AI Slop Code Risk Monitor

zyronon/TypeWords

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

Practice English, one strike, one step forward

1.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for zyronon/TypeWords, a Vue project with 10,727 GitHub stars. SynthScan examined 74,909 lines of code across 272 source files, recording 100 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.9 (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.

1.9
Adjusted Signal
1.9
Raw Pattern Score
100%
Time Factor
2026-10-16
Last Push
10.7K
Stars
Vue
Language
74.9K
Lines of Code
272
Files
100
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 5.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 80 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 8.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 91 finding(s).

PR Review Velocity Impact 8.5/100 · LOW

Which changes need focused human review? 100 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 14LOW 85

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 100 distinct pattern matches across 5 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 Identifiers77 hits · 85 pts
SeverityFileLineSnippetContext
LOW…posables/practice-sentences/usePracticeSentenceInit.ts18export function createSentencePracticeItem(source: SentencePracticeSource): SentencePracticeItem {CODE
LOW…posables/practice-sentences/usePracticeSentenceInit.ts26export function createWordSentencePracticeItems(word: Word): SentencePracticeItem[] {CODE
LOW…posables/practice-sentences/usePracticeSentenceInit.ts44export function flattenDictSentencePracticeItems(dict: Dict): SentencePracticeItem[] {CODE
LOW…s/practice-sentences/usePracticeSentencePersistence.ts7export function usePracticeSentencePersistence() {CODE
LOW…ables/practice-sentences/usePracticeSentenceSession.ts12export function createDefaultPracticeSentenceSession(): PracticeSentenceSessionState {CODE
LOW…ables/practice-sentences/usePracticeSentenceSession.ts33export function usePracticeSentenceSession() {CODE
LOW…posables/practice-sentences/practice-sentence-cache.ts52export async function getPracticeSentenceCacheLocal(): Promise<PracticeSentenceCache | null> {CODE
LOW…posables/practice-sentences/practice-sentence-cache.ts56export async function setPracticeSentenceCacheLocal(CODE
LOWapp/core/composables/usePracticePersistence.ts77function isCompactPracticeWordCache(data: PracticeWordCacheStored | null): data is PracticeWordCacheCompact {CODE
LOWapp/core/composables/usePracticePersistence.ts90function serializePracticeWordCache(data: PracticeWordCache | null): PracticeWordCacheStored | null {CODE
LOWapp/core/composables/usePracticePersistence.ts137export function usePracticeWordPersistence() {CODE
LOWapp/core/composables/usePracticePersistence.ts170export function usePracticeArticlePersistence() {CODE
LOWapp/core/composables/useDataSyncPersistence.ts291export async function ensureHashGuardBeforeInit() {CODE
LOWapp/core/composables/useDataSyncPersistence.ts466 async function forcePushLocalDataToRemote(data: BackupData['val'], client?: SupabaseClient | null): Promise<boolean> {CODE
LOWapp/core/composables/useDataSyncPersistence.ts577 async function getLocalCompactDataByType(type: SyncDataType) {CODE
LOW…composables/practice-words/usePracticeDisplayPolicy.ts16export function resolvePracticeViewDefaults(practiceType: WordPracticeType): {CODE
LOW…composables/practice-words/usePracticeDisplayPolicy.ts102export function useInjectedDisplayActions() {CODE
LOW⚡…core/composables/practice-words/visible-word-typing.ts38export function normalizePracticeInputCharacter(event: PracticeKeyboardInput, targetCharacter = ''): string {CODE
LOW⚡…core/composables/practice-words/visible-word-typing.ts46export function isPracticeCharacterCorrect(input: string, target: string | undefined, ignoreCase: boolean): boolean {CODE
LOW⚡…core/composables/practice-words/visible-word-typing.ts52export function getPracticeInputCharacterStates(CODE
LOW⚡…core/composables/practice-words/visible-word-typing.ts63export function getFirstWrongCharacterIndex(input: string, target: string, ignoreCase: boolean): number {CODE
