AI Slop Code RIsk Monitor

sameerasw/essentials

Essential tools and mods for Android nerds

6.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for sameerasw/essentials, a Kotlin project with 3,261 GitHub stars. SynthScan examined 338,466 lines of code across 1259 source files, recording 208 pattern matches distributed across 10 syntactic categories. The legacy adjusted pattern signal is 6.0 (Moderate 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.

6.0
Adjusted Signal
6.0
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
3.3K
Stars
Kotlin
Language
338.5K
Lines of Code
1.3K
Files
208
Pattern Hits
2026-10-12
Scan Date
0.15
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 0.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 15 finding(s).

Hallucinated Dependency & Supply Chain Risk 25.6/100 · MEDIUM

Are imports declared and package/API names verified? 187 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 24.4/100 · LOW

Which changes need focused human review? 208 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 186HIGH 2MEDIUM 1LOW 19

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 208 distinct pattern matches across 10 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.

Hallucination Indicators186 hits · 2000 pts
SeverityFileLineSnippetContext
CRITICAL…src/main/java/com/sameerasw/essentials/MainActivity.kt501 com.sameerasw.essentials.domain.model.UpdateInfo(CODE
CRITICAL…rc/main/java/com/sameerasw/essentials/EssentialsApp.kt41 com.sameerasw.essentials.data.repository.SettingsRepository(this).isEnableUnsupportedFeatures()CODE
CRITICAL…rc/main/java/com/sameerasw/essentials/EssentialsApp.kt43 com.sameerasw.essentials.utils.HapticUtil.initialize(this)CODE
CRITICAL…rc/main/java/com/sameerasw/essentials/EssentialsApp.kt114 com.sameerasw.essentials.utils.LogManager.saveCrashReport(CODE
CRITICAL…m/sameerasw/essentials/ui/composables/SetupFeatures.kt886 com.sameerasw.essentials.ui.core.sheets.InstructionsBottomSheet(CODE
CRITICAL…m/sameerasw/essentials/ui/composables/SetupFeatures.kt892 com.sameerasw.essentials.ui.core.sheets.FeatureHelpBottomSheet(CODE
CRITICAL…om/sameerasw/essentials/ui/core/cards/AppToggleItem.kt136 com.sameerasw.essentials.translation.ui.TranslationMenuItems(CODE
CRITICAL…m/sameerasw/essentials/ui/core/cards/IconToggleItem.kt127 com.sameerasw.essentials.translation.ui.TranslationMenuItems(CODE
CRITICAL…sameerasw/essentials/ui/core/cards/ConfigPickerItem.kt144 com.sameerasw.essentials.translation.ui.TranslationMenuItems(CODE
CRITICAL…/sameerasw/essentials/ui/core/cards/BatteryInfoCard.kt177 com.sameerasw.essentials.ui.components.menus.SegmentedDropdownMenu(CODE
CRITICAL…/sameerasw/essentials/ui/core/cards/BatteryInfoCard.kt181 com.sameerasw.essentials.translation.ui.TranslationMenuItems(CODE
CRITICAL…/sameerasw/essentials/ui/core/cards/BatteryInfoCard.kt199 com.sameerasw.essentials.translation.ui.TranslationBottomSheet(CODE
CRITICAL…/com/sameerasw/essentials/ui/core/cards/FeatureCard.kt390 com.sameerasw.essentials.translation.ui.TranslationMenuItems(CODE
CRITICAL…/com/sameerasw/essentials/ui/core/cards/FeatureCard.kt455 com.sameerasw.essentials.translation.ui.TranslationBottomSheet(CODE
CRITICAL…entials/ui/features/power/PowerAndBatterySettingsUI.kt390 com.sameerasw.essentials.ui.core.cards.ConfigPickerItem(CODE
