Repository Analysis

CarGuo/gsy_github_app_flutter

Flutter 超完整的开源项目,功能丰富,适合学习和日常使用。GSYGithubApp 系列的优势:我们目前已经拥有 Flutter、Weex、ReactNative、Kotlin View、Kotlin Jetpack Compose ,Compose MultiPlatform,Harmony ArkUI 七个版本,功能齐全,项目框架内技术涉及面广,完成度高,持续维护,配套文章,适合全面学习,对比参考。

4.6 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of CarGuo/gsy_github_app_flutter, a Dart project with 15,462 GitHub stars. SynthScan v2.0 examined 54,854 lines of code across 373 source files, recording 233 pattern matches distributed across 4 syntactic categories. The overall adjusted score of 4.6 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

4.6
Adjusted Score
4.6
Raw Score
100%
Time Factor
2026-07-14
Last Push
15.5K
Stars
Dart
Language
54.9K
Lines of Code
373
Files
233
Pattern Hits
2026-07-14
Scan Date
0.04
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 16MEDIUM 2LOW 215

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 233 distinct pattern matches across 4 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block215 hits · 168 pts
SeverityFileLineSnippetContext
LOWpubspec.yaml21#crypto: 3.0.0COMMENT
LOWpubspec.yaml141 uses-material-design: trueCOMMENT
LOWpubspec.yaml161 # fonts:COMMENT
LOWtest/page/dynamic/dynamic_bloc_test.dart1import 'package:flutter_test/flutter_test.dart';COMMENT
LOWtest/page/issue/issue_timeline_merge_test.dart1import 'package:flutter_test/flutter_test.dart';COMMENT
LOWlib/page/user/user_status_provider.g.dart1// GENERATED CODE - DO NOT MODIFY BY HANDCOMMENT
LOWlib/page/user/base_person_state.dart201 ),COMMENT
LOWlib/page/user/base_person_state.dart241 @overrideCOMMENT
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 final SearchBLoC searchBLoC = SearchBLoC();COMMENT
LOWlib/page/search/search_page.dart281 },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 /// - `isAdd=false`(点已存在 chip)→ GET 反查当前用户的 reactionId,三态处理: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/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_detail_page.dart1import 'package:flutter/material.dart';COMMENT
LOWlib/widget/gsy_tabs.dart21 /// in the tab bar: from the right edge of the previous tab to the left edgeCOMMENT
LOWlib/widget/gsy_tabs.dart521///COMMENT
LOWlib/widget/gsy_tabs.dart541 ///COMMENT
LOWlib/widget/gsy_tabs.dart581 ///COMMENT
LOWlib/widget/gsy_tabs.dart601 /// The thickness of the line that appears below the selected tab.COMMENT
LOWlib/widget/gsy_tabs.dart621 final EdgeInsetsGeometry indicatorPadding;COMMENT
LOWlib/widget/gsy_tabs.dart641 /// tab's overall bounds if [indicatorSize] is [TabBarIndicatorSize.tab]COMMENT
LOWlib/widget/gsy_tabs.dart661 /// If this property is null, unselected tab labels are rendered with theCOMMENT
LOWlib/widget/gsy_tabs.dart681 /// If this property is null, then the [labelStyle] value is used. If [labelStyle]COMMENT
LOWlib/widget/gsy_tabs.dart1101/// A page view that displays the widget which corresponds to the currentlyCOMMENT
LOWlib/widget/gsy_tabs.dart1121 this.physics,COMMENT
LOWlib/widget/gsy_tabs.dart1381 /// If [TabController] is not provided, then the value ofCOMMENT
LOWlib/widget/markdown/markdown_html_transformer.dart1// ignore_for_file: prefer_interpolation_to_compose_stringsCOMMENT
LOWlib/widget/pull/gsy_refresh_sliver.dart201/// refresh indicator space depending on the current state of the refreshCOMMENT
LOWlib/widget/pull/gsy_refresh_sliver.dart221/// [RefreshIndicatorMode.done] state and will start to go away.COMMENT
LOWlib/widget/pull/gsy_refresh_sliver.dart241/// changes from overscroll, as the sliver scrolls away after the [onRefresh]COMMENT
LOWlib/widget/pull/gsy_refresh_sliver.dart261/// sliver such as [CupertinoSliverNavigationBar] and your main scrollableCOMMENT
LOWlib/widget/pull/gsy_refresh_sliver.dart301 ///COMMENT
LOWlib/widget/pull/gsy_refresh_sliver.dart321 /// changes.COMMENT
LOWlib/widget/pull/nested/nested_refresh.dart21COMMENT
LOWlib/widget/pull/nested/nested_refresh.dart41 canceled, // Animating the indicator's fade-out after not arming.COMMENT
LOWlib/widget/pull/nested/nested_refresh.dart61/// scrollable's contents and then complete the [Future] it returns. The refreshCOMMENT
LOWlib/widget/pull/nested/nested_refresh.dart81/// ```COMMENT
LOWlib/widget/pull/nested/nested_refresh.dart121 /// The widget below this widget in the tree.COMMENT
LOWlib/widget/pull/nested/nested_refresh.dart141 /// of this variable controls how far from the parent's edge the progressCOMMENT
LOWlib/widget/pull/nested/nested_refresh.dart161 final Color? color;COMMENT
LOWlib/widget/pull/nested/nested_refresh.dart181 final String? semanticsValue;COMMENT
LOWlib/widget/pull/nested/nested_refresh.dart461 });COMMENT
LOWlib/widget/menu/src/radial_menu.dart21///COMMENT
LOWlib/widget/menu/src/radial_menu_center_button.dart21 /// background color of the button.COMMENT
LOWlib/widget/menu/src/radial_menu_item.dart21 // this.iconSize: 24.0,COMMENT
LOWlib/test/demo_mixins.dart81///I/flutter (13627): A.a()COMMENT
155 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.yaml133# The following section is specific to Flutter.COMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMpubspec.yaml139 # included with your application, so that you can use the icons inCOMMENT