AI Slop Code Risk Monitor

toly1994328/FlutterUnit

SlopCodeMonitor badge for toly1994328/FlutterUnit Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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3.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for toly1994328/FlutterUnit, a Dart project with 8,852 GitHub stars. SynthScan examined 92,907 lines of code across 1041 source files, recording 323 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 3.5 (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.

3.5
Adjusted Signal
3.5
Raw Pattern Score
100%
Time Factor
2026-10-26
Last Push
8.9K
Stars
Dart
Language
92.9K
Lines of Code
1.0K
Files
323
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 16.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 322 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 17.8/100 · LOW

Which changes need focused human review? 323 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 21LOW 302

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 323 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.

Over-Commented Block298 hits · 259 pts
SeverityFileLineSnippetContext
LOWtest/widget_test.dart1//// This is a basic Flutter widget test.COMMENT
LOWtest/widget_test.dart21//COMMENT
LOWlinux/flutter/generated_plugin_registrant.h1//COMMENT
LOWlib/src/l10n/gen/app_l10n.dart21/// import 'gen/app_l10n.dart';COMMENT
LOWlib/src/l10n/gen/app_l10n.dart41///COMMENT
LOWlib/src/l10n/gen/app_l10n.dart101 ///COMMENT
LOWlib/src/l10n/gen/app_l10n.dart121 /// **'工具宝箱'**COMMENT
LOWlib/src/l10n/gen/app_l10n.dart141COMMENT
LOWlib/src/l10n/gen/app_l10n.dart161 ///COMMENT
LOWwindows/runner/utils.h1#ifndef RUNNER_UTILS_H_COMMENT
LOWwindows/runner/resource.h1//{{NO_DEPENDENCIES}}COMMENT
LOWwindows/flutter/generated_plugin_registrant.h1//COMMENT
LOWmodules/painting_system/draw_system/pubspec.yaml21flutter:COMMENT
LOWmodules/painting_system/draw_system/pubspec.yaml41 # fonts:COMMENT
LOW…_system/lib/src/anim/rotate_by_point/angle_panter.dart61 ),COMMENT
LOW…ystem/draw_system/lib/src/fun/bufeng/bufeng_panel.dart41 IconButton(onPressed: addNeedle, icon: const Icon(Icons.add)),COMMENT
LOWmodules/tools_system/treasure_tools/pubspec.yaml21COMMENT
LOWmodules/tools_system/treasure_tools/pubspec.yaml41# "family" key with the font family name, and a "fonts" key with aCOMMENT
LOW…ls_system/treasure_tools/test/treasure_tools_test.dart1// import 'package:flutter_test/flutter_test.dart';COMMENT
LOW…tools_system/treasure_tools/test/yaml_parser_test.dart1//COMMENT
LOW…tools_system/treasure_tools/test/yaml_parser_test.dart21// final modifiableDoc = getModifiableNode(doc);COMMENT
LOW…tools_system/treasure_tools/test/yaml_parser_test.dart41// // 'fonts':YamlList.wrap([YamlMap.wrap({'asset':'assets/iconfont/iconfont.ttf'})])COMMENT
LOW…ools_system/treasure_tools/test/yaml_parser_test2.dart1//COMMENT
LOW…ools_system/treasure_tools/test/yaml_parser_test2.dart21// if(!hasFonts){COMMENT
LOW…ools_system/treasure_tools/test/yaml_parser_test2.dart41// for(int i=0;i<lines.length;i++){COMMENT
LOW…ools_system/treasure_tools/test/yaml_parser_test2.dart61// return;COMMENT
LOW…dules/tools_system/treasure_tools/lib/src/wrapper.dart1import 'dart:math';COMMENT
LOW…ols_system/treasure_tools/lib/src/class_generator.dart1import 'dart:io';COMMENT
LOW…ols_system/treasure_tools/lib/src/class_generator.dart21 // name: 'User',COMMENT
LOWmodules/tools_system/pkg_player/pubspec.yaml41 assets:COMMENT
LOWmodules/tools_system/pkg_player/pubspec.yaml61 # fonts:COMMENT
LOWmodules/tools_system/pkg_player/example/pubspec.yaml1name: exampleCOMMENT
LOWmodules/tools_system/pkg_player/example/pubspec.yaml41 flutter_test:COMMENT
LOWmodules/tools_system/pkg_player/example/pubspec.yaml61 uses-material-design: trueCOMMENT
LOWmodules/tools_system/pkg_player/example/pubspec.yaml81 # fonts:COMMENT
LOW…/tools_system/pkg_player/example/analysis_options.yaml1# This file configures the analyzer, which statically analyzes Dart code toCOMMENT
LOW…/tools_system/pkg_player/example/analysis_options.yaml21 # `// ignore_for_file: name_of_lint` syntax on the line or in the fileCOMMENT
LOW…/tools_system/pkg_player/example/test/widget_test.dart1// // This is a basic Flutter widget test.COMMENT
LOW…/tools_system/pkg_player/example/test/widget_test.dart21//COMMENT
