1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

6.6K

Stars

TypeScript

Language

124.0K

Lines of Code

550

Files

121

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 4.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 101 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 3.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 60 finding(s).

PR Review Velocity Impact 6.0/100 · LOW

Which changes need focused human review? 121 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 1MEDIUM 13LOW 107

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 121 distinct pattern matches across 11 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.

Over-Commented Block45 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW	tools/nanokvm_update_edid/nanokvm_update_edid.c	1	#include <stdio.h>	COMMENT
LOW	tools/nanokvm_update_edid/nanokvm_update_edid.h	1	#ifndef NANOKVM_UPDATE_EDID_H	COMMENT
LOW	web/src/pages/desktop/menu/settings/account/users.tsx	61	const [users, setUsers] = useState<User[]>([]);	COMMENT
LOW	web/src/pages/storage/index.tsx	161		COMMENT
LOW	server/include/kvm_vision.h	1		COMMENT
LOW	server/service/storage/media.go	41	const partitionDevice = "/dev/mmcblk0p3"	COMMENT
LOW	server/service/storage/media.go	641	// openMediumLocked is openMedium for a caller that already holds	COMMENT
LOW	server/service/storage/cache.go	21	// metadata this side cached: a file the target grew keeps the size it had when	COMMENT
LOW	server/service/storage/job.go	21	// jobProgressInterval matches the ticker the downloader reports with, so the	COMMENT
LOW	server/service/download/service.go	81	// that a restart interrupted. They are hidden and can be hundreds of	COMMENT
LOW	.devcontainer/post-create.sh	1	#!/usr/bin/env bash	COMMENT
LOW	support/sg2002/kvm_system/main/include/config.h	1	#ifndef CONFIG_H_	COMMENT
LOW	support/sg2002/kvm_system/main/include/config.h	21	#include "qr.h"	COMMENT
LOW	support/sg2002/kvm_system/main/lib/hdmi/hdmi.h	1	#ifndef HDMI_H_	COMMENT
LOW	…ort/sg2002/kvm_system/main/lib/oled_ctrl/oled_ctrl.cpp	541	// OLED_ShowString_AlignRight(AlignRightEND, 4, "--", 8);	COMMENT
LOW	…pport/sg2002/kvm_system/main/lib/oled_ctrl/oled_ctrl.h	1	#ifndef OLED_CTRL_H_	COMMENT
LOW	…pport/sg2002/kvm_system/main/lib/oled_ctrl/oled_ctrl.h	21		COMMENT
LOW	support/sg2002/kvm_system/main/lib/libqr/qrcnv.c	161	#define qrWriteEOR_ASCII() { *rptr++ = '\n'; }	COMMENT
LOW	support/sg2002/kvm_system/main/lib/libqr/qr.h	21	#include <stdio.h>	COMMENT
LOW	support/sg2002/kvm_system/main/lib/libqr/qr.h	161	#define QR_DWD_MAX 2956 /* データコード語の最大長(型番40/レベルL) */	COMMENT
LOW	support/sg2002/kvm_system/main/lib/libqr/qrcmd.h	41	#define QRCMD_EXTRA_PARAM_D int order, int extra,	COMMENT
LOW	support/sg2002/kvm_system/main/lib/libqr/qrcmd.h	61	#define QR_SA_SRC_MAX 112233	COMMENT
LOW	support/sg2002/kvm_system/main/lib/libqr/qrcmd.h	81	#define qrCmdDestroy qrDestroy	COMMENT
LOW	support/sg2002/kvm_system/main/lib/libqr/qrcnv.h	21		COMMENT
LOW	support/sg2002/kvm_system/main/lib/libqr/qrcmd.c	21	#define errx(code, ...) { \	COMMENT
LOW	…sg2002/kvm_system/main/lib/system_state/system_state.h	1	#ifndef SYSTEM_STATE_H_	COMMENT
LOW	support/sg2002/additional/vision/CMakeLists.txt	41	###### Add link search path for requirements/libs ######	COMMENT
LOW	support/sg2002/additional/vision/CMakeLists.txt	61	#### on this component	COMMENT
LOW	…rt/sg2002/additional/vision/include/maix_image_obj.hpp	421	// {	COMMENT
LOW	…pport/sg2002/additional/vision/include/maix_camera.hpp	1	/**	COMMENT
LOW	…pport/sg2002/additional/vision/include/maix_vision.hpp	1	#include "maix_image.hpp"	COMMENT
LOW	support/sg2002/additional/vision/src/maix_image.cpp	1	/**	COMMENT
LOW	support/sg2002/additional/kvm_mmf/src/kvm_mmf.cpp	1	#include <stdint.h>	COMMENT
LOW	support/sg2002/additional/kvm_mmf/src/kvm_mmf.cpp	21	#include "cvi_isp.h"	COMMENT
LOW	support/sg2002/additional/kvm/include/kvm_vision.h	1		COMMENT
LOW	support/sg2002/additional/kvm/include/kvm_vision.h	21	#include <pthread.h>	COMMENT
LOW	support/sg2002/additional/kvm/src/kvm_vision.cpp	21	#define VENC_MJPEG 0	COMMENT
LOW	support/sg2002/additional/kvm/src/kvm_vision.cpp	41		COMMENT
LOW	…hgo-middleware/v2/sample/common/sample_common_sensor.c	1	/*	COMMENT
LOW	support/sg2002/kvm_vision_test/main/CMakeLists.txt	1	############### Add include ###################	COMMENT
LOW	support/sg2002/kvm_vision_test/main/CMakeLists.txt	21	# SET_PROPERTY(SOURCE ${ADD_ASM_SRCS} PROPERTY LANGUAGE C) # set .S ASM file as C language	COMMENT
LOW	support/sg2002/kvm_vision_test/main/CMakeLists.txt	41	#### Just for this component, won't affect other	COMMENT
LOW	support/sg2002/kvm_vision_test/main/CMakeLists.txt	61	# 'sites': [], # download site, user can manually download file and put it into dl_path	COMMENT
LOW	scripts/build-in-container.sh	1	#!/bin/bash	COMMENT
LOW	scripts/package.sh	1	#!/bin/bash	COMMENT

