AI Slop Code Risk Monitor

jiangtian616/JHenTai

Name: jiangtian616/JHenTai — Dart Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

A cross-platform manga app made for e-hentai & exhentai by Flutter

0.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for jiangtian616/JHenTai, a Dart project with 5,756 GitHub stars. SynthScan examined 82,780 lines of code across 660 source files, recording 23 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 0.4 (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.

0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.8K

Stars

Dart

Language

82.8K

Lines of Code

660

Files

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 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 20 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 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 2.3/100 · LOW

Which changes need focused human review? 23 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 3MEDIUM 0LOW 20

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 23 distinct pattern matches across 2 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 Block20 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	analysis_options.yaml	1	# This file configures the analyzer, which statically analyzes Dart code to	COMMENT
LOW	analysis_options.yaml	21	# or a specific dart file by using the `// ignore: name_of_lint` and	COMMENT
LOW	linux/flutter/generated_plugin_registrant.h	1	//	COMMENT
LOW	lib/src/utils/eh_executor.dart	41		COMMENT
LOW	…service/gallery_download/gallery_download_service.dart	301	update(['$galleryDownloadProgressId::${gallery.gid}']);	COMMENT
LOW	…service/gallery_download/gallery_download_service.dart	581	/// Snapshot the per-image downloaded flag and materialize the list BEFORE	COMMENT
LOW	…service/gallery_download/gallery_download_service.dart	761		COMMENT
LOW	…service/gallery_download/gallery_download_service.dart	1101	gid: gallery.gid,	COMMENT
LOW	…service/gallery_download/gallery_download_service.dart	1761	}	COMMENT
LOW	…service/gallery_download/gallery_download_service.dart	1781	/// [images] list to stay resident. Pairs with [releaseImages]. Safe to	COMMENT
LOW	…c/service/gallery_download/gallery_metadata_store.dart	1	part of 'gallery_download_service.dart';	COMMENT
LOW	…c/service/gallery_download/gallery_metadata_store.dart	21	/// Per-gallery periodic timers. Set on first dirty mark; cancelled once the	COMMENT
LOW	…/service/gallery_download/gallery_images_retainer.dart	1	import 'package:get/get_state_manager/src/simple/get_controllers.dart';	COMMENT
LOW	…/service/gallery_download/gallery_images_retainer.dart	21	/// // onClose is handled by the mixin — releases automatically.	COMMENT
LOW	…/service/gallery_download/gallery_images_retainer.dart	41	/// without leaking or under-releasing.	COMMENT
LOW	…service/gallery_download/gallery_upgrade_migrator.dart	1	part of 'gallery_download_service.dart';	COMMENT
LOW	lib/src/pages/read/read_page_state.dart	21	late List<GalleryThumbnail?> thumbnails;	COMMENT
LOW	windows/runner/utils.h	1	#ifndef RUNNER_UTILS_H_	COMMENT
LOW	windows/runner/resource.h	1	//{{NO_DEPENDENCIES}}	COMMENT
LOW	windows/flutter/generated_plugin_registrant.h	1	//	COMMENT

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	lib/src/l18n/pt_BR.dart	blocking target: filter galleries on the list page or filter comments on the details page. all sub-rules under the same	STRING
HIGH	lib/src/l18n/en_US.dart	blocking target: filter galleries on the list page or filter comments on the details page. all sub-rules under the same	STRING
HIGH	lib/src/l18n/ko_KR.dart	blocking target: filter galleries on the list page or filter comments on the details page. all sub-rules under the same	STRING