AI Slop Code Risk Monitor

nextai-translator/nextai-translator

Name: nextai-translator/nextai-translator — 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).

基于 ChatGPT API 的划词翻译浏览器插件和跨平台桌面端应用 - Browser extension and cross-platform desktop application for translation based on ChatGPT API.

0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for nextai-translator/nextai-translator, a TypeScript project with 25,023 GitHub stars. SynthScan examined 75,419 lines of code across 265 source files, recording 29 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.5 (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.

0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

25.0K

Stars

TypeScript

Language

75.4K

Lines of Code

265

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 2.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 29 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 1.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 17 finding(s).

PR Review Velocity Impact 2.6/100 · LOW

Which changes need focused human review? 29 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 3LOW 25

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 29 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 Identifiers17 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	scripts/release.py	4	def get_current_version_from_tag():	CODE
LOW	src/tauri/utils.ts	100	export async function bindQuickTranslatorHotkey(oldHotKey?: string) {	CODE
LOW	src/common/openai-api-path.ts	13	export function isResponsesCapableOpenAIModel(model: string \| undefined \| null): boolean {	CODE
LOW	src/common/openai-api-path.ts	24	export function getRecommendedOpenAIAPIPath(model: string \| undefined \| null): string {	CODE
LOW	src/common/lang/index.ts	108	export function pickTranslateAutoTargetLang(	CODE
LOW	src/common/components/Settings.tsx	206	function LanguageDetectionEngineSelector({ value, onChange, onBlur }: ILanguageDetectionEngineSelectorProps) {	CODE
LOW	src/common/components/Settings.tsx	1096	function RestorePreviousPositionCheckbox({ value, onChange, onBlur }: RestorePreviousPositionCheckboxProps) {	CODE
LOW	src/common/components/Settings.tsx	1114	function SelectInputElementsCheckbox({ value, onChange, onBlur }: SelectInputElementsProps) {	CODE
LOW	src/common/components/Settings.tsx	1133	function ReadSelectedWordsFromInputElementsCheckbox({	CODE
LOW	src/common/components/ActionForm.tsx	71	function ActionThinkingLevelSelector({ value, onChange }: ActionThinkingLevelSelectorProps) {	CODE
LOW	src/common/polyfills/tauri.ts	17	export function invalidateTauriSettingsCache(): void {	CODE
LOW⚡	src/common/services/promotion.ts	97	function getPromotionItemShowedKey(item: IPromotionItem) {	CODE
LOW⚡	src/common/services/promotion.ts	101	function getPromotionItemNeverDisplayKey(item: IPromotionItem) {	CODE
LOW⚡	src/common/services/promotion.ts	107	export async function checkShouldShowPromotionNotification() {	CODE
LOW	src/common/services/promotion.ts	161	export async function isPromotionItemNeverDisplay(item?: IPromotionItem): Promise<boolean> {	CODE
LOW	src/common/services/promotion.ts	172	export async function setPromotionItemNeverDisplay(item?: IPromotionItem) {	CODE
LOW	src/common/services/promotion.ts	184	export async function unsetPromotionItemNeverDisplay(item?: IPromotionItem) {	CODE

Over-Commented Block8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	src-tauri/src/writing.rs	1	// Writing flow: stream a translation into whatever input box the user has	COMMENT
LOW	src-tauri/src/writing.rs	281	pub fn finish_writing() {	COMMENT
LOW	src-tauri/src/fetch.rs	21	#[serde(default)]	COMMENT
LOW	src-tauri/src/windows.rs	341	/// (#1883, #1886). Explicitly sync the controller whenever those panels are	COMMENT
LOW	src-tauri/src/windows.rs	441	pub async fn show_translator_window_command() {	COMMENT
LOW	src-tauri/src/windows.rs	1101	}	COMMENT
LOW	src-tauri/src/windows.rs	1241	if let Some(window) = handle.get_webview_window(QUICK_TRANSLATOR_WIN_NAME) {	COMMENT
LOW	src/common/engines/abstract-openai.ts	181	// Only the undotted gpt-5 series (gpt-5 / gpt-5-mini / gpt-5-nano,	COMMENT

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	44	I have developed a [Bob](https://bobtranslate.com/) [plugin](https://github.com/yetone/bob-plugin-nextai-translator) tha	CODE

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	src-tauri/gen/schemas/acl-manifests.json	1	{"aptabase":{"default_permission":null,"permissions":{"allow-track-event":{"identifier":"allow-track-event","description	CODE
MEDIUM	src-tauri/gen/schemas/plugin-manifests.json	1	{"app":{"default_permission":{"identifier":"default","description":"Default permissions for the plugin.","permissions":[	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/release.py	60	# Create a new tag for the current release.	COMMENT