Hyper-Verbose Identifiers44 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	tools/logo_generator/logo_generator.py	517	def on_pixel_grid_pixel_click(self, event: PixelGrid.PixelClick):	CODE
LOW	tools/logo_generator/logo_generator.py	573	def action_threshold_up_small(self):	CODE
LOW	tools/logo_generator/logo_generator.py	578	def action_threshold_down_small(self):	CODE
LOW	web/src/lib/localstorage.ts	234	export function getKeyboardLedStatusVisible(): boolean {	CODE
LOW	web/src/lib/localstorage.ts	239	export function setKeyboardLedStatusVisible(visible: boolean) {	CODE
LOW	web/src/lib/picoclaw-gateway.ts	496	function normalizeLiteralEmptyText(value: string) {	CODE
LOW	web/src/lib/picoclaw-storage.ts	87	export function getPicoclawRuntimeInstallSnapshot(): PicoclawRuntimeInstallSnapshot \| null {	CODE
LOW	web/src/lib/picoclaw-storage.ts	113	export function setPicoclawRuntimeInstallSnapshot(snapshot: PicoclawRuntimeInstallSnapshot) {	CODE
LOW	web/src/lib/picoclaw-storage.ts	121	export function clearPicoclawRuntimeInstallSnapshot() {	CODE
LOW	web/src/api/vm.ts	73	export function setOriginalResolutionConfig(	CODE
LOW	web/src/api/vm.ts	86	export function setSelectedOriginalResolution(selectedResolution: string) {	CODE
LOW	web/src/pages/terminal/validater.ts	49	export function validatePicocomParameters(params: PicocomParameters) {	CODE
LOW	web/src/pages/desktop/keyboard-led-status/model.ts	35	export function parseKeyboardLedStatusMessage(message: {	CODE
LOW	web/src/pages/desktop/keyboard-led-status/model.ts	55	export function shouldAcceptKeyboardLedStatus(	CODE
LOW	web/src/pages/desktop/mouse/relative.tsx	401	function releasePressedTouchButton() {	CODE
LOW	web/src/pages/desktop/screen/geometry.ts	211	export function getConfiguredFrameContent(	CODE
LOW	web/src/pages/desktop/screen/geometry.ts	253	export function getCenteredInputRegionByAspectRatio(	CODE
LOW	web/src/pages/desktop/screen/direct.worker.ts	350	function releaseDecodeBackpressure(source: VideoDecoder) {	CODE
LOW	web/src/pages/desktop/menu/keyboard/paste.tsx	68	function translateRuToEnWithPunctuation(value: string): string {	CODE
LOW	web/src/pages/desktop/picoclaw/message-utils.ts	65	export function retainLatestObservationScreenshot(	CODE
LOW	web/src/pages/desktop/picoclaw/runtime-view.ts	33	export function isPicoclawRuntimeInstalling(	CODE
LOW	web/src/pages/desktop/picoclaw/runtime-view.ts	79	export function getPicoclawSidebarStatusColor(	CODE
LOW	web/src/pages/desktop/picoclaw/runtime-view.ts	116	export function getPicoclawSidebarConnectionLabel(	CODE
