AI Slop Code RIsk Monitor

CarGuo/gsy_github_app_flutter

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4.7 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for CarGuo/gsy_github_app_flutter, a Dart project with 15,498 GitHub stars. SynthScan examined 70,244 lines of code across 418 source files, recording 318 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 4.7 (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.

4.7
Adjusted Signal
4.7
Raw Pattern Score
100%
Time Factor
2026-10-02
Last Push
15.5K
Stars
Dart
Language
70.2K
Lines of Code
418
Files
318
Pattern Hits
2026-10-12
Scan Date
0.04
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 16.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 302 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 5.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 16 finding(s).

PR Review Velocity Impact 24.9/100 · LOW

Which changes need focused human review? 318 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 16MEDIUM 2LOW 300

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 318 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 Block300 hits · 246 pts
SeverityFileLineSnippetContext
LOW.deslop.toml1# Deslop 配置:只对手写 Dart 代码做重复度体检,屏蔽 GSY 已知的 3 类噪声:COMMENT
LOWpubspec.yaml21#analyzer: 1.1.0COMMENT
LOWpubspec.yaml141COMMENT
LOWpubspec.yaml161 # - images/a_dot_burr.jpegCOMMENT
LOWtest/page/repos/repos_item_test.dart1import 'dart:async';COMMENT
LOW…/page/repos/repos_detail_tab_wrap_list_child_test.dart1import 'dart:io';COMMENT
LOWtest/page/dynamic/dynamic_bloc_test.dart1import 'package:flutter_test/flutter_test.dart';COMMENT
LOWtest/page/search/search_page_appbar_overflow_test.dart1import 'package:flutter/material.dart';COMMENT
LOWtest/page/search/search_page_appbar_overflow_test.dart21/// **2026-09-04 实测结论(本 case suite 首次跑出的真实观察)**:COMMENT
LOWtest/page/issue/issue_timeline_merge_test.dart1import 'package:flutter_test/flutter_test.dart';COMMENT
LOW…t/page/discussion/discussion_comments_paging_test.dart1import 'package:flutter_test/flutter_test.dart';COMMENT
LOW…t/page/discussion/discussion_list_view_model_test.dart1import 'package:flutter_test/flutter_test.dart';COMMENT
LOWtest/app/smoke_post_frame_test.dart1import 'package:flutter/foundation.dart';COMMENT
LOWtest/app/smoke_post_frame_test.dart21/// + Future.error 上抛(同步 throw 走 try/catch 分支)COMMENT
LOWtest/widget/gsy_user_icon_widget_test.dart1import 'dart:async';COMMENT
LOWtest/widget/gsy_user_icon_widget_test.dart21///COMMENT
LOWtest/widget/pull/gsy_pull_load_widget_test.dart1import 'package:flutter/material.dart';COMMENT
LOWtest/common/utils/navigator_utils_search_test.dart101 reason: '前置:master 栈只有入口页面');COMMENT
LOWtest/common/style/gsy_adaptive_shell_test.dart861COMMENT
LOWtest/common/style/gsy_adaptive_shell_test.dart1221 // 起头,验证"卡片 tap 命中 → 回调触发 → openDetail 分派"这整条链路COMMENT
LOWlib/app.dart21import 'package:gsy_github_app_flutter/provider/app_state_provider.dart';COMMENT
LOWlib/app.dart141 // 记账栈;断点跨越时用 stack 里的 builder 迁到目标 Navigator。COMMENT
LOWlib/app.dart261///COMMENT
LOWlib/app.dart281/// `mcp_dart vm_service evaluate` 官方语义(见 Dart VM Service ProtocolCOMMENT
LOWlib/app.dart301/// 不会 flush,得等下一次 `scheduleFrame` 触发的帧末才跑。好在COMMENT
LOWlib/page/repos/repository_detail_page.dart301COMMENT
LOWlib/page/repos/repository_detail_page.dart341 widget.reposName,COMMENT
LOWlib/page/trend/trend_page.dart341 trendUserButton() {COMMENT
LOWlib/page/user/user_status_provider.g.dart1// GENERATED CODE - DO NOT MODIFY BY HANDCOMMENT
LOWlib/page/user/base_person_state.dart261 /// provider 实例,与 [PersonState._refreshPinned] / [_refreshStatus] /COMMENT
LOWlib/page/user/user_contribution_provider.g.dart1// GENERATED CODE - DO NOT MODIFY BY HANDCOMMENT
LOWlib/page/user/user_pinned_provider.g.dart1// GENERATED CODE - DO NOT MODIFY BY HANDCOMMENT
LOWlib/page/user/user_pinned_provider.dart1import 'package:gsy_github_app_flutter/common/repositories/user_repository.dart';COMMENT
LOWlib/page/user/user_sponsors_provider.g.dart1// GENERATED CODE - DO NOT MODIFY BY HANDCOMMENT
LOWlib/page/user/widget/user_pinned.dart1import 'package:flutter/material.dart';COMMENT
LOWlib/page/user/widget/user_contribution_calendar.dart1import 'package:flutter/material.dart';COMMENT
LOWlib/page/user/widget/user_status.dart1import 'package:flutter/material.dart';COMMENT
LOWlib/page/user/widget/user_sponsors.dart1import 'package:flutter/material.dart';COMMENT
LOWlib/page/search/search_page.dart41 SingleTickerProviderStateMixin {COMMENT
