AI Slop Code Risk Monitor

crimx/ext-saladict

SlopCodeMonitor badge for crimx/ext-saladict Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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0.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for crimx/ext-saladict, a TypeScript project with 13,406 GitHub stars. SynthScan examined 96,750 lines of code across 742 source files, recording 63 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.7 (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.

0.7
Adjusted Signal
0.7
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
13.4K
Stars
TypeScript
Language
96.8K
Lines of Code
742
Files
63
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 3.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 61 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 2.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 54 finding(s).

PR Review Velocity Impact 3.2/100 · LOW

Which changes need focused human review? 63 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 63

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 63 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 Identifiers54 hits · 54 pts
SeverityFileLineSnippetContext
LOW…cs/superpowers/plans/2026-06-06-machine-translators.md736export function parseAlibabaTranslatedText(data: any): {CODE
LOW…cs/superpowers/plans/2026-06-06-machine-translators.md1515export function parseNiuTransTranslatedText(data: any): {CODE
LOWscripts/webext-targets.js53function getBrowsersByManifestVersion(manifestVersion) {CODE
LOWscripts/zip.js104async function expandCustomNormalPatterns(patterns) {CODE
LOWscripts/targeted-webext-manifest-plugin.js247function createBackgroundServiceWorkerBootstrap(backgroundScripts) {CODE
LOWassets/pdf-viewer-bridge.js19 async function waitForPDFViewerApplication() {CODE
LOWsrc/background/state.ts26export function getBackgroundStateSnapshot(): BackgroundState {CODE
LOWsrc/background/pdf-sniffer.ts102export function consumePendingPdfOpenForViewer(CODE
LOWsrc/background/pdf-sniffer.ts114export async function openPdfViewerStandaloneIfNeeded(CODE
LOWsrc/background/offscreen-document.ts35async function doEnsureOffscreenDocument() {CODE
LOWsrc/background/pdf-pending-store.ts77export async function cleanupStalePendingPdfOpens() {CODE
LOWsrc/background/i18n-loader.ts59function extractSyncServiceLocales(lang: LangCode) {CODE
LOWsrc/background/offscreen-dict-bridge.ts33export async function getDictSrcPageInOffscreen(CODE
LOWsrc/background/offscreen-dict-bridge.ts55export async function callDictEngineMethodInOffscreen(CODE
LOWsrc/background/pdf-sniffer-mv3.ts104function getChromeDeclarativeNetRequest():CODE
LOWsrc/background/pdf-sniffer-mv3.ts361async function isFileSchemeAccessAllowed() {CODE
LOWsrc/background/pdf-sniffer-mv3.ts383async function installTemporaryBypassRule(CODE
LOWsrc/background/pdf-sniffer-mv3.ts440function createExactUrlRegexFilter(url: string) {CODE
LOWsrc/background/pdf-sniffer-shared.ts65export function getHttpPdfSniffActionByUrl(CODE
LOWsrc/background/pdf-sniffer-shared.ts79export function getHttpPdfSniffActionByHeaders(CODE
LOWsrc/background/server.ts49function shouldUseOffscreenDictHost(id: DictID) {CODE
LOWsrc/background/server.ts61async function ensureDictNetworkCompatibility(id: DictID) {CODE
LOWsrc/background/sync-manager/services/shanbay/index.ts169function removeNotificationHandler(id: string) {CODE
LOWsrc/_helpers/basic-auth.ts15export function createBasicAuthorizationHeader(CODE
LOWsrc/_helpers/i18n.ts308function extractSyncServiceLocales(lang: LangCode) {CODE
LOWsrc/_helpers/permission-manager.ts4export async function checkBackgroundPermission(CODE
LOWsrc/_helpers/wordoftheday.ts28export async function getWebsterWordOfTheDayFromHTML(): Promise<string> {CODE
LOWsrc/_helpers/profile-manager.ts119function shouldUpdateStoredProfile(CODE
