AI Slop Code Risk Monitor

bggRGjQaUbCoE/PiliPlus

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

PiliPlus

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for bggRGjQaUbCoE/PiliPlus, a Dart project with 20,051 GitHub stars. SynthScan examined 409,329 lines of code across 1439 source files, recording 387 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.9 (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.

0.9
Adjusted Signal
0.9
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
20.1K
Stars
Dart
Language
409.3K
Lines of Code
1.4K
Files
387
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 4.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 381 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 4.9/100 · LOW

Which changes need focused human review? 387 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 2HIGH 0MEDIUM 3LOW 382

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 387 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 Block378 hits · 333 pts
SeverityFileLineSnippetContext
LOWpubspec.yaml1name: PiliPlusCOMMENT
LOWanalysis_options.yaml21 - web/**COMMENT
LOWlib/grpc/grpc_req.dart121 // }COMMENT
LOWlib/grpc/dyn.dart21 // required int page,COMMENT
LOWlib/grpc/bilibili/pagination.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/grpc/bilibili/rpc.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/grpc/bilibili/metadata.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/grpc/bilibili/app/card/v1.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/grpc/bilibili/app/archive/v1.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/grpc/bilibili/app/viewunite/pgcanymodel.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/grpc/bilibili/vas/garb/model.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/grpc/bilibili/vas/garb/service.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOW…c/bilibili/dagw/component/avatar/v1/plugin.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/grpc/bilibili/metadata/parabox.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/grpc/bilibili/metadata/device.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/grpc/bilibili/metadata/locale.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/grpc/bilibili/metadata/fawkes.pbenum.dart1// This is a generated file - do not edit.COMMENT
LOWlib/plugin/pl_player/controller.dart1701 _timer?.cancel();COMMENT
LOWlib/utils/grid.dart161 ///COMMENT
LOWlib/utils/waterfall.dart61 /// The [maxCrossAxisExtent] argument must be greater than zero.COMMENT
LOWlib/utils/permission_handler.dart121 /// If the user granted this permission.COMMENT
LOWlib/utils/permission_handler.dart141 /// App settings to change permissions.COMMENT
LOWlib/utils/permission_handler.dart161 /// - The method will return [ServiceStatus.disabled] when:COMMENT
LOWlib/utils/request_utils.dart61 // 3:纯文字COMMENT
LOWlib/utils/request_utils.dart281 // '${HttpString.spaceBaseUrl}/$mid/dynamic',COMMENT
LOWlib/utils/accounts/api_type.dart41 // Api.memberInfo,COMMENT
LOWlib/utils/android/bindings.g.dart1// AUTO GENERATED BY JNIGEN 1.0.1. DO NOT EDIT!COMMENT
LOWlib/utils/android/bindings.g.dart21// ignore_for_file: prefer_double_quotesCOMMENT
LOWlib/models/model_hot_video_item.dart81COMMENT
LOWlib/models/model_rec_video_item.dart41// this.reasonType,COMMENT
LOWlib/models/video/play/url.dart101 : null;COMMENT
LOWlib/models/common/video/cdn_type.dart41// 'cn-gdfs-ct-': {'01': 28},COMMENT
LOWlib/models/common/video/cdn_type.dart61// 'cn-sdqd-cu-': {'01': 25},COMMENT
LOWlib/models/common/video/cdn_type.dart81// 'cn-xj-cm-': {'02': 6},COMMENT
LOWlib/models/common/video/cdn_type.dart101// 'cn-sdjn-fx-': {'01': 6},COMMENT
LOWlib/models/common/msg/msg_type.dart1// enum MsgType {COMMENT
LOWlib/models/common/msg/msg_type.dart21// final String label;COMMENT
LOWlib/models/common/search/search_type.dart1// ignore_for_file: constant_identifier_namesCOMMENT
LOWlib/models/common/reply/reply_type.dart1// enum ReplyType {COMMENT
LOWlib/models/common/reply/reply_type.dart21// // 直播公告COMMENT
LOWlib/models/common/reply/reply_type.dart41// // 漫画COMMENT
LOWlib/models/common/sponsor_block/segment_type.dart141// SegmentType.preview,COMMENT
LOWlib/models/common/sponsor_block/segment_type.dart161// ],COMMENT
LOW…mon/widgets/progress_bar/audio_video_progress_bar.dart61 /// then you can leave this out.COMMENT
LOW…mon/widgets/progress_bar/audio_video_progress_bar.dart81 /// with the [ThumbDragDetails].COMMENT
LOW…mon/widgets/progress_bar/audio_video_progress_bar.dart101 /// label and/or video preview over the thumb and need to update the positionCOMMENT
LOW…mon/widgets/progress_bar/audio_video_progress_bar.dart121COMMENT
LOW…mon/widgets/progress_bar/audio_video_progress_bar.dart141 final double thumbRadius;COMMENT
LOW…mon/widgets/progress_bar/audio_video_progress_bar.dart161 ///COMMENT
LOWlib/common/widgets/loading_widget/morphs.dart21 MaterialShapes.sunny,COMMENT
LOWlib/common/widgets/flutter/refresh_indicator.dart61 /// Animating to the indicator's final "displacement".COMMENT
LOWlib/common/widgets/flutter/refresh_indicator.dart81/// the [onRefresh] callback is called. The callback is expected to update theCOMMENT
LOWlib/common/widgets/flutter/refresh_indicator.dart101/// This example shows how to use [RefreshIndicator] without the spinner.COMMENT
LOWlib/common/widgets/flutter/refresh_indicator.dart121/// ```COMMENT
LOWlib/common/widgets/flutter/refresh_indicator.dart161 /// will appear when child's Scrollable descendant is over-scrolled.COMMENT
LOWlib/common/widgets/flutter/refresh_indicator.dart181COMMENT
LOWlib/common/widgets/flutter/refresh_indicator.dart461 _dismiss(RefreshIndicatorStatus.done);COMMENT
LOWlib/common/widgets/flutter/refresh_indicator.dart581 // width: indicatorSize,COMMENT
LOWlib/common/widgets/flutter/vertical_slider.dart21///COMMENT
LOWlib/common/widgets/flutter/vertical_slider.dart41/// A slider can be used to select from either a continuous or a discrete set ofCOMMENT
318 more matches not shown…
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICALlib/pages/login/view.dart80 "${Constants.appName}_loginQRCode_${_loginPageCtr.codeInfo.value.data.authCode.hashCode.toUnsigned(3CODE
CRITICALlib/pages/whisper/widgets/item.dart310 if (item.sessionInfo.userLabel.style.borderedLabel.hasText())CODE
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMlib/common/widgets/flutter/list_tile.dart16/// @docImport 'scaffold.dart';COMMENT
MEDIUMlib/common/widgets/flutter/text_field/text_field.dart9/// @docImport 'scaffold.dart';COMMENT
Fake / Example Data4 hits · 4 pts
SeverityFileLineSnippetContext
LOWlib/grpc/bilibili/dagw/component/avatar/common.pb.dart685 ..aE<ResourceSource_LocalRes>(2, _omitFieldNames ? '' : 'placeholder',CODE
LOW…grpc/bilibili/dagw/component/avatar/common.pbjson.dart295 '1': 'placeholder',CODE
LOW…grpc/bilibili/dagw/component/avatar/common.pbjson.dart300 '10': 'placeholder'CODE
LOW…n/widgets/flutter/text_field/cupertino/text_field.dart920 ..add(StringProperty('placeholder', placeholder))CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…/common/widgets/flutter/text_field/text_selection.dart2697 // Start from empty, so we don't utilize any remnant values.COMMENT