AI Slop Code Risk Monitor

playcanvas/supersplat

Name: playcanvas/supersplat — 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).

3D Gaussian Splat Editor

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for playcanvas/supersplat, a TypeScript project with 10,497 GitHub stars. SynthScan examined 55,727 lines of code across 211 source files, recording 29 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 0.6 (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.

0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.5K

Stars

TypeScript

Language

55.7K

Lines of Code

211

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 2.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 29 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 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 2.7/100 · LOW

Which changes need focused human review? 29 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 1LOW 28

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 29 distinct pattern matches across 3 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 Block27 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	src/selection-gesture.ts	1	import type { CommandContext, CommandQueue } from './command-queue';	COMMENT
LOW	src/doc.ts	121	try {	COMMENT
LOW	src/projected-splat-renderer.ts	201	// contribution cull on stochastic frames, adapted from each stochastic	COMMENT
LOW	src/projected-splat-renderer.ts	1081	this.device.computeDispatch([args], 'ProjectedSplatIndirectArgs');	COMMENT
LOW	src/projected-splat-renderer.ts	1121	// the selection's 80/20 split only pays off if the Underlay pass adds	COMMENT
LOW	src/edit-ops.ts	121		COMMENT
LOW	src/scene.ts	101	forceInteracting = false;	COMMENT
LOW	src/scene.ts	121	editedRender = false;	COMMENT
LOW	src/scene.ts	561	const all = new Set([...result.added, ...result.removed, ...result.moved, ...result.changed]);	COMMENT
LOW	src/scene.ts	581	// autoEngageMs and like 'disabled' otherwise (updated per report in	COMMENT
LOW	src/command-queue.ts	1	import type { EditOp } from './edit-ops';	COMMENT
LOW	src/gaussian-instances.ts	41	return this.lo >= 0;	COMMENT
LOW	src/controllers.ts	261	// per-event heuristic (wheelDelta % 120, deltaMode, fractional or	COMMENT
LOW	src/color-grade.ts	21	type RGB = { r: number; g: number; b: number };	COMMENT
LOW	src/pc-app.ts	1	import {	COMMENT
LOW	src/pc-app.ts	21	RenderComponentSystem,	COMMENT
LOW	src/pc-app.ts	41	// CssHandler,	COMMENT
LOW	src/pc-app.ts	101	// script.legacy ? ScriptLegacyComponentSystem : ScriptComponentSystem,	COMMENT
LOW	src/pc-app.ts	121	RenderHandler,	COMMENT
LOW	src/ui/perf-overlay.ts	21		COMMENT
LOW	src/data-processor/histogram-config.ts	1	// shared sizing constants for histogram and per-splat-mask GPU passes.	COMMENT
LOW	src/shaders/footprint-intersect-shader.ts	1	// Through-mode footprint selection: one thread per projected survivor tests its	COMMENT
LOW	src/shaders/projected-splat-projector-shader.ts	361	// depth lies beyond d is the transmittance to d, and the farthest depth	COMMENT
LOW	src/shaders/infinite-grid-shader.ts	161	let pixel = max(vec2f(length(vec2f(ddxValue.x, ddyValue.x)), length(vec2f(ddxValue.y, ddyValue.y))), vec2f(1e-8));	COMMENT
LOW	src/shaders/color-grade-chunk.ts	1	// per-splat colour grade, evaluated identically on the GPU (here) and on the	COMMENT
LOW	src/shaders/projected-splat-chunk.ts	1	// WGSL shared by the projector, the gaussian draw and the centres overlay, so	COMMENT
LOW	src/shaders/projected-splat-shader.ts	281	// mode, where a floor would dither every footprint with noise	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/doc.ts	425	// (which would result in more seamless user experience), but this is not yet supported in	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/data-processor/index.ts	36	class DataProcessor {	CODE