CODE
LOW	ui/e2e/remote-agent/shared.ts	206	export async function putRemoteHostToSleepForUSBWakeTest(	CODE
LOW	ui/e2e/remote-agent/shared.ts	256	export async function recoverRemoteHostAfterUSBWakeTest(	CODE
LOW	ui/e2e/remote-agent/shared.ts	266	export async function wakeRemoteHostWithWakeButton(page: Page, timeoutMs = 45000): Promise<void> {	CODE
LOW	ui/e2e/remote-agent/shared.ts	283	export async function sendBrowserInputThatMustNotWakeHost(page: Page): Promise<void> {	CODE
LOW	ui/e2e/remote-agent/ra-hid-write-recovery.spec.ts	43	function findGadgetKeyboardInterface(): string {	CODE
LOW	ui/e2e/helpers/ssh.ts	28	function escapeForSingleQuotedShell(cmd: string): string {	CODE
LOW	ui/e2e/helpers/hid.ts	112	export async function captureVideoRegionFingerprint(	CODE
LOW	ui/e2e/helpers/hid.ts	240	export async function runMouseBidirectionalCheck(	CODE
LOW	ui/e2e/helpers/auth.ts	201	export async function dismissSessionTakeoverDialog(page: Page): Promise<void> {	CODE
LOW	ui/e2e/helpers/auth.ts	226	export async function enablePasswordFromSettings(	CODE
LOW	ui/e2e/helpers/auth.ts	258	export async function changePasswordFromSettings(	CODE
LOW	ui/e2e/helpers/auth.ts	292	export async function disablePasswordFromSettings(	CODE
LOW	ui/src/components/WebRTCVideo.tsx	589	function setMouseModeEventListeners() {	CODE
LOW	ui/src/components/VideoOverlay.tsx	167	export function PeerConnectionDisconnectedOverlay({ show }: PeerConnectionDisconnectedOverlay) {	CODE
LOW	ui/src/components/VideoOverlay.tsx	400	export function NoAutoplayPermissionsOverlay({	CODE
LOW	ui/src/components/UpdateInProgressStatusCard.tsx	8	export default function UpdateInProgressStatusCard() {	CODE
LOW	ui/src/hooks/useKeyboard.ts	191	function simulateDeviceSideKeyHandlingForLegacyDevices(	CODE
LOW	ui/src/hooks/useHiddenVideoStreamPause.ts	5	export function useHiddenVideoStreamPause(): void {	CODE
LOW	ui/src/webrtc/signaling/useWebSocketSignaling.ts	138	function cleanupAndStopReconnecting() {	CODE
LOW	ui/src/webrtc/signaling/useWebSocketSignaling.ts	163	async function setRemoteSessionDescription(	CODE
LOW	ui/src/routes/devices.$id.settings.general.update.tsx	21	export default function SettingsGeneralUpdateRoute() {	CODE
LOW	ui/src/routes/devices.$id.settings.general.reboot.tsx	15	export default function SettingsGeneralRebootRoute() {	CODE
LOW	…/src/routes/devices.$id.settings.access.local-auth.tsx	14	export default function SecurityAccessLocalAuthRoute() {	CODE
LOW	ui/src/routes/welcome-local.password.tsx	66	export default function WelcomeLocalPasswordRoute() {	CODE
LOW	ui/src/routes/devices.$id.mount.tsx	54	async function syncRemoteVirtualMediaState() {	CODE

Redundant / Tautological Comments7 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	publish_source.sh	3	# Check if a commit message was provided	COMMENT
LOW	ui/dev_device.sh	3	# Check if an IP address was provided as an argument	COMMENT
LOW	ui/dev_device.sh	19	# Check if pwd is the current directory of the script	COMMENT
LOW⚡	scripts/generate_proto.sh	11	# Check if protoc is installed	COMMENT
LOW⚡	scripts/generate_proto.sh	20	# Check if protoc-gen-go is installed	COMMENT
LOW⚡	scripts/generate_proto.sh	27	# Check if protoc-gen-go-grpc is installed	COMMENT
LOW	scripts/update_netboot_xyz.sh	29	# Check if we already have the same version	COMMENT

TODO Padding7 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	internal/ota/rpc.go	25	AppDownloadProgress *float32 `json:"appDownloadProgress,omitempty"` //TODO: implement for progress bar	CODE
LOW⚡	internal/ota/rpc.go	27	SystemDownloadProgress *float32 `json:"systemDownloadProgress,omitempty"` //TODO: implement for progress bar	CODE
LOW⚡	internal/ota/rpc.go	33	AppUpdateProgress *float32 `json:"appUpdateProgress,omitempty"` //TODO: implement for progress bar	CODE
LOW⚡	pkg/nmlite/udhcpc/udhcpc.go	219	// TODO: implement	COMMENT
LOW⚡	pkg/nmlite/udhcpc/udhcpc.go	224	// TODO: implement	COMMENT
LOW⚡	pkg/nmlite/udhcpc/udhcpc.go	228	// TODO: implement	COMMENT
LOW	pkg/nmlite/jetdhcpc/client.go	308	// TODO: implement	COMMENT

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	ui/e2e/remote-agent/ra-usb-emulation.spec.ts	40	print(json.dumps(leds))	CODE
HIGH	ui/e2e/remote-agent/ra-usb-enumeration-recovery.spec.ts	50	print(json.dumps(devices))	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	internal/confparser/confparser.go	35	// first we need to check if the config is a pointer	COMMENT
LOW	internal/confparser/confparser.go	258	// if the field is not required, we need to check if it's required_if	COMMENT
LOW	internal/usbgadget/changeset.go	38	FileStateSymlinkInOrderConfigFS // configfs is a shithole, so we need to check if the symlinks are created in the corre	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	publish_source.sh	22	# Create a temporary branch for the release	COMMENT

Fake / Example Data1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	ui/src/components/Header.tsx	55	//userEmail = "user@example.org";	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	ui/tools/find_unused_messages.py	28		CODE

jetkvm/kvm

Open-Source Code Quality, Security and Technical Debt Review