LOW	web/src/pages/desktop/picoclaw/runtime-view.ts	189	export function derivePicoclawControlViewModel({	CODE
LOW	web/src/pages/desktop/picoclaw/sidebar-effects.ts	152	function markRuntimeTransportUnavailable(reason: string) {	CODE
LOW	web/src/pages/desktop/picoclaw/sidebar-effects.ts	370	export function usePicoclawSidebarLifecycle({	CODE
LOW	web/src/pages/desktop/picoclaw/sidebar-effects.ts	473	export function usePicoclawInstallRefresh(	CODE
LOW	web/src/pages/desktop/picoclaw/sidebar-effects.ts	494	export function usePicoclawGatewayAutoConnect({	CODE
LOW	web/src/pages/desktop/picoclaw/sidebar-effects.ts	543	export function usePicoclawInstallSnapshotSync({	CODE
LOW	web/src/pages/desktop/picoclaw/keyboard-lock.ts	4	export function releasePicoclawInputFocus() {	CODE
LOW	web/src/pages/desktop/picoclaw/message.tsx	63	function normalizeLiteralEmptyText(value: string): string {	CODE
LOW	web/src/pages/desktop/picoclaw/sidebar-actions.ts	90	export function createPicoclawSidebarActions(options: PicoclawSidebarActionOptions) {	CODE
LOW	web/src/pages/desktop/picoclaw/sidebar-actions.ts	158	function markRuntimeStatusUnavailable(source: string) {	CODE
LOW	web/src/pages/desktop/picoclaw/sidebar-actions.ts	314	function runtimeStatusFromResponse(response: unknown) {	CODE
LOW	web/src/pages/desktop/picoclaw/sidebar-actions.ts	390	async function applyRuntimeToggleSuccess(status: PicoclawRuntimeStatus, shouldStop: boolean) {	CODE
LOW	web/src/pages/desktop/picoclaw/sidebar-actions.ts	421	async function confirmRuntimeToggleResult(shouldStop: boolean) {	CODE
LOW	web/src/pages/desktop/picoclaw/sidebar-actions.ts	442	function runtimeToggleFailureMessage(	CODE
LOW	…/src/pages/desktop/picoclaw/sidebar-session-actions.ts	60	export function createPicoclawSidebarSessionActions(options: PicoclawSidebarSessionActionOptions) {	CODE
LOW	…/src/pages/desktop/picoclaw/sidebar-session-actions.ts	232	async function handleSelectHistorySession(sessionId: string) {	CODE
LOW	…/src/pages/desktop/picoclaw/sidebar-session-actions.ts	320	async function handleDeleteHistorySession(sessionId: string) {	CODE
LOW	web/src/pages/desktop/capture-status/model.ts	12	export function parseCaptureStatusMessage(message: { data: unknown }): CaptureStatus \| null {	CODE
LOW	web/src/pages/desktop/capture-status/model.ts	42	export function getCaptureStatusMessageKey(result: number) {	CODE
LOW	web/src/pages/desktop/capture-status/model.ts	63	export function shouldAcceptCaptureStatus(current: CaptureStatus \| null, next: CaptureStatus) {	CODE
LOW	web/src/pages/desktop/capture-status/model.ts	71	function getCaptureStatusTimestamp(status: CaptureStatus) {	CODE

