1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

5.7K

Stars

TypeScript

Language

113.2K

Lines of Code

824

Files

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 0.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 19 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

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

Agent Over-Engineering Ratio 6.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 53 finding(s).

PR Review Velocity Impact 7.4/100 · LOW

Which changes need focused human review? 73 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 51LOW 22

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 73 distinct pattern matches across 5 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 Separators51 hits · 153 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/init.sh	61	# ── logging helpers ───────────────────────────────────────────────	COMMENT
MEDIUM	scripts/init.sh	79	# ── small utilities ───────────────────────────────────────────────	COMMENT
MEDIUM	scripts/init.sh	112	# ── platform mapping ──────────────────────────────────────────────	COMMENT
MEDIUM	scripts/init.sh	195	# ── steps ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	123	# ── Windows build environment ─────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	301	# ── Release ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	338	# ── Notify ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/test.yml	123	# ── Windows build environment ─────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/test.yml	248	# ── Notify ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/main.yml	124	# ── Windows build environment ─────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/main.yml	302	# ── Snapshot Release (vsnapshot) ───────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/main.yml	357	# ── Notify ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/aigcserver/EasyServer.ts	103	// ── 权重按需下载（prepare）────────────────────────────────────────	COMMENT
MEDIUM	electron/aigcserver/voiceapi.ts	79	// ── 火山引擎（豆包语音）────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/aigcserver/voiceapi.ts	220	// ── 阿里云百炼（DashScope）─────────────────────────────────────────────────	COMMENT
MEDIUM	electron/aigcserver/VoideDriver/util.ts	26	// ── 第三方接口排查日志 ────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/main.ts	26	// ── Helpers ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/main.ts	101	// ── Express app factory ──────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/main.ts	191	// ── Lifecycle ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/main.ts	295	// ── IPC handlers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/utils.ts	3	// ── Response helper ──────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/utils.ts	8	// ── Async route error wrapper ────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/utils.ts	21	// ── Long-polling utility ─────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/utils.ts	43	// ── Model function constants ─────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/workflow.ts	10	// ── POST /api/workflow/list ──────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/workflow.ts	22	// ── POST /api/workflow/run-named ─────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/workflow.ts	78	// ── POST /api/workflow/cleanup-test ──────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/workflow.ts	100	// ── POST /api/workflow/run ───────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/workflow.ts	143	// ── POST /api/workflow/query ─────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/live.ts	103	// ── POST /api/live/tts ─────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/file.ts	54	// ── POST /api/file/download ──────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/model.ts	88	// ── POST /api/model/list ──────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/model.ts	107	// ── POST /api/model/info ──────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/tools.ts	11	// ── POST /api/tools/submit ───────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/tools.ts	54	// ── POST /api/tools/continue ─────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/upload.ts	12	// ── Multer config ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/upload.ts	52	// ── POST /api/upload ──────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/server.ts	23	// ── Helpers ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/server.ts	352	// ── POST /api/server/list ────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/server.ts	361	// ── POST /api/server/call ────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/server.ts	485	// ── POST /api/server/query ───────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/server.ts	579	// ── POST /api/server/log ─────────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/server.ts	638	// ── POST /api/server/setting ─────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/server.ts	686	// ── POST /api/server/workflows ───────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/server.ts	761	// ── POST /api/server/install ─────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/server.ts	804	// ── POST /api/server/prepare ─────────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/server.ts	832	// ── POST /api/server/preparePause ────────────────────────────────────────	COMMENT
MEDIUM	electron/mapi/httpserver/routes/server.ts	853	// ── POST /api/server/remove ──────────────────────────────────────────────	COMMENT
MEDIUM	src/main.ts	35	// ── Runtime diagnostics: log locally first, then report remotely ──────────	COMMENT
MEDIUM	src/components/Setting/SettingApi.vue	48	// ── Lifecycle ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/Setting/SettingApi.vue	83	// ── Actions ──────────────────────────────────────────────────────────────	COMMENT

Over-Commented Block16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	scripts/acquire-lock.sh	1	#!/bin/sh	COMMENT
LOW	scripts/init.sh	1	#!/usr/bin/env bash	COMMENT
LOW	electron/mapi/server/api.ts	181	// url,	COMMENT
LOW	electron/mapi/server/api.ts	201	// return;	COMMENT
LOW	electron/config/menu.ts	81	// // {	COMMENT
LOW	electron/main/index.ts	61	});	COMMENT
LOW	src/module/VideoEditor/VideoEditor.vue	101		COMMENT
LOW	src/module/VideoEditor/core/player/canvas.ts	41	// height -= 96; // 上下功能栏	COMMENT
LOW	src/module/VideoEditor/stores/track.ts	101	// function insertNewLine(item: TrackItem) {	COMMENT
LOW	src/module/VideoEditor/stores/track.ts	121	// trackList.splice(moveLineIndex, 1);	COMMENT
LOW	…e/VideoEditor/components/setting/data/options/video.ts	61	// settingKey: 'silent',	COMMENT
LOW	…e/VideoEditor/components/setting/data/options/audio.ts	1	import { mappingFormItem } from "../../../../core/setting/util";	COMMENT
LOW	…e/VideoEditor/components/setting/data/options/audio.ts	21	// })	COMMENT
LOW	src/components/common/ParamForm.vue	141	// const onSpeakerDataUpdate = (name, data) => {	COMMENT
LOW	src/lib/api.ts	21	// ElMessage.error("非本系统的接口")	COMMENT
LOW	src/store/modules/task.ts	1	// ------------------------------------------------------------------------------	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/module/Model/ModelAgentButton.vue	167	:placeholder="placeholder"	CODE
LOW	src/components/common/DataConfigDialogButton.vue	114	:placeholder="placeholder"	CODE
LOW	src/components/Voice/VoiceSelector.vue	98	:placeholder="placeholder"	CODE

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/lib/aigcpanel.ts	48	export function contentToFilenamePathPart(text: string, limit: number = 10) {	CODE
LOW	src/lib/subtitle.ts	3	export function subtitleGenerateSrtContent(	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/init.sh	11	# Usage:	COMMENT

modstart-lib/aigcpanel

Open-Source Code Quality, Security and Technical Debt Review