LOW⚡…core/composables/practice-words/visible-word-typing.ts67export function isWholePracticeInputComplete(input: string, target: string): boolean {CODE
LOW⚡…core/composables/practice-words/visible-word-typing.ts71export function isWholePracticeInputCorrect(input: string, target: string, ignoreCase: boolean): boolean {CODE
LOW⚡…core/composables/practice-words/visible-word-typing.ts75export function getWholeInputAfterWrongBackspace(input: string, target: string, ignoreCase: boolean): string {CODE
LOW…sables/practice-words/usePracticeTypeWordController.ts19export function usePracticeTypeWordController(options: PracticeTypeWordControllerOptions) {CODE
LOW…composables/practice-words/usePracticeWordNavigator.ts61export function createPracticeWordNavigator(deps: NavigatorDeps) {CODE
LOW…composables/practice-words/usePracticeWordNavigator.ts91 function restoreCursorFromSnapshot(cursor: PracticeFlowCursor): boolean {CODE
LOW…re/composables/practice-words/practice-flow-display.ts29export function getPracticeFlowDisplayState(input: PracticeFlowDisplayInput): PracticeFlowDisplayState {CODE
LOW…re/composables/practice-words/practice-flow-runtime.ts165export function resolveFlowConfigOrSystem(value: unknown): PracticeFlowConfig {CODE
LOW…re/composables/practice-words/practice-flow-runtime.ts256export function createPracticeFlowRuntime(initialConfig: PracticeFlowConfig = BUILTIN_FLOWS.system) {CODE
LOW…re/composables/practice-words/practice-word-session.ts50export function resolveNewerRemotePracticeCacheTime(CODE
LOW…re/composables/practice-words/practice-word-session.ts91function serializePracticeWordCache(data: PracticeWordCache | null): PracticeWordCacheCompact | null {CODE
LOW…re/composables/practice-words/practice-word-session.ts166export function usePracticeWordPersistence() {CODE
LOW…e/composables/practice-words/usePracticeWordSession.ts209 function toggleWordSimpleForCurrent() {CODE
LOW…e/composables/practice-words/usePracticeWordSession.ts253 function updateCompletedDictProgress(ignoreScope: 'remaining' | 'all') {CODE
LOWapp/core/composables/practice-words/practice-audio.ts13export function shouldChainPracticeFirstSentence(context: PracticeFirstSentenceContext): boolean {CODE
LOW…ore/composables/practice-words/usePracticeIdleTimer.ts88export function canAutoResumeVisibilityTimer(timer: {CODE
LOWapp/core/utils/cache.ts97export function resolveLegacyPracticeWordCursor(CODE
LOWapp/core/utils/cache.ts207export function checkAndUpgradePracticeWordCache(CODE
LOW⚡app/core/utils/cache.ts282export async function getPracticeWordCacheLocal(): Promise<PracticeWordCacheStored | null> {CODE
LOW⚡app/core/utils/cache.ts286export async function getPracticeWordCacheLocalWithMeta(): Promise<LocalCacheResult<PracticeWordCacheStored> | null> {CODE
LOW⚡app/core/utils/cache.ts290export async function setPracticeWordCacheLocal(CODE
LOW⚡app/core/utils/cache.ts297export async function getPracticeArticleCacheLocal(): Promise<PracticeArticleCache | null> {CODE
LOW⚡app/core/utils/cache.ts301export async function getPracticeArticleCacheLocalWithMeta(): Promise<LocalCacheResult<PracticeArticleCache> | null> {CODE
LOW⚡app/core/utils/cache.ts305export async function setPracticeArticleCacheLocal(CODE
LOWapp/core/utils/index.ts148export async function checkAndUpgradeSaveSetting(val: any) {CODE
LOWapp/core/utils/index.ts514export function normalizeShufflePracticeRange(range: ShufflePracticeRange, max: number): ShufflePracticeRange {CODE
LOWapp/core/hooks/article.ts393function hasValidArticleTextAudioPosition(target: ArticleTextAudio) {CODE
LOWapp/core/hooks/theme.ts22export function listenToSystemThemeChange(call: (theme: Theme) => void) {CODE
LOWapp/core/hooks/event.ts317export function useStartKeyboardEventListener() {CODE
LOWapp/core/hooks/event.ts387export function useOnKeyboardEventListener(onKeyDown: (e: KeyboardEvent) => void, onKeyUp: (e: KeyboardEvent) => void) {CODE
LOWapp/core/hooks/translate.ts5export function getSentenceAllTranslateText(article: Article) {CODE