Decorative Section Separators8 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/logo_generator/logo_generator.py	280	# Row 0: ┌────────────────────────────────┐ (top border)	COMMENT
MEDIUM⚡	tools/logo_generator/logo_generator.py	282	# Row 17: └────────────────────────────────┘ (bottom border)	COMMENT
MEDIUM⚡	server/build.sh	25	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/build.sh	27	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/build.sh	36	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/build.sh	38	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/build.sh	57	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/build.sh	59	# ------------------------------------------------------------------------------	COMMENT

Excessive Try-Catch Wrapping8 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	tools/logo_generator/logo_generator.py	113	except Exception as e:	CODE
MEDIUM	tools/logo_generator/logo_generator.py	114	print(f"Error: Failed to open image - {e}")	CODE
MEDIUM⚡	tools/logo_generator/logo_generator.py	207	print("Error: No image source provided")	CODE
LOW⚡	tools/logo_generator/logo_generator.py	210	except Exception as e:	CODE
MEDIUM⚡	tools/logo_generator/logo_generator.py	211	print(f"Error: Failed to create ICO - {e}")	CODE
MEDIUM	tools/logo_generator/logo_generator.py	597	print(f"Error: File not found - {image_path}")	CODE
LOW	kvmapp/system/update-nanokvm.py	88	except Exception as e:	CODE
MEDIUM	kvmapp/system/update-nanokvm.py	73	def main() -> None:	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	server/utils/mediapath.go	122	// A missing component is kept as requested so callers can still create a new	COMMENT

Verbosity Indicators3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	server/build.sh	26	# Step 1: Check Prerequisites	COMMENT
LOW⚡	server/build.sh	37	# Step 2: Build the Binary	COMMENT
LOW⚡	server/build.sh	58	# Step 3: Patch RPATH	COMMENT

Structural Annotation Overuse3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	server/build.sh	26	# Step 1: Check Prerequisites	COMMENT
LOW⚡	server/build.sh	37	# Step 2: Build the Binary	COMMENT
LOW⚡	server/build.sh	58	# Step 3: Patch RPATH	COMMENT

Redundant / Tautological Comments2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/logo_generator/logo_generator.py	285	# Check if within pixel grid area (y from 1 to 16, since row 0 is top border)	COMMENT
LOW⚡	tools/logo_generator/logo_generator.py	288	# Check if x is within valid range (1 to 32, since there are borders on both sides)	COMMENT

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	tools/logo_generator/logo_generator.py	6	CODE
LOW	tools/logo_generator/logo_generator.py	7	CODE
LOW	tools/logo_generator/logo_generator.py	7	CODE
LOW	tools/logo_generator/logo_generator.py	7	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/logo_generator/logo_generator.py	136		CODE
LOW	tools/logo_generator/logo_generator.py	500		CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	web/public/mockServiceWorker.js	124	async function handleRequest(event, requestId, requestInterceptedAt) {	CODE

sipeed/NanoKVM

Open-Source Code Quality, Security and Technical Debt Review