LOWsrc/_helpers/profile-manager.ts315export function addActiveProfileIDListener(CODE
LOWsrc/_helpers/profile-manager.ts388export function createProfileIDListStream(): Observable<ProfileIDList> {CODE
LOWsrc/_helpers/profile-manager.ts402export function createActiveProfileStream(): Observable<Profile> {CODE
LOWsrc/_helpers/__mocks__/config-manager.ts41export function dispatchConfigChangedEvent(CODE
LOWsrc/content/redux/init.ts247async function initStandaloneQuickSearch(CODE
LOWsrc/components/dictionaries/helpers.ts125export function isManualVerificationError(CODE
LOWsrc/components/dictionaries/helpers.ts136export function createManualVerificationResult(CODE
LOWsrc/components/dictionaries/helpers.ts147export function isManualVerificationResult(CODE
LOWsrc/components/dictionaries/network-compat.ts47export function createCookieHeaderNetworkCompatibility(CODE
LOWsrc/components/dictionaries/network-compat.ts56 return function ensureNetworkCompatibility() {CODE
LOWsrc/components/dictionaries/network-compat.ts71 async function doEnsureNetworkCompatibility() {CODE
LOWsrc/components/dictionaries/network-compat.ts465function getChromeDeclarativeNetRequest():CODE
LOWsrc/components/dictionaries/machine-custom.ts129export function getCredentialErrorFromHttpStatus(CODE
LOWsrc/components/dictionaries/machine-custom.ts154export function getAlibabaCredentialError(CODE
LOWsrc/components/dictionaries/machine-custom.ts212export function getNiuTransCredentialError(CODE
LOWsrc/components/dictionaries/machine-custom.ts242export function getTencentCredentialError(CODE
LOWsrc/components/dictionaries/niutrans/engine.ts60export function parseNiuTransTranslatedText(CODE
LOWsrc/components/dictionaries/bing/engine.ts170function replaceWithHighlightedText($target: Element, text: string): void {CODE
LOWsrc/components/dictionaries/alibaba/engine.ts89export function parseAlibabaTranslatedText(CODE
LOWsrc/components/dictionaries/deeplx/engine.ts45export function hasDeepLXApiKeyPlaceholder(apiUrl: string): boolean {CODE
LOWsrc/components/dictionaries/deeplx/engine.ts85export function parseDeepLXTranslatedText(CODE
LOWsrc/components/dictionaries/zdic/network.ts31export function ensureNetworkCompatibility() {CODE
LOWsrc/components/dictionaries/zdic/network.ts134function getChromeDeclarativeNetRequest():CODE
LOWsrc/components/dictionaries/hjdict/network.ts3export async function ensureNetworkCompatibility(): Promise<void> {CODE
LOWsrc/selection/instant-capture.ts25export function createIntantCaptureStream(config: AppConfig | null) {CODE
LOWsrc/app-config/merge-config.ts238 function mergeSelectedContextMenus(path: string): void {CODE
Over-Commented Block6 hits · 6 pts
SeverityFileLineSnippetContext
LOW…/specs/background/sync-manager/services/webdav.spec.ts941 // @upstream JSDOM missing namespace selector supportCOMMENT
LOW…/specs/background/sync-manager/services/webdav.spec.ts961COMMENT
LOW…/specs/background/sync-manager/services/webdav.spec.ts981 // etag: etagLocalCOMMENT
LOW.github/config.yml1# Configuration for request-info - https://github.com/behaviorbot/request-infoCOMMENT
LOW.github/config.yml41# - hiimbexCOMMENT
LOWsrc/components/dictionaries/hjdict/engine.ts141// function xhrDirtyDOM (url: string): Promise<Document> {COMMENT
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsrc/components/EntryBox/EntryBox.stories.tsx25 'Lorem ipsum dolor sit amet consectetur adipisicing elit. Incidunt recusandae exercitationem minus autem repelleCODE
LOWsrc/components/EntryBox/EntryBox.stories.tsx25 'Lorem ipsum dolor sit amet consectetur adipisicing elit. Incidunt recusandae exercitationem minus autem repelleCODE
Slop Phrases1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…cs/components/dictionaries/merriamwebster/testCases.ts59 examples: [`Don't forget to add me in.`]CODE