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AI Slop Code Risk Monitor

hiddify/hiddify-app

SlopCodeMonitor badge for hiddify/hiddify-app Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Multi-platform auto-proxy client, supporting Sing-box, X-ray, TUIC, Hysteria, Reality, Trojan, SSH etc. It’s an open-source, secure and ad-free.

2.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for hiddify/hiddify-app, a Dart project with 33,547 GitHub stars. SynthScan examined 87,472 lines of code across 517 source files, recording 143 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 2.2 (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.

2.2
Adjusted Signal
2.2
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
33.5K
Stars
Dart
Language
87.5K
Lines of Code
517
Files
143
Pattern Hits
2026-10-31
Scan Date
0.01
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 7.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 134 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.0/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 10.4/100 · LOW

Which changes need focused human review? 143 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 5HIGH 0MEDIUM 2LOW 136

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 143 distinct pattern matches across 6 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 Block129 hits · 129 pts
SeverityFileLineSnippetContext
LOWbuild.yaml21 translation_class_visibility: publicCOMMENT
LOWmacos/Runner/AppDelegate.swift61 }COMMENT
LOWmacos/scripts/dist.sh1#!/bin/bashCOMMENT
LOWtest/drift/db/migration_test.dart41 // The following template shows how to write tests ensuring your migrationsCOMMENT
LOW…yPacketTunnel/SingBox/ExtensionPlatformInterface.swift441// return LibboxWIFIState(network.ssid, wifiBSSID: network.bssid)!COMMENT
LOW…yPacketTunnel/SingBox/ExtensionPlatformInterface.swift461 public func readWIFISSID() -> String? {COMMENT
LOWios/Runner/Handlers/MethodHandler.swift161// returnCOMMENT
LOWios/Shared/CommandClient.swift61// case .groupsInfoOnly:COMMENT
LOWios/Shared/CommandClient.swift81// }COMMENT
LOWios/Shared/CommandClient.swift101// COMMENT
LOWios/Shared/CommandClient.swift121//// }COMMENT
LOWios/Shared/CommandClient.swift141// while groupItems?.hasNext() ?? false {COMMENT
LOWios/Shared/CommandClient.swift161// COMMENT
LOWlinux/packaging/appimage/make_config.yaml41 - x-scheme-handler/sing-boxCOMMENT
LOWlinux/packaging/rpm/make_config.yaml1COMMENT
LOWlinux/packaging/rpm/make_config.yaml21# - HiddifyCOMMENT
LOWlinux/packaging/rpm/make_config.yaml41# # app_links setup for LinuxCOMMENT
LOWlinux/flutter/generated_plugin_registrant.h1//COMMENT
LOW…pp/src/main/kotlin/com/hiddify/hiddify/StatsChannel.kt1package com.hiddify.hiddifyCOMMENT
LOW…pp/src/main/kotlin/com/hiddify/hiddify/StatsChannel.kt21// private var statsEvent: EventChannel.EventSink? = nullCOMMENT
LOW…pp/src/main/kotlin/com/hiddify/hiddify/StatsChannel.kt41// JSONMethodCodec.INSTANCECOMMENT
LOW…pp/src/main/kotlin/com/hiddify/hiddify/StatsChannel.kt61// commandClient.disconnect()COMMENT
LOW…p/src/main/kotlin/com/hiddify/hiddify/GroupsChannel.kt1package com.hiddify.hiddifyCOMMENT
LOW…p/src/main/kotlin/com/hiddify/hiddify/GroupsChannel.kt21//COMMENT
LOW…p/src/main/kotlin/com/hiddify/hiddify/GroupsChannel.kt41// Log.d(TAG, "connecting groups command client")COMMENT
LOW…p/src/main/kotlin/com/hiddify/hiddify/MethodHandler.kt161 }COMMENT
LOW…p/src/main/kotlin/com/hiddify/hiddify/MethodHandler.kt181// delay(1000L)COMMENT
LOW…main/kotlin/com/hiddify/hiddify/ActiveGroupsChannel.kt21// private val client =COMMENT
LOW…main/kotlin/com/hiddify/hiddify/ActiveGroupsChannel.kt41// override fun onListen(arguments: Any?, events: EventChannel.EventSink?) {COMMENT
LOW…main/kotlin/com/hiddify/hiddify/utils/CommandClient.kt21// private val scope: CoroutineScope,COMMENT
LOW…main/kotlin/com/hiddify/hiddify/utils/CommandClient.kt41// }COMMENT
LOW…main/kotlin/com/hiddify/hiddify/utils/CommandClient.kt61// try {COMMENT
LOW…main/kotlin/com/hiddify/hiddify/utils/CommandClient.kt81// fun disconnect() {COMMENT
LOW…main/kotlin/com/hiddify/hiddify/utils/CommandClient.kt101// override fun writeGroups(message: OutboundGroupIterator?) {COMMENT
LOW…main/kotlin/com/hiddify/hiddify/utils/CommandClient.kt121//COMMENT
