AI Slop Code Risk Monitor

YILS-LIN/short-video-factory

Name: YILS-LIN/short-video-factory — TypeScript Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

一键生成产品营销与泛内容短视频，AI批量自动剪辑，高颜值跨平台桌面端工具 One click generation of product marketing and general content short videos, AI batch automatic cliping, beautiful cross platform desktop tool

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for YILS-LIN/short-video-factory, a TypeScript project with 6,002 GitHub stars. SynthScan examined 30,042 lines of code across 153 source files, recording 25 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 0.9 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

6.0K

Stars

TypeScript

Language

30.0K

Lines of Code

153

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 4.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 25 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 4.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 25 finding(s).

PR Review Velocity Impact 4.1/100 · LOW

Which changes need focused human review? 25 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 0LOW 25

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 25 distinct pattern matches across 1 syntactic category. 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 Identifiers25 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	electron/updater.ts	249	function getMinimumSupportedVersion(	CODE
LOW	electron/updater.ts	263	function getApplicableNotesOverride(	CODE
LOW	electron/effect-engine/subtitle-render-service.ts	37	export async function renderSubtitleFramesToPngSequence(params: {	CODE
LOW	electron/effect-engine/subtitle-render-service.ts	106	export function isEffectRenderCancelledError(	CODE
LOW	electron/effect-engine/temp-file-manager.ts	11	export function createEffectTaskTempPaths(taskId: string): EffectTempTaskPaths {	CODE
LOW	electron/effect-engine/temp-file-manager.ts	25	export function cleanupEffectTaskTempPaths(paths?: EffectTempTaskPaths \| null) {	CODE
LOW⚡	electron/effect-engine/export-task-manager.ts	34	export function registerEffectExportTaskContext(context: ExportTaskContext) {	CODE
LOW⚡	electron/effect-engine/export-task-manager.ts	40	export async function unregisterEffectExportTaskContext(taskId: string) {	CODE
LOW⚡	electron/effect-engine/export-task-manager.ts	48	export function setupEffectRendererFrameWriter() {	CODE
LOW	electron/effect-engine/render-window-manager.ts	67	export function destroyEffectRenderWindow() {	CODE
LOW	electron/lib/edge-tts.ts	276	function removeIncompatibleCharacters(text: string): string {	CODE
LOW	electron/lib/edge-tts.ts	290	function findLastNewlineOrSpaceWithinLimit(text: Buffer, limit: number): number {	CODE
LOW	electron/lib/edge-tts.ts	311	function adjustSplitPointForXmlEntity(text: Buffer, splitAt: number): number {	CODE
LOW	electron/lib/analytics/service.ts	368	function processGenerationMilestones(	CODE
LOW	electron/metadata/runtime.ts	36	export function initializeMetadataService(): void {	CODE
LOW	electron/metadata/config.ts	29	export function createMetadataClientContext(	CODE
LOW	src/main.ts	44	function setupRendererConsoleLogging() {	CODE
LOW	src/effect-engine/renderer/bootstrap.ts	58	async function renderSubtitleFramesWithCancel(task: SubtitleRendererTask) {	CODE
LOW	src/lib/analytics.ts	19	export function createAnalyticsOperationId(): string {	CODE
LOW	src/lib/analytics.ts	92	export function initializeAnalyticsActivityTracking(): void {	CODE
LOW	src/lib/analytics.ts	104	export function getAnalyticsActivityTimerForTests(): number \| undefined {	CODE
LOW	src/lib/llm/diversity.ts	59	export function buildDiversityInstructions(	CODE
LOW	src/lib/llm/generate-diverse.ts	48	export async function generateDiverseCopywriting(	CODE
LOW	src/lib/llm/config.ts	171	export function normalizeCopywritingConfig(value: unknown): CopywritingConfig {	CODE
LOW	src/store/copywriting-history.ts	201	export function getCopywritingHistoryTaskCount(): number {	CODE