AI Slop Code Risk Monitor

ferdium/ferdium-app

Name: ferdium/ferdium-app — 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).

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0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for ferdium/ferdium-app, a TypeScript project with 4,762 GitHub stars. SynthScan examined 96,531 lines of code across 485 source files, recording 26 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 0.8 (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.

0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-23

Last Push

4.8K

Stars

TypeScript

Language

96.5K

Lines of Code

485

Files

Pattern Hits

2026-10-31

Scan Date

0.01

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 0.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 14 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 1.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 4.0/100 · LOW

Which changes need focused human review? 26 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 4HIGH 0MEDIUM 8LOW 14

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 26 distinct pattern matches across 8 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.

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/stores/ServicesStore.ts	1419	this.stores.router.location.pathname.includes('auth/signup')	CODE
CRITICAL	src/stores/UserStore.ts	231	if (this.stores.router.location.pathname.includes(this.INVITE_ROUTE)) {	CODE
CRITICAL	src/components/auth/Login.tsx	159	].stores.settings.all.app.server.replace(	CODE
CRITICAL	src/containers/settings/InviteScreen.tsx	10	this.props.stores.user.inviteRequest.reset();	CODE

Decorative Section Separators7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/build-unix.sh	17	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build-unix.sh	31	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build-unix.sh	57	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build-unix.sh	77	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build-unix.sh	80	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build-unix.sh	105	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build-unix.sh	111	# -----------------------------------------------------------------------------	COMMENT

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/builds.yml	1	# This workflow will do a clean install of node dependencies, build the source code and run tests across different versi	COMMENT
LOW	.github/workflows/tag-repos.yml	41	# env:	COMMENT
LOW	src/webview/contextMenuBuilder.ts	21	} from '../config';	COMMENT
LOW	src/webview/windowOpenShim.ts	1	// Source of the window.open replacement that recipe.ts injects into a	COMMENT
LOW	src/stores/AppStore.ts	401	'Error while checking service partition directory -',	COMMENT
LOW	src/stores/ServicesStore.ts	1201	// Also add an optional random splay to desync the wakeups and	COMMENT
LOW	src/styles/type-helper.scss	21	$index: string.index($string, $separator);	COMMENT
LOW	src/i18n/languages.ts	61	export const SPELLCHECKER_LOCALES = {	COMMENT
LOW	src/i18n/languages.ts	81	// 'lv-lv': 'Latviešu valoda',	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/build-unix.sh	4	# This file is used to build ferdium on both x64 and arm-based for macos and linux (not tested on arm for linux).	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	test/models/DownloadController.test.ts	83	function mockDownloadControllerDebug() {	CODE
LOW	src/helpers/service-helpers.ts	142	export async function getServiceIdsFromPartitions(): Promise<string[]> {	CODE

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/dbus/ferdium_bar.py	32	# If it's exactly the service we're looking for, just return the count	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build-unix.sh	45	# Check if the 'recipes' folder is present either as a git submodule or a symbolic link	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/lib/Form.ts	19	placeholder: 'placeholder',	CODE