AI Slop Code Risk Monitor

wechat-article/wechat-article-exporter

SlopCodeMonitor badge for wechat-article/wechat-article-exporter Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

一款在线的 微信公众号文章批量下载 工具,支持导出阅读量与评论数据,无需搭建任何环境,可通过 在线网站 使用,支持 docker 私有化部署和 Cloudflare 部署。 支持下载各种文件格式,其中 HTML 格式可100%还原文章排版与样式。

0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for wechat-article/wechat-article-exporter, a TypeScript project with 13,119 GitHub stars. SynthScan examined 42,954 lines of code across 200 source files, recording 19 pattern matches distributed across 4 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
13.1K
Stars
TypeScript
Language
43.0K
Lines of Code
200
Files
19
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 2.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 19 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 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 2.2/100 · LOW

Which changes need focused human review? 19 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 19

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 19 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.

Over-Commented Block10 hits · 10 pts
SeverityFileLineSnippetContext
LOWutils/album.ts61 return result;COMMENT
LOWshared/utils/cgi-sandbox.ts1// QuickJS-WASM 沙箱:在一个不联网、无宿主能力的 QuickJS isolate 里执行微信文章的 cgi 脚本,COMMENT
LOWpublic/vendors/html-docx-js@0.3.1/html-docx.js2461 dosDate = dosDate << 4;COMMENT
LOWpublic/vendors/html-docx-js@0.3.1/html-docx.js5781COMMENT
LOWpublic/vendors/html-docx-js@0.3.1/html-docx.js5881COMMENT
LOWpublic/vendors/html-docx-js@0.3.1/html-docx.js5901// s->high_water = curr + init;COMMENT
LOWpublic/vendors/html-docx-js@0.3.1/html-docx.js7521 state.mode = BAD;COMMENT
LOWpublic/vendors/html-docx-js@0.3.1/html-docx.js8961 }COMMENT
LOWpublic/vendors/html-docx-js@0.3.1/html-docx.js10721// don't enable it for binary compatibilityCOMMENT
LOW.github/workflows/deploy.yml1# 部署 wechat-article-exporter 到 Cloudflare Workers(只能手动触发:在线网站已下线,这里只用于恢复旧站)COMMENT
Hyper-Verbose Identifiers7 hits · 7 pts
SeverityFileLineSnippetContext
LOWapis/index.ts137export async function getArticleListWithCredential(fakeid: string, begin = 0) {CODE
LOWutils/grid.ts11export function createBooleanColumnFilterParams(trueLabel: string, falseLabel: string): ISetFilterParams<any, boolean> {CODE
LOWutils/grid.ts24export function createDateColumnFilterParams(): IDateFilterParams {CODE
LOWutils/grid.ts41export function createTextColumnFilterParams(): ITextFilterParams {CODE
LOWshared/utils/helpers.ts26export function filterInvalidFilenameChars(input: string): string {CODE
LOWcomponents/global/CredentialsDialog.vue221async function refreshCredentialAddedState() {CODE
LOWpages/dashboard/account.vue172async function loadSelectedAccountArticle() {CODE
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOWpublic/vendors/html-docx-js@0.3.1/html-docx.js2573 * The implementation is in jszip-load.js, don't forget to include it.COMMENT
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpublic/plugins/credential.py15CODE