AI Slop Code Risk Monitor

mifi/lossless-cut

SlopCodeMonitor badge for mifi/lossless-cut Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

The swiss army knife of lossless video/audio editing

0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for mifi/lossless-cut, a TypeScript project with 45,508 GitHub stars. SynthScan examined 63,587 lines of code across 333 source files, recording 31 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 0.5 (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.

0.5
Adjusted Signal
0.5
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
45.5K
Stars
TypeScript
Language
63.6K
Lines of Code
333
Files
31
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 2.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 31 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 2.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 28 finding(s).

PR Review Velocity Impact 2.4/100 · LOW

Which changes need focused human review? 31 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 31

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 31 distinct pattern matches across 2 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 Identifiers28 hits · 28 pts
SeverityFileLineSnippetContext
LOWsrc/renderer/src/App.tsx1423 async function tryFindAndLoadProjectFile({ chapters, cod }: { chapters: FFprobeChapter[], cod: string | undefined })CODE
LOWsrc/renderer/src/edlFormats.ts398export function parseDvAnalyzerSummaryTxt(txt: string) {CODE
LOWsrc/renderer/src/StreamsSelector.tsx77function getStreamEffectiveDisposition(paramsByFile: ParamsByFile, fileId: string, stream: FFprobeStream) {CODE
LOWsrc/renderer/src/ffmpeg.ts223export function mapRecommendedDefaultFormat({ streams, sourceFormat }: { streams: FFprobeStream[], sourceFormat: string CODE
LOWsrc/renderer/src/ffmpeg.ts233async function determineSourceFileFormat(ffprobeFormatsStr: string | undefined, filePath: string) {CODE
LOWsrc/renderer/src/ffmpeg.ts383export async function extractSubtitleTrackToSegments(filePath: string, streamId: number) {CODE
LOWsrc/renderer/src/ffmpeg.ts557export async function createChaptersFromSegments({ paths, defaultChapterNames, useFileChapters }: {CODE
LOWsrc/renderer/src/segments.ts214export function convertSegmentsToChaptersWithGaps(sortedSegments: (DefiniteSegmentBase & { name?: string | undefined })[CODE
LOWsrc/renderer/src/util/outputNameTemplate.ts361export async function generateCutMergedFileNames({ template: desiredTemplate, isCustomFormatSelected, fileFormat, sourceCODE
LOWsrc/renderer/src/util/streams.ts259export function shouldCopyStreamByDefault(stream: FFprobeStream) {CODE
LOWsrc/renderer/src/util/streams.ts311export function isCopyingOnlyAudioStreams({ allFilesMeta, copyFileStreams }: {CODE
LOWsrc/renderer/src/util/streams.ts330export function getEffectiveAvoidNegativeTs({ avoidNegativeTs, allFilesMeta, copyFileStreams }: {CODE
LOWsrc/renderer/src/util/streams.ts346export function getKeyframeCutSeekCompensation({ formatName, streams, cutFrom }: {CODE
LOWsrc/renderer/src/util/streams.ts449export async function doesPlayerSupportHevcPlayback() {CODE
LOWsrc/renderer/src/util/streams.ts467export function willPlayerProperlyHandleVideo({ streams, hevcPlaybackSupported, isMasBuild }: {CODE
LOWsrc/renderer/src/util/streams.ts495export function isAudioDefinitelyNotSupported(streams: FFprobeStream[]) {CODE
LOWsrc/renderer/src/components/FileNameTemplateEditor.tsx174 function formatCurrentSegFileOrFirst(names: string[]) {CODE
LOWsrc/renderer/src/hooks/useFfmpegOperations.ts352 function mapInputStreamIndexToOutputIndex(inputFilePath: string, inputFileStreamIndex: number) {CODE
LOWsrc/renderer/src/hooks/useFfmpegOperations.ts663 async function cutEncodeSmartPartWrapper({ cutFrom, cutTo, outPath }: { cutFrom: number, cutTo: number, outPath: sCODE
LOWsrc/renderer/src/dialogs/index.tsx265async function askForSegmentsRandomDurationRange() {CODE
LOWsrc/renderer/src/dialogs/index.tsx364export async function createFixedByteSixedSegments({ fileDuration, fileSize }: {CODE
LOWsrc/renderer/src/dialogs/index.tsx458export async function openYouTubeChaptersDialog(text: string) {CODE
LOWsrc/renderer/src/dialogs/index.tsx493export async function selectSegmentsByLabelDialog(currentName?: string | undefined) {CODE
LOWsrc/common/util.ts88export function getFixChannelLayoutFilter({ channels, channelLayout }: AudioChannelInfo) {CODE
LOWsrc/main/networking.ts5export function throwIfDisabledNetworking() {CODE
LOWsrc/main/configStore.ts183async function lookForNeighbourConfigFile() {CODE
LOWsrc/main/util.ts30export function parseCliKeyboardActionArgs(action: string, rawArgs: unknown[], workingDirectory: string) {CODE
LOWsrc/main/index.ts290function safeRequestSingleInstanceLock(additionalData: Record<string, unknown>) {CODE
Over-Commented Block3 hits · 3 pts
SeverityFileLineSnippetContext
LOWsrc/common/util.ts61 const den = parseInt(split[1]!, 10);COMMENT
LOWsrc/common/websiteUrls.ts1// Links from the app that go through the LosslessCut website (https://losslesscut.app, built from website/ in this repoCOMMENT
LOWsrc/main/ffmpeg.ts601 videoFilters.push(COMMENT