LOW…main/kotlin/com/hiddify/hiddify/utils/CommandClient.kt141// }COMMENT
LOW…ain/kotlin/com/hiddify/hiddify/bg/AppChangeReceiver.kt21// }COMMENT
LOW…p/src/main/kotlin/com/hiddify/hiddify/bg/BoxService.kt301COMMENT
LOW.github/workflows/build.yml201 # - name: Setup NDKCOMMENT
LOWlib/core/logger/logger.dart1import 'package:flutter/foundation.dart';COMMENT
LOWlib/core/logger/log_level_compat.dart1import 'package:logging/logging.dart';COMMENT
LOWlib/core/logger/log_level_compat.dart21 fine(message, error, stackTrace);COMMENT
LOWlib/core/logger/logger_setup.dart61COMMENT
LOWlib/core/logger/ring/log_ring.dart21 // packages that never heard of our naming — neat_periodic_task and theCOMMENT
LOWlib/core/model/trusted_links.dart1/// Curated allow-list of official links from verified teams, used to decide how aCOMMENT
LOWlib/core/router/deep_linking/url_protocol/api.dart1import 'package:hiddify/core/router/deep_linking/url_protocol/windows_protocol.dart'COMMENT
LOW…core/router/go_router/helper/popup_count_notifier.dart1// import 'package:riverpod_annotation/riverpod_annotation.dart';COMMENT
LOW…router/bottom_sheets/widgets/quick_settings_modal.dart41 const LanSharingPreferenceWidget(showLeading: false),COMMENT
LOW…router/bottom_sheets/widgets/quick_settings_modal.dart61 // },COMMENT
LOWlib/features/settings/overview/settings_page.dart41 // (_) {COMMENT
LOW…res/settings/overview/sections/chain_options_page.dart201 }COMMENT
LOW…res/settings/overview/sections/chain_options_page.dart221// Text(t.pages.settings.warp.missingConfig, style: TextStyle(color: theme.colorScheme.error)),COMMENT
LOW…res/settings/overview/sections/chain_options_page.dart241// presentChoice: (value) => value.present(t),COMMENT
LOW…b/features/settings/data/config_option_repository.dart421 "unblocker.psiphon.region": unblockerPsiphonRegion,COMMENT
LOW…b/features/settings/data/config_option_repository.dart441 // ip: "geoip:cn",COMMENT
LOWlib/features/home/widget/empty_profiles_home_body.dart41// child: Column(COMMENT
LOW…res/platform_specific/android_quick_settings_tile.dart1// void setTileLable(Tile tile, WidgetRef ref) {COMMENT
LOW…res/platform_specific/android_quick_settings_tile.dart21// Tile onTileClicked(Tile tile) {COMMENT
LOW…res/platform_specific/android_quick_settings_tile.dart41COMMENT
LOWlib/features/app/widget/app.dart121 // setupStateListener(ref);COMMENT
69 more matches not shown…
Hallucination Indicators5 hits · 50 pts
SeverityFileLineSnippetContext
CRITICALlib/features/route_rules/widget/rule_tile.dart44 message: t.dialogs.confirmation.routeRule.delete.msg(rulename: rule.name),CODE
CRITICALlib/features/route_rules/notifier/rules_notifier.dart40 bypassRegion => t.pages.settings.routing.builtinRules.bypassRegion(region: region.presentName(t)),CODE
CRITICAL…eatures/profile/notifier/profiles_update_notifier.dart118 notification.showSuccessToast(t.pages.profiles.msg.update.bulkSuccess(count: successCount));CODE
CRITICAL…eatures/profile/notifier/profiles_update_notifier.dart121 t.pages.profiles.msg.update.bulkPartial(CODE
CRITICAL…features/profile/details/profile_details_notifier.dart110 t.presentError(l, action: t.pages.profiles.msg.update.failureNamed(name: value.profile.name)),CODE
Hyper-Verbose Identifiers4 hits · 6 pts
SeverityFileLineSnippetContext
LOW⚡web/drift_worker.js43a[b]=r}function setOrUpdateInterceptorsByTag(a){var s=v.interceptorsByTagCODE
LOW⚡web/drift_worker.js43a[b]=r}function setOrUpdateInterceptorsByTag(a){var s=v.interceptorsByTagCODE
LOW⚡web/drift_worker.js45return}copyProperties(a,s)}function setOrUpdateLeafTags(a){var s=v.leafTagsCODE
LOWweb/drift_worker.js12935 function getUnknownTagGenericBrowser(object, tag) {CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMmacos/AdminBgService/install-admin-bgservice.sh43# Create the control secret for the installing user before the daemon starts listening.COMMENT
Unused Imports3 hits · 3 pts
SeverityFileLineSnippetContext
LOW.github/auto_translator.py1CODE
LOW.github/scripts/virustotal_report.py13CODE
LOW.github/scripts/prepare_release_notes.py12CODE
Excessive Try-Catch Wrapping1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMmacos/Runner/AppDelegate.swift60 print("Error requesting notification authorization: \(error)")CODE