AI Slop Code Risk Monitor

1weiho/open-slide

SlopCodeMonitor badge for 1weiho/open-slide Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

A slide framework built for agents.

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for 1weiho/open-slide, a TypeScript project with 9,588 GitHub stars. SynthScan examined 161,185 lines of code across 568 source files, recording 40 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.3 (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.

0.3
Adjusted Signal
0.3
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
9.6K
Stars
TypeScript
Language
161.2K
Lines of Code
568
Files
40
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 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 36 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 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 37 finding(s).

PR Review Velocity Impact 1.6/100 · LOW

Which changes need focused human review? 40 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 6LOW 34

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 40 distinct pattern matches across 4 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 Identifiers33 hits · 33 pts
SeverityFileLineSnippetContext
LOWpackages/core/src/app/components/thumbnail-rail.tsx469function HorizontalVirtualThumbList({CODE
LOW…kages/core/src/app/components/thumbnail-rail-scroll.ts3export function getThumbnailOffscreenDirection({CODE
LOW…kages/core/src/app/components/thumbnail-rail-scroll.ts19export function getCenteredThumbnailScrollTop({CODE
LOW…ges/core/src/app/components/slide-transition-layer.tsx138function measureUntransformedClientRect(el: HTMLElement): DOMRect {CODE
LOW…ges/core/src/app/components/slide-transition-layer.tsx427function runDescendantVisualStyleTransitions(CODE
LOW…ges/core/src/app/components/slide-transition-layer.tsx458function runStationaryMorphAnimation(CODE
LOWpackages/core/src/app/lib/export-html.ts130function collectExternalStylesheetLinks(): string {CODE
LOWpackages/core/src/app/lib/export-pdf.ts196function neutralizeGradientBackgrounds(root: HTMLElement): void {CODE
LOWpackages/core/src/app/lib/export-pdf.ts218function removeGradientBackgroundLayers(backgroundImage: string): {CODE
LOWpackages/core/src/app/lib/export-pdf.ts244function reindexBackgroundLayerValues(value: string, keptIndices: number[]): string {CODE
LOWpackages/core/src/app/lib/export-pdf.ts251function splitBackgroundImageLayers(backgroundImage: string): string[] {CODE
LOWpackages/core/src/app/lib/inspector/use-notes.ts22export function remapNotesSessionCacheAfterReorder(slideId: string, order: number[]): void {CODE
LOWpackages/core/src/app/lib/inspector/inline-text.ts20export function hasOnlyInlineTextChildren(el: HTMLElement): boolean {CODE
LOWpackages/core/src/app/lib/pptx/measure.ts336function paintsBackgroundSeparately(CODE
LOWpackages/core/src/editing/edit-ops.ts105function collectTopLevelIdentifiers(ast: t.File): Set<string> {CODE
LOWpackages/core/src/editing/edit-ops.ts606function buildTextRangeReplaceSplices(CODE
LOWpackages/core/src/editing/edit-ops.ts672function buildTextRangeStyleSplices(CODE
LOWpackages/core/src/editing/edit-ops.ts808function componentDestructuresProp(fn: EnclosingComponent['fn'], propName: string): boolean {CODE
LOWpackages/core/src/editing/edit-ops.ts822function collectCallSiteCandidates(ast: t.Node, componentName: string): TextCandidate[] {CODE
LOWpackages/core/src/editing/edit-ops.ts834function collectPropCallSiteCandidates(CODE
LOWpackages/core/src/editing/edit-ops.ts904function resolveArrayLiteralElements(ast: t.Node, expr: t.Expression): ArrayElement[] | null {CODE
LOWpackages/core/src/editing/edit-ops.ts970function collectArrayMapCandidates(ast: t.Node, element: t.JSXElement): TextCandidate[] {CODE
LOWpackages/core/src/editing/edit-ops.ts991function collectElementTextCandidates(ast: t.File, element: t.JSXElement): TextCandidate[] {CODE
LOWpackages/core/src/editing/edit-ops.ts1009function elementTextCandidateMatches(CODE
LOWpackages/core/src/editing/slide-ops.ts405export function reorderDefaultExportPagesInSource(source: string, order: number[]): string | null {CODE
LOWpackages/core/src/editing/slide-ops.ts508export function reorderNotesArrayInSource(source: string, order: number[]): string | null {CODE
LOWpackages/core/src/editing/slide-ops.ts531export function removeNotesElementInSource(source: string, index: number): string | null {CODE
LOWpackages/core/src/editing/slide-ops.ts553export function duplicateNotesElementInSource(source: string, index: number): string | null {CODE
LOWpackages/core/src/editing/slide-ops.ts590export function removePageFromDefaultExportInSource(source: string, index: number): string | null {CODE
LOWpackages/core/src/editing/slide-ops.ts650export function duplicatePageInDefaultExportInSource(source: string, index: number): string | null {CODE
LOWpackages/core/src/editing/revert-asset.ts52function buildPlaceholderReplacement(CODE
LOWpackages/core/src/editing/revert-asset.ts63function planEnsureImagePlaceholderImport(ast: t.File): Splice | null {CODE
LOWpackages/core/src/vite/loc-tags-plugin.test.ts170 function transformWithMockedResolve(resolvedSlidesRoot: string, id: string) {CODE
Decorative Section Separators4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMpackages/cli/template/slides/getting-started/index.tsx1491// ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/cli/template/slides/getting-started/index.tsx3763// ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMapps/web/components/landing/demo-slide/index.tsx1452// ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMapps/web/components/landing/demo-slide/index.tsx3724// ─────────────────────────────────────────────────────────────────────────────COMMENT
Modern AI Meta-Vocabulary2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMpackages/core/CHANGELOG.md453- [#149](https://github.com/1weiho/open-slide/pull/149) [`26f6cb1`](https://github.com/1weiho/open-slide/commit/26f6cb13CODE
MEDIUMpackages/cli/CHANGELOG.md121- [#149](https://github.com/1weiho/open-slide/pull/149) [`26f6cb1`](https://github.com/1weiho/open-slide/commit/26f6cb13CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpackages/core/src/vite/recent-writes.ts1// Shared write-suppression window for dev HMR.COMMENT