AI Slop Code Risk Monitor

tonyantony300/dashbeam

SlopCodeMonitor badge for tonyantony300/dashbeam Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for tonyantony300/dashbeam, a TypeScript project with 10,158 GitHub stars. SynthScan examined 96,674 lines of code across 540 source files, recording 54 pattern matches distributed across 4 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
2026-10-19
Last Push
10.2K
Stars
TypeScript
Language
96.7K
Lines of Code
540
Files
54
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? 53 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 1.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 35 finding(s).

PR Review Velocity Impact 2.8/100 · LOW

Which changes need focused human review? 54 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 54

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 54 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 Identifiers35 hits · 35 pts
SeverityFileLineSnippetContext
LOWfrontend/src/components/ui/input.type-test.tsx22export function InputAcceptsRuntimeNativeBoolean({CODE
LOW…components/animate-ui/primitives/effects/highlight.tsx336function getNonOverridingDataAttributes(CODE
LOW…end/src/components/setting-sidebar/setting-sidebar.tsx36function useActiveSettingsNavValue() {CODE
LOW…nents/setting-sidebar/setting-sidebar-update-alert.tsx9export function SettingSidebarUpdateAlert() {CODE
LOW…/src/components/receiver/ReceiveSaveLocationPicker.tsx14export function ReceiveSaveLocationPicker({CODE
LOWfrontend/src/hooks/useNodeCapability.ts11function ensureDevicePairedListener() {CODE
LOWfrontend/src/lib/web-preview-error.ts14export function getWebPreviewErrorMessage(CODE
LOWfrontend/src/lib/platformStyles.ts8export function getWebAppOverlayContainer(): HTMLElement | undefined {CODE
LOWfrontend/src/lib/web-zip.ts67function buildCentralDirectoryHeader(CODE
LOWfrontend/src/lib/web-zip.ts96function buildEndOfCentralDirectory(CODE
LOWfrontend/src/lib/pairing-api.ts314export function matchesPairedDeviceSearch(CODE
LOWfrontend/src/lib/pairing-api.ts377export function comparePairedDevicesForList(CODE
LOWfrontend/src/lib/pairing-api.ts411export function sortPairedDevicesForSettings(CODE
LOWfrontend/src/lib/web-send-metadata.ts94export function buildWebSendMetadataForFile(file: File): string {CODE
LOWfrontend/src/lib/web-send-metadata.ts109export function buildWebSendMetadataForPaths(paths: string[]): string {CODE
LOWfrontend/src/lib/web-save-location.ts57export function supportsWebSaveLocationPicker(): boolean {CODE
LOWfrontend/src/lib/web-save-location.ts166async function getDirectoryForRelativePath(CODE
LOWfrontend/src/lib/web-save-location.ts217async function writeCollectionToDirectory(CODE
LOWfrontend/src/lib/relay-fallback-options.ts22export function relayFallbackFromRadioValue(value: string): RelayFallback {CODE
LOWfrontend/src/lib/setting-store-tauri.ts5export function createTauriSettingStorage(): StateStorage {CODE
LOWfrontend/src/lib/discovery-change-warning.ts9export function shouldWarnDiscoveryChange({CODE
LOWfrontend/src/lib/systemNotification.ts67export async function ensureNotificationPermission(): Promise<boolean> {CODE
LOWfrontend/src/lib/relay-url-validation.ts30export function relayUrlValidationMessageKey(url: string): string | null {CODE
LOWfrontend/src/lib/receive-link.ts11export function formatReceiveShareMessage(intro: string, url: string): string {CODE
LOWfrontend/src/lib/autostart-first-run.ts7export function shouldRunAutostartFirstRun(input: {CODE
LOWfrontend/src/lib/relay-fallback-toast.ts8export function relayFallbackToastDescriptionKey(CODE
LOWfrontend/src/lib/relay-change-warning.ts12export function getRelayChangeWarningType({CODE
LOWfrontend/src/lib/web-file-store.ts45export function listWebFileEntriesUnderPath(CODE
LOWfrontend/src/lib/discovery-url-validation.ts35export function discoveryUrlValidationMessageKey(url: string): string | null {CODE
LOWfrontend/src/lib/discovery-url-validation.ts45function hasDisallowedDnsOriginChar(value: string): boolean {CODE
LOWfrontend/src/lib/discovery-url-validation.ts78export function dnsOriginValidationMessageKey(origin: string): string | null {CODE
LOWfrontend/src/store/node-capability-store.ts132export function ensureNodeCapabilityLifecycle() {CODE
LOWscripts/generate-release-notes.js138function pickRepresentativeSubjects(commits, limit = 2) {CODE
LOWscripts/generate-release-notes.js260function authorHasPriorContributions(name, email, previousTag) {CODE
LOWscripts/generate-release-notes.js374function renderContributorSections(contributorData, githubNewContributors) {CODE
Over-Commented Block17 hits · 17 pts
SeverityFileLineSnippetContext
LOWinfra/relay/fly.dev.toml1# Quick-test iroh relay on Fly.io - NO custom domain.COMMENT
LOWinfra/dns/docker-compose.dns.yml1# Overlay for the advanced real-DNS path (authoritative UDP/TCP 53).COMMENT
LOWinfra/dns/fly.dev.toml1# Quick-test iroh-dns-server on Fly.io - NO custom domain.COMMENT
LOWinfra/dns/fly.toml1# Fly.io deployment for iroh-dns-server (DashBeam self-hosted discovery).COMMENT
LOWsrc-tauri/src/autostart.rs1//! The only place that knows how autostart is achieved on each platform.COMMENT
LOWsrc-tauri/src/presence_service.rs1//! Android background presence: decides when the foreground service should run.COMMENT
LOWsrc-tauri/src/android_update.rs1//! Update checking for sideloaded Android builds.COMMENT
LOWsrc-tauri/src/commands.rs1321/// Reads `discoverability` out of the raw `settings.json` the frontend'sCOMMENT
LOWsrc-tauri/src/commands.rs1961/// process-wide flag the window-close handler reads.COMMENT
LOWsrc-tauri/src/autostart_portal.rs1//! Flatpak autostart via `org.freedesktop.portal.Background`.COMMENT
LOWsrc-tauri/src/platform/windows/context_menu.rs1//! Windows Explorer "Send with DashBeam" shell verb registration.COMMENT
LOWengine/native/src/rate_limit.rs1//! Coarse per-endpoint-id rate limiting for unpaired control traffic.COMMENT
LOWengine/protocol/src/nearby.rs1//! Shared policy for local-network discovery.COMMENT
LOWengine/protocol/src/nearby.rs41}COMMENT
LOWengine/protocol/src/tls_config.rs1//! TLS trust helpers for iroh endpoint builders.COMMENT
LOWengine/protocol/src/identity.rs501const FORBIDDEN_FOLDER_CHARS: [char; 9] = ['/', '\\', ':', '<', '>', '"', '|', '?', '*'];COMMENT
LOWengine/src/lib.rs1//! # `engine` — stable public API for Tauri and integration testsCOMMENT
Fake / Example Data1 hit · 2 pts
SeverityFileLineSnippetContext
LOWinfra/relay/fly.dev.toml17# `access.shared_token = ["placeholder"]` line to a config you mount/bake, then:COMMENT
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOWinfra/dns/docker-compose.dns.yml7# Usage:COMMENT