AI Slop Code Risk Monitor

wanghongenpin/proxypin

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

Open source free capture HTTP(S) traffic software ProxyPin, supporting full platform systems

1.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for wanghongenpin/proxypin, a Dart project with 14,292 GitHub stars. SynthScan examined 116,149 lines of code across 499 source files, recording 198 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 1.3 (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.

1.3
Adjusted Signal
1.3
Raw Pattern Score
100%
Time Factor
2026-10-28
Last Push
14.3K
Stars
Dart
Language
116.1K
Lines of Code
499
Files
198
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 5.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 194 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 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 8.6/100 · LOW

Which changes need focused human review? 198 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 6LOW 192

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 198 distinct pattern matches across 6 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 Block187 hits · 126 pts
SeverityFileLineSnippetContext
LOWanalysis_options.yaml1# The following line activates a set of recommended lints for Flutter apps,COMMENT
LOWtest/cert_test.dart41 // var readAsString2 = File('assets/certs/server.crt').readAsStringSync();COMMENT
LOWtest/x509_test.dart21COMMENT
LOWtest/x509_test.dart41// static Uint8List getBytes(int bitString) {COMMENT
LOWtest/x509_test.dart61//COMMENT
LOWtest/x509_test.dart81//COMMENT
LOWtest/tests.dart1import 'dart:io';COMMENT
LOWios/ProxyPin/ProxyPin-Bridging-Header.h1//COMMENT
LOWios/ProxyPin/vpn/ping/GBPing.m1//COMMENT
LOWios/ProxyPin/vpn/ping/ICMPHeader.h1//COMMENT
LOWios/ProxyPin/vpn/transport/protocol/TCPHeader.swift1//COMMENT
LOWios/Runner/pip/PictureInPictureView.swift61// label.font = UIFont.systemFont(ofSize: 10)COMMENT
LOWios/Runner/pip/PictureInPictureView.swift81//COMMENT
LOWlinux/flutter/generated_plugin_registrant.h1//COMMENT
LOWlib/ui/component/port_edit_dialog.dart21/// MCP 端口编辑对话框。COMMENT
LOWlib/ui/component/context_menu.dart101const double _submenuIconSize = 16.0;COMMENT
LOWlib/ui/component/form_body_editor.dart21import 'package:proxypin/utils/multipart.dart';COMMENT
LOWlib/ui/mobile/setting/video_player.dart1// import 'dart:async';COMMENT
LOWlib/ui/mobile/setting/video_player.dart21// const VideoPlayerScreen({super.key});COMMENT
LOWlib/ui/mobile/setting/video_player.dart41// final MediaQueryData data = MediaQuery.of(context);COMMENT
LOWlib/ui/mobile/setting/video_player.dart61// @overrideCOMMENT
LOWlib/ui/mobile/setting/video_player.dart81// // loading spinner.COMMENT
LOWlib/ui/mobile/setting/video_player.dart101//COMMENT
LOWlib/ui/mobile/setting/video_player.dart121// ),COMMENT
LOWlib/ui/mobile/setting/video_player.dart141// initialValue: controller.value.playbackSpeed,COMMENT
LOWlib/ui/mobile/setting/video_player.dart161// ),COMMENT
LOWlib/l10n/app_localizations.dart21/// `localizationDelegates` list, and the locales they support in the app'sCOMMENT
LOWlib/l10n/app_localizations.dart41/// # Internationalization support.COMMENT
LOWlib/l10n/app_localizations.dart121 /// No description provided for @name.COMMENT
LOWlib/l10n/app_localizations.dart141 /// In en, this message translates to:COMMENT
LOWlib/l10n/app_localizations.dart161 String get preference;COMMENT
LOWlib/l10n/app_localizations.dart181 /// No description provided for @filter.COMMENT
LOWlib/l10n/app_localizations.dart201 /// In en, this message translates to:COMMENT
LOWlib/l10n/app_localizations.dart221 String get username;COMMENT
LOWlib/l10n/app_localizations.dart241 /// No description provided for @enabledHTTP2.COMMENT
LOWlib/l10n/app_localizations.dart261 /// In en, this message translates to:COMMENT
LOWlib/l10n/app_localizations.dart281 String get stop;COMMENT
LOWlib/l10n/app_localizations.dart301 /// No description provided for @mobileConnect.COMMENT
LOWlib/l10n/app_localizations.dart321 /// In en, this message translates to:COMMENT
LOWlib/l10n/app_localizations.dart341 String get followSystem;COMMENT
LOWlib/l10n/app_localizations.dart361 /// No description provided for @language.COMMENT
LOWlib/l10n/app_localizations.dart381 /// In en, this message translates to:COMMENT
LOWlib/l10n/app_localizations.dart401 String get trayCloseExitAnyway;COMMENT
LOWlib/l10n/app_localizations.dart421 /// No description provided for @cancel.COMMENT
LOWlib/l10n/app_localizations.dart441 /// In en, this message translates to:COMMENT
LOWlib/l10n/app_localizations.dart461 String get addSuccess;COMMENT
LOWlib/l10n/app_localizations.dart481 /// No description provided for @importSuccess.COMMENT
LOWlib/l10n/app_localizations.dart501 /// In en, this message translates to:COMMENT
LOWlib/l10n/app_localizations.dart521 String get send;COMMENT
LOWlib/l10n/app_localizations.dart541 /// No description provided for @requestSuccess.COMMENT
LOWlib/l10n/app_localizations.dart561 /// In en, this message translates to:COMMENT
LOWlib/l10n/app_localizations.dart581 String get response;COMMENT
LOWlib/l10n/app_localizations.dart601 /// No description provided for @type.COMMENT
LOWlib/l10n/app_localizations.dart621 /// In en, this message translates to:COMMENT
LOWlib/l10n/app_localizations.dart641 String get requestMethod;COMMENT
LOWlib/l10n/app_localizations.dart661 /// No description provided for @requestTime.COMMENT
LOWlib/l10n/app_localizations.dart681 /// In en, this message translates to:COMMENT
LOWlib/l10n/app_localizations.dart701 String get redirect;COMMENT
LOWlib/l10n/app_localizations.dart721 /// No description provided for @requestRewriteEnable.COMMENT
LOWlib/l10n/app_localizations.dart741 /// In en, this message translates to:COMMENT
127 more matches not shown…
Modern AI Meta-Vocabulary3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMlib/ui/component/split_view.dart12 /// 分隔条拖拽区的背景色;null 时透明显示下层(scaffold)背景COMMENT
MEDIUMlib/ui/desktop/desktop.dart179 // 左右面板都是白底,分隔拖拽区透出的灰色 scaffold 底刷白COMMENT
MEDIUMlib/ui/desktop/left_menus/favorite.dart75 // 与请求列表一致的白底面板(主题 scaffold 底色是灰);强制撑满,避免加载中/空态缩到内容高度漏灰。COMMENT
Excessive Try-Catch Wrapping4 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMtest/websocket.dart14 print('Error: $error');CODE
LOWlib/mcp/transport/setup_script.dart118 except Exception:CODE
LOWtool/mqtt_proxy_smoke.py73 except Exception as error:CODE
MEDIUMtool/mqtt_proxy_smoke.py55def run_server(listener, server_context, kind, errors):CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMpubspec.yaml58# The following section is specific to Flutter packages.COMMENT
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOWlib/network/components/js/file.dart27 function getApplicationSupportDirectory() {CODE
LOWlib/network/http/http_client.dart268class HttpResponseHandler extends ChannelHandler<HttpResponse> {CODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtool/mqtt_proxy_smoke.py79CODE