LOW…er/example/linux/flutter/generated_plugin_registrant.h1//COMMENT
LOWmodules/tools_system/pkg_player/example/lib/main.dart81 // than having to individually change instances of widgets.COMMENT
LOW…tools_system/pkg_player/example/windows/runner/utils.h1#ifndef RUNNER_UTILS_H_COMMENT
LOW…tem/pkg_player/example/windows/runner/win32_window.cpp1#include "win32_window.h"COMMENT
LOW…ls_system/pkg_player/example/windows/runner/resource.h1//{{NO_DEPENDENCIES}}COMMENT
LOW…/example/windows/flutter/generated_plugin_registrant.h1//COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart21/// import 'gen/l10n.dart';COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart41///COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart101 /// **'{diff}个月前'**COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart121COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart141 ///COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart161 /// **'主页'**COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart181COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart201 ///COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart221 /// **'写下你的评论...'**COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart241COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart261 ///COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart281 /// **'加载评论中...'**COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart301COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart321 ///COMMENT
LOW…les/tools_system/pkg_player/lib/src/l10n/gen/l10n.dart341 /// **'回复'**COMMENT
238 more matches not shown…
Self-Referential Comments20 hits · 60 pts
SeverityFileLineSnippetContext
MEDIUMmodules/painting_system/draw_system/pubspec.yaml20# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/tools_system/treasure_tools/pubspec.yaml25# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/tools_system/pkg_player/pubspec.yaml39# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/tools_system/pkg_player/example/pubspec.yaml55# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/knowledge_system/note/pubspec.yaml31# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/knowledge_system/layout/pubspec.yaml24# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/knowledge_system/algorithm/pubspec.yaml22# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/knowledge_system/artifact/pubspec.yaml52# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/knowledge_system/awesome/pubspec.yaml18# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/basic_system/l10n/pubspec.yaml19# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/basic_system/utils/pubspec.yaml20# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/basic_system/fx_updater/pubspec.yaml34# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/basic_system/unit_env/pubspec.yaml24# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/basic_system/storage/pubspec.yaml19# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/basic_system/components/pubspec.yaml20# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/basic_system/authentication/pubspec.yaml55# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/basic_system/toly_ui/pubspec.yaml23# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/widget_system/widget_module/pubspec.yaml31# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/widget_system/widget_ui/pubspec.yaml33# The following section is specific to Flutter packages.COMMENT
MEDIUMmodules/widget_system/widget_repository/pubspec.yaml28# The following section is specific to Flutter packages.COMMENT
TODO Padding3 hits · 4 pts
SeverityFileLineSnippetContext
LOW…m/algorithm/lib/src/finding/view/finding_tool_bar.dart93 // TODO: implement preferredSizeCOMMENT
LOW…nts/lib/project_ui/refresh/toly_refresh_indicator.dart46 // TODO: implement readyToRefreshCOMMENT
LOW…epository/lib/src/memory/memory_widget_repository.dart88 // TODO: implement loadWidgetFieldsCOMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMmodules/tools_system/pkg_player/example/pubspec.yaml59 # included with your application, so that you can use the icons inCOMMENT
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…flutterunit-widget-logos/scripts/audit_widget_logos.py1CODE