LOWlib/page/search/widget/gsy_search_drawer.dart161///COMMENT
LOWlib/page/search/widget/code_search_item_widget.dart1import 'package:flutter/material.dart';COMMENT
LOWlib/page/issue/issue_detail_page.dart21import 'package:gsy_github_app_flutter/page/issue/widget/issue_header_item.dart';COMMENT
LOWlib/page/issue/issue_detail_page.dart301 if (!mounted) return;COMMENT
LOWlib/page/issue/pull_request_files_page.dart21///COMMENT
LOWlib/page/issue/pull_request_files_page.dart61 Map<String, List<PullReviewComment>> _commentsByPath = const {};COMMENT
LOWlib/page/issue/pull_request_files_page.dart181 /// A/3 + A/4:把当前文件的 review comment 折叠成 {addLine: html片段}。COMMENT
LOWlib/page/issue/issue_edit_dIalog.dart101 // 撑爆 —— 真机截图 dialog_step3_edit_dialog.png 直接命中COMMENT
LOWlib/page/issue/widget/reactions_bar.dart1import 'package:flutter/material.dart';COMMENT
LOWlib/page/issue/widget/issue_timeline_item.dart21class IssueTimelineItem extends StatelessWidget {COMMENT
LOWlib/page/discussion/discussion_comments_paging.dart1/// GitHub Discussion 详情页 comments 分页数据处理(纯 Dart 逻辑,无 Flutter 依赖)。COMMENT
LOWlib/page/discussion/reaction_groups.dart1// Reactions 数据规范化 & 本地状态推进(纯 Dart,无 flutter 依赖)。COMMENT
LOWlib/page/discussion/reaction_groups.dart141/// - `add=true` 且未 react:count+1,viewerHasReacted=trueCOMMENT
LOWlib/page/discussion/discussion_detail_page.dart21///COMMENT
LOWlib/page/discussion/discussion_detail_page.dart61COMMENT
LOWlib/page/discussion/discussion_list_page.dart241 Future<void> startCreateDiscussion() => _startCreateDiscussion(context);COMMENT
LOWlib/page/discussion/release_footer.dart1/// Discussion "linked to a release" footer 识别与抽离。COMMENT
LOWlib/widget/gsy_tabbar_widget.dart41 /// 长度必须与 [tabItems] 一致;索引与 tab / PageView 一一对应。COMMENT
LOWlib/widget/gsy_tabbar_widget.dart61 /// 如果 dispose 里无条件 popDetailToRoot,就会把宿主 detail 页自己从右列栈COMMENT
LOWlib/widget/gsy_tabbar_widget.dart101 with SingleTickerProviderStateMixin, WidgetsBindingObserver {COMMENT
LOWlib/widget/gsy_tabbar_widget.dart141 WidgetsBinding.instance.removeObserver(this);COMMENT
240 more matches not shown…
Cross-File Repetition16 hits · 80 pts
SeverityFileLineSnippetContext
HIGHlib/test/demo_db.dart0$columnusername text not null, $columndata text not null)STRING
HIGHlib/db/provider/user/user_followed_db_provider.dart0$columnusername text not null, $columndata text not null)STRING
HIGHlib/db/provider/user/user_stared_db_provider.dart0$columnusername text not null, $columndata text not null)STRING
HIGHlib/db/provider/user/user_orgs_db_provider.dart0$columnusername text not null, $columndata text not null)STRING
HIGHlib/db/provider/user/userinfo_db_provider.dart0$columnusername text not null, $columndata text not null)STRING
HIGHlib/db/provider/user/user_follower_db_provider.dart0$columnusername text not null, $columndata text not null)STRING
HIGHlib/db/provider/user/user_repos_db_provider.dart0$columnusername text not null, $columndata text not null)STRING
HIGHlib/db/provider/event/user_event_db_provider.dart0$columnusername text not null, $columndata text not null)STRING
HIGHlib/db/provider/repos/repository_event_db_provider.dart0$columnfullname text not null, $columnnumber text not null, $columndata text not null)STRING
HIGH…b/db/provider/repos/repository_detail_db_provider.dart0$columnfullname text not null, $columnnumber text not null, $columndata text not null)STRING
HIGHlib/db/provider/repos/repository_star_db_provider.dart0$columnfullname text not null, $columnnumber text not null, $columndata text not null)STRING
HIGH…/db/provider/repos/repository_watcher_db_provider.dart0$columnfullname text not null, $columnnumber text not null, $columndata text not null)STRING
HIGHlib/db/provider/repos/repository_fork_db_provider.dart0$columnfullname text not null, $columnnumber text not null, $columndata text not null)STRING
HIGH…/db/provider/repos/repository_commits_db_provider.dart0$columnfullname text not null, $columnnumber text not null, $columndata text not null)STRING
HIGH…ovider/repos/repository_detail_readme_db_provider.dart0$columnfullname text not null, $columnnumber text not null, $columndata text not null)STRING
HIGHlib/db/provider/issue/issue_detail_db_provider.dart0$columnfullname text not null, $columnnumber text not null, $columndata text not null)STRING
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMpubspec.yaml142# The following section is specific to Flutter.COMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMpubspec.yaml155 # included with your application, so that you can use the icons inCOMMENT