AI Slop Code RIsk Monitor

maboloshi/github-chinese

GitHub 汉化插件,GitHub 中文化界面。 (GitHub Translation To Chinese)

11.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for maboloshi/github-chinese, a JavaScript project with 35,030 GitHub stars. SynthScan examined 12,645 lines of code across 29 source files, recording 121 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 11.7 (Moderate 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.

11.7
Adjusted Signal
11.7
Raw Pattern Score
100%
Time Factor
2026-10-01
Last Push
35.0K
Stars
JavaScript
Language
12.6K
Lines of Code
29
Files
121
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 34.5/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 96 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.1/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 41.1/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 104 finding(s).

PR Review Velocity Impact 43.0/100 · MEDIUM

Which changes need focused human review? 121 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 8LOW 112

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 121 distinct pattern matches across 7 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 Identifiers91 hits · 104 pts
SeverityFileLineSnippetContext
LOW⚡main(greasyfork).user.js120 function isReactGlobalNavSearchActive() {CODE
LOW⚡main(greasyfork).user.js126 function isReactGlobalNavSurfaceIdle(surfaceType = 'header') {CODE
LOW⚡main(greasyfork).user.js133 function canTranslateReactGlobalNavHeader() {CODE
LOW⚡main(greasyfork).user.js170 function resolveReactGlobalNavLabel(source) {CODE
LOW⚡main(greasyfork).user.js174 function normalizeReactGlobalNavText(text) {CODE
LOW⚡main(greasyfork).user.js178 function translateReactGlobalNavText(text) {CODE
LOW⚡main(greasyfork).user.js183 function translateReactGlobalNavElement(element, source) {CODE
LOW⚡main(greasyfork).user.js190 function shouldSkipReactGlobalNavNode(node) {CODE
LOW⚡main(greasyfork).user.js200 function translateReactGlobalNavAttributes(element) {CODE
LOW⚡main(greasyfork).user.js210 function translateReactGlobalNavTextNode(node) {CODE
LOW⚡main(greasyfork).user.js217 function translateReactGlobalNavSurface(surface) {CODE
LOW⚡main(greasyfork).user.js294 function scheduleReactGlobalNavTranslation(delay = 800, options = {}) {CODE
LOW⚡main(greasyfork).user.js299 function scheduleReactGlobalNavSeries() {CODE
LOW⚡main(greasyfork).user.js305 function recordReactGlobalNavMutation(surface) {CODE
LOWmain(greasyfork).user.js33 function isReactGlobalNavPortalNode(node) {CODE
LOWmain(greasyfork).user.js84 function setupReactGlobalNavTranslation() {CODE
LOWmain(greasyfork).user.js246 function translateReactGlobalNavHeader() {CODE
LOWmain(greasyfork).user.js261 function isReactGlobalNavSearchPortal(surface) {CODE
LOWmain(greasyfork).user.js266 function translateReactGlobalNavPortals() {CODE
LOWmain(greasyfork).user.js283 function translateReactGlobalNavLabels(options = { requireSettledHeader: true }) {CODE
LOWmain(greasyfork).user.js339 function startReactGlobalNavTranslation() {CODE
LOWmain(greasyfork).user.js364 function getIgnoreMutationSelectors() {CODE
LOW⚡main.user.js612 function resolveReactGlobalNavLabel(source) {CODE
LOW⚡main.user.js617 function normalizeReactGlobalNavText(text) {CODE
LOW⚡main.user.js621 function translateReactGlobalNavText(text) {CODE
LOW⚡main.user.js630 function translateReactGlobalNavElement(element, source) {CODE
LOW⚡main.user.js640 function shouldSkipReactGlobalNavNode(node) {CODE
LOW⚡main.user.js847 function scheduleReactGlobalNavTranslation(delay = 800, options = {}) {CODE
LOW⚡main.user.js855 function scheduleReactGlobalNavSeries() {CODE
LOW⚡main.user.js865 function recordReactGlobalNavMutation(surface) {CODE
LOWmain.user.js436 function isReactGlobalNavPortalNode(node) {CODE
LOWmain.user.js487 function setupReactGlobalNavTranslation() {CODE
LOWmain.user.js542 function isReactGlobalNavSearchActive() {CODE
LOWmain.user.js552 function isReactGlobalNavSurfaceIdle(surfaceType = 'header') {CODE
LOWmain.user.js563 function canTranslateReactGlobalNavHeader() {CODE
LOWmain.user.js652 function translateReactGlobalNavAttributes(element) {CODE
LOWmain.user.js665 function translateReactGlobalNavTextNode(node) {CODE
LOWmain.user.js677 function translateReactGlobalNavSurface(surface) {CODE
LOWmain.user.js711 function translateReactGlobalNavHeader() {CODE
LOWmain.user.js730 function isReactGlobalNavSearchPortal(surface) {CODE
LOWmain.user.js739 function translateReactGlobalNavPortals() {CODE
LOWmain.user.js759 function translateReactGlobalNavSearchButton() {CODE
