AI Slop Code Risk Monitor

tw93/Pake

Name: tw93/Pake — Rust 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).

Turn any website into a lightweight desktop app with one command, on macOS, Windows and Linux.

1.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for tw93/Pake, a Rust project with 62,687 GitHub stars. SynthScan examined 39,945 lines of code across 226 source files, recording 37 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 1.1 (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.

1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

62.7K

Stars

Rust

Language

39.9K

Lines of Code

226

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 5.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 37 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 3.4/100 · LOW

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

PR Review Velocity Impact 5.4/100 · LOW

Which changes need focused human review? 37 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 1MEDIUM 1LOW 35

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 37 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 Identifiers28 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	bin/options/icon.ts	512	function generateDashboardIconUrls(appName: string): string[] {	CODE
LOW	bin/options/icon.ts	547	async function detectDownloadedIconExtension(	CODE
LOW	bin/builders/env.ts	45	export function getWindowsGnuBuildEnvironment(): Record<string, string> {	CODE
LOW	bin/builders/env.ts	89	function getPinnedPnpmMajorVersion(): number \| null {	CODE
LOW	bin/builders/env.ts	177	async function copyFileWithSamePathGuard(	CODE
LOW	bin/builders/env.ts	197	function isGeneratedCnMirrorConfig(	CODE
LOW	bin/utils/ico.ts	138	export async function writeIcoWithPreferredSize(	CODE
LOW	bin/utils/name.ts	21	export function generateIdentifierSafeName(name: string): string {	CODE
LOW	bin/utils/targets.ts	19	export function resolveLinuxBundleTargets(targets: string): {	CODE
LOW	bin/utils/icon-source.ts	23	export function generateDashboardIconSlugs(appName: string): string[] {	CODE
LOW	bin/utils/icon-source.ts	52	export function shouldPreferDashboardIcons(	CODE
LOW	bin/utils/build-workspace.ts	32	export function getBuildCancellationSignal(): AbortSignal \| undefined {	CODE
LOW	bin/utils/build-workspace.ts	36	export function preventBuildWorkspaceCleanup(reason: string): void {	CODE
LOW	bin/helpers/rust.ts	12	function normalizePathForComparison(targetPath: string) {	CODE
LOW	bin/helpers/merge.ts	34	export function buildWindowConfigOverrides(	CODE
LOW	bin/helpers/merge.ts	279	export function applyLinuxDesktopTemplate(	CODE
LOW	bin/helpers/merge.ts	337	export async function resolveSystemTrayIconPath(	CODE
LOW	tests/unit/event-clipboard-shortcuts.test.js	169	function getClipboardShortcutHandler(context) {	CODE
LOW	tests/unit/event-clipboard-shortcuts.test.js	175	function getClipboardPasteFallbackHandler(context) {	CODE
LOW	tests/unit/event-fullscreen-shortcuts.test.js	168	function getFullscreenShortcutHandler(context) {	CODE
LOW	src-tauri/src/inject/event.js	115	function handleWindowFullscreenShortcut(event) {	CODE
LOW	src-tauri/src/inject/event.js	206	function canPasteIntoEditableElement(element) {	CODE
LOW	src-tauri/src/inject/event.js	224	function insertTextIntoEditableElement(element, text) {	CODE
LOW	src-tauri/src/inject/event.js	325	function handleClipboardPasteFallback(event) {	CODE
LOW	src-tauri/src/inject/event.js	541	function shouldBypassPakeLinkHandling(rawHref) {	CODE
LOW	src-tauri/src/inject/event.js	552	function shouldNavigateAuthInCurrentWindow() {	CODE
LOW	src-tauri/src/inject/find.js	629	function stopObservingDocumentChanges() {	CODE
LOW	src-tauri/src/inject/styles.js	31	function injectWithAdoptedStyleSheet(css, id) {	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	plugins/pake/skills/pake/SKILL.md	67	## Local content (AI-generated apps)	COMMENT

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	bin/cli.ts	241	// Parse errors (unknown option, invalid argument, missing value) are	COMMENT
LOW	tests/unit/event-ime-enter-guard.test.js	1	import fs from "fs";	COMMENT
LOW	src-tauri/src/lib.rs	121		COMMENT
LOW	src-tauri/src/app/color_scheme.rs	1	// Follow the freedesktop color-scheme preference on Linux (#1387).	COMMENT
LOW	src-tauri/src/app/notification.rs	1	//! Native notification delivery with a real click callback.	COMMENT
LOW	src-tauri/src/app/tab_bar.rs	1	//! The "+" button on the macOS native tab bar.	COMMENT
LOW	src-tauri/src/app/config.rs	121	pub proxy_url: String,	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src-tauri/Cargo.toml	77	# Opt-in native Windows test harness; not enabled by packaged apps.	COMMENT