LOWapp/components/word/TypeWord.vue119function onSentencePracticeComplete() {CODE
LOWapp/components/article/EditArticle.vue283function handleShowEditAudioDialog(val: Sentence, i: number, j: number) {CODE
LOWapp/components/article/EditArticle.vue336function setPreEndTimeToCurrentStartTime() {CODE
LOWapp/pages/setting.vue212function upgradeImportedPracticeWordCache(data: BackupData['val']) {CODE
LOWapp/pages/(words)/words.vue113function toggleAutoAddRandomReview(enabled: boolean) {CODE
LOWapp/pages/(words)/words.vue501async function onShufflePracticeSettingOk(setting: ShufflePracticeSetting) {CODE
LOWapp/pages/(words)/practice-words/[id].vue142function clearVisibilityResumeTimer() {CODE
LOWapp/pages/(words)/practice-words/[id].vue162async function checkRemotePracticeUpdate(): Promise<boolean> {CODE
17 more matches not shown…
Decorative Section Separators14 hits · 42 pts
SeverityFileLineSnippetContext
MEDIUM…core/composables/practice-words/practice-flow-types.ts8// ─── 显隐策略 ──────────────────────────────────────────────────────────────────COMMENT
MEDIUM…core/composables/practice-words/practice-flow-types.ts18// ─── 流程模型 ──────────────────────────────────────────────────────────────────COMMENT
MEDIUM…core/composables/practice-words/practice-flow-types.ts33// ─── wordLoop 子步骤 ────────────────────────────────────────────────────────────COMMENT
MEDIUM…core/composables/practice-words/practice-flow-types.ts51// ─── onEnd 串行动作系统 ─────────────────────────────────────────────────────────COMMENT
MEDIUM…core/composables/practice-words/practice-flow-types.ts111// ─── Cursor 模型 ───────────────────────────────────────────────────────────────COMMENT
MEDIUM…core/composables/practice-words/practice-flow-types.ts133// ─── 阶段定义(cursor-native,不含 stage 字段) ──────────────────────────────────COMMENT
MEDIUM…core/composables/practice-words/practice-flow-types.ts149// ─── 流程启动结果 ────────────────────────────────────────────────────────────────COMMENT
MEDIUM…core/composables/practice-words/practice-flow-types.ts159// ─── 持久化快照 ─────────────────────────────────────────────────────────────────COMMENT
MEDIUM…composables/practice-words/usePracticeWordNavigator.ts44// ─── 词源解析 ──────────────────────────────────────────────────────────────────COMMENT
MEDIUM…composables/practice-words/usePracticeWordNavigator.ts59// ─── 主工厂 ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…composables/practice-words/usePracticeWordNavigator.ts161 // ─── wordLoop 子步骤推进 ──────────────────────────────────────────────────────COMMENT
MEDIUM…composables/practice-words/usePracticeWordNavigator.ts297 // ─── 错词清空(由 onEnd wrongWordClear action 驱动) ────────────────────────COMMENT
MEDIUM…composables/practice-words/usePracticeWordNavigator.ts308 // ─── 即时型 action 执行 ───────────────────────────────────────────────────────COMMENT
MEDIUM…composables/practice-words/usePracticeWordNavigator.ts319 // ─── onEnd action 队列处理 ───────────────────────────────────────────────────COMMENT
Cross-Language Confusion (JS/TS)1 hit · 8 pts
SeverityFileLineSnippetContext
HIGHpublic/libs/Shepherd.14.5.1.mjs.js4591 * @return True if the step is open and visibleCOMMENT
Fake / Example Data5 hits · 5 pts
SeverityFileLineSnippetContext
LOWapp/base/BaseInput.vue133 :placeholder="placeholder"CODE
LOWapp/base/Textarea.vue6 :placeholder="placeholder"CODE
LOWpublic/libs/lafiveone.js6(function(c){'use strict';var e=window,g=e['document'],h=encodeURIComponent,i=A('Object'),j=A('Number'),k=A('String'),m=CODE
LOWpublic/libs/51.js1(function(c){'use strict';var e=window,g=e['document'],h=encodeURIComponent,i=A('Object'),j=A('Number'),k=A('String'),m=CODE
LOWpublic/libs/snapdom.min.js17`:""}function Ge(t){t&&(t.nodeType===Node.ELEMENT_NODE&&t.setAttribute("data-sd-slotted",""),t.querySelectorAll&&t.queryCODE
Over-Commented Block3 hits · 3 pts
SeverityFileLineSnippetContext
LOWapp/components/practice-sentences/TypingSentence.vue61 // text = doc.verbs().toInfinitive().text()COMMENT
LOWapp/components/article/TypingArticle.vue421 onTyping(e)COMMENT
LOWpublic/libs/Shepherd.14.5.1.mjs.js2781// flush() calls callbacks in this order:COMMENT