LOWmain.user.js767 function collectSearchPlaceholderNodes(node) {CODE
LOWmain.user.js808 function translateReactGlobalNavSearchDialog() {CODE
LOWmain.user.js830 function translateReactGlobalNavLabels(options = { requireSettledHeader: true }) {CODE
LOWmain.user.js903 function startReactGlobalNavTranslation() {CODE
LOW⚡main(nju.edu).user.js612 function resolveReactGlobalNavLabel(source) {CODE
LOW⚡main(nju.edu).user.js617 function normalizeReactGlobalNavText(text) {CODE
LOW⚡main(nju.edu).user.js621 function translateReactGlobalNavText(text) {CODE
LOW⚡main(nju.edu).user.js630 function translateReactGlobalNavElement(element, source) {CODE
LOW⚡main(nju.edu).user.js640 function shouldSkipReactGlobalNavNode(node) {CODE
LOW⚡main(nju.edu).user.js847 function scheduleReactGlobalNavTranslation(delay = 800, options = {}) {CODE
LOW⚡main(nju.edu).user.js855 function scheduleReactGlobalNavSeries() {CODE
LOW⚡main(nju.edu).user.js865 function recordReactGlobalNavMutation(surface) {CODE
LOWmain(nju.edu).user.js436 function isReactGlobalNavPortalNode(node) {CODE
LOWmain(nju.edu).user.js487 function setupReactGlobalNavTranslation() {CODE
LOWmain(nju.edu).user.js542 function isReactGlobalNavSearchActive() {CODE
LOWmain(nju.edu).user.js552 function isReactGlobalNavSurfaceIdle(surfaceType = 'header') {CODE
LOWmain(nju.edu).user.js563 function canTranslateReactGlobalNavHeader() {CODE
LOWmain(nju.edu).user.js652 function translateReactGlobalNavAttributes(element) {CODE
31 more matches not shown…
Decorative Section Separators8 hits · 21 pts
SeverityFileLineSnippetContext
MEDIUMREADME_zh-TW.md353<a href="https://github.com/heicks" title="create new ██████╗ ██╔══██╗ ██████╔╝ ██╔══██╗ ██████╔╝ ╚═════╝   ██╗   ██╗CODE
MEDIUMREADME_zh-TW.md354 <img src="https://avatars.githubusercontent.com/u/12287943?v=4" width="42;" alt="create new ██████╗ ██╔══██╗ ██████╔╝CODE
MEDIUMREADME.md369<a href="https://github.com/heicks" title="create new ██████╗ ██╔══██╗ ██████╔╝ ██╔══██╗ ██████╔╝ ╚═════╝   ██╗   ██╗CODE
MEDIUMvscode-extension/src/extension.ts85// ─── browser API 检测 ────────────────────────────────────────COMMENT
MEDIUMvscode-extension/src/extension.ts94// ─── 注入源码构建 ─────────────────────────────────────────────COMMENT
MEDIUMvscode-extension/src/extension.ts161// ─── CDP 注入 ────────────────────────────────────────────────COMMENT
MEDIUMvscode-extension/src/extension.ts257// ─── 状态栏 / 命令 ───────────────────────────────────────────COMMENT
MEDIUMvscode-extension/src/extension.ts267// ─── 激活 ────────────────────────────────────────────────────COMMENT
Fake / Example Data12 hits · 10 pts
SeverityFileLineSnippetContext
LOW⚡main(greasyfork).user.js111 const translatableAttributeNames = ['title', 'aria-label', 'data-visible-text', 'placeholder'];CODE
LOWmain(greasyfork).user.js448 attributeFilter: ['value', 'placeholder', 'aria-label', 'data-confirm'], // 仅观察特定属性变化CODE
LOWmain(greasyfork).user.js487 transElement(node, 'placeholder');CODE
LOWmain.user.js50 attributeFilter: ['value', 'placeholder', 'aria-label', 'data-confirm']CODE
LOWmain.user.js524 const translatableAttributeNames = ['title', 'aria-label', 'data-visible-text', 'placeholder'];CODE
LOWmain.user.js1099 transElementAttrs(node, 'placeholder'); // 占位符CODE
LOWmain(nju.edu).user.js50 attributeFilter: ['value', 'placeholder', 'aria-label', 'data-confirm']CODE
LOWmain(nju.edu).user.js524 const translatableAttributeNames = ['title', 'aria-label', 'data-visible-text', 'placeholder'];CODE
LOWmain(nju.edu).user.js1099 transElementAttrs(node, 'placeholder'); // 占位符CODE
LOW⚡main_zh-TW.user.js505 const translatableAttributeNames = ['title', 'aria-label', 'data-visible-text', 'placeholder'];CODE
LOWmain_zh-TW.user.js50 attributeFilter: ['value', 'placeholder', 'aria-label', 'data-confirm']CODE
LOWmain_zh-TW.user.js927 transElementAttrs(node, 'placeholder'); // 占位符CODE
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHscript/ai_review.py77except Exception:CODE
Excessive Try-Catch Wrapping4 hits · 4 pts
SeverityFileLineSnippetContext
LOWscript/ai_review.py35 except Exception as e: # noqa: BLE001 - 网络层异常统一重试CODE
LOWscript/ai_review.py57 except Exception as e: # noqa: BLE001CODE
LOWscript/ai_review.py65 except Exception as e: # noqa: BLE001CODE
LOWscript/ai_review.py77 except Exception:CODE
Over-Commented Block4 hits · 2 pts
SeverityFileLineSnippetContext
LOWmain(greasyfork).user.js1// ==UserScript==COMMENT
LOWmain.user.js1// ==UserScript==COMMENT
LOWmain(nju.edu).user.js1// ==UserScript==COMMENT
LOWmain_zh-TW.user.js1// ==UserScript==COMMENT
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscript/rd.py3CODE