CRITICAL…entials/ui/features/power/PowerAndBatterySettingsUI.kt409 com.sameerasw.essentials.ui.components.menus.SegmentedDropdownMenuItem(CODE
CRITICAL…entials/ui/features/power/PowerAndBatterySettingsUI.kt442 com.sameerasw.essentials.ui.core.cards.ConfigPickerItem(CODE
CRITICAL…entials/ui/features/power/PowerAndBatterySettingsUI.kt458 com.sameerasw.essentials.ui.components.menus.SegmentedDropdownMenuItem(CODE
CRITICAL…sentials/ui/features/hardware/ButtonRemapSettingsUI.kt161 com.sameerasw.essentials.utils.ShellUtils.runCommand(CODE
CRITICAL…ssentials/ui/features/hardware/ActionSequenceEditor.kt408 com.sameerasw.essentials.ui.core.sheets.DeviceEffectsSettingsSheet(CODE
CRITICAL…ssentials/ui/features/hardware/ActionSequenceEditor.kt492 com.sameerasw.essentials.ui.core.sheets.SometimesEssentialsSettingsSheet(CODE
CRITICAL…ssentials/ui/features/hardware/ActionSequenceEditor.kt510 com.sameerasw.essentials.ui.core.sheets.FreezeTagSettingsSheet(CODE
CRITICAL…ssentials/ui/features/hardware/ActionSequenceEditor.kt596 com.sameerasw.essentials.utils.PermissionUIHelper.getPermissionItems(CODE
CRITICAL…ssentials/ui/features/hardware/ActionSequenceEditor.kt602 com.sameerasw.essentials.ui.core.sheets.PermissionsBottomSheet(CODE
CRITICAL…ameerasw/essentials/ui/features/freeze/FreezeGridUI.kt507 com.sameerasw.essentials.ui.core.sheets.AssignTagsSheet(CODE
CRITICAL…rasw/essentials/ui/features/freeze/FreezeSettingsUI.kt779 com.sameerasw.essentials.ui.core.sheets.FreezeTagEditorSheet(CODE
CRITICAL…ials/ui/features/freeze/sheets/FreezeTagEditorSheet.kt174 com.sameerasw.essentials.ui.components.FreezeTagColorPicker(CODE
CRITICAL⚡…ssentials/ui/features/security/RemoteLockSettingsUI.kt55 com.sameerasw.essentials.ui.core.sheets.PermissionsBottomSheet(CODE
CRITICAL⚡…ssentials/ui/features/security/RemoteLockSettingsUI.kt60 com.sameerasw.essentials.ui.core.sheets.PermissionItem(CODE
CRITICAL⚡…ssentials/ui/features/security/RemoteLockSettingsUI.kt69 com.sameerasw.essentials.ui.core.sheets.PermissionItem(CODE
CRITICAL…ssentials/ui/features/security/RemoteLockSettingsUI.kt96 com.sameerasw.essentials.ui.core.pickers.SegmentedPicker(CODE
CRITICAL…features/location/sheets/LocationReachedBottomSheet.kt165 com.sameerasw.essentials.utils.HapticUtil.performSliderHaptic(CODE
CRITICAL…ials/ui/features/tiles/QuickSettingsTilesSettingsUI.kt155 object : com.sameerasw.essentials.domain.model.Feature(CODE
CRITICAL…ials/ui/features/tiles/QuickSettingsTilesSettingsUI.kt175 com.sameerasw.essentials.ui.core.sheets.FeatureHelpBottomSheet(CODE
CRITICAL…ials/ui/features/tiles/QuickSettingsTilesSettingsUI.kt633 com.sameerasw.essentials.ui.components.menus.SegmentedDropdownMenu(CODE
CRITICAL…ials/ui/features/tiles/QuickSettingsTilesSettingsUI.kt638 com.sameerasw.essentials.ui.components.menus.SegmentedDropdownMenuItem(CODE
CRITICAL…ials/ui/features/tiles/QuickSettingsTilesSettingsUI.kt670 com.sameerasw.essentials.ui.components.menus.SegmentedDropdownMenuItem(CODE
CRITICAL…sw/essentials/ui/features/system/KeyboardSettingsUI.kt348 com.sameerasw.essentials.ui.features.apps.sheets.UserDictionaryBottomSheet(CODE
CRITICAL…ls/ui/features/system/OtherCustomizationsSettingsUI.kt121 com.sameerasw.essentials.utils.PermissionUtils.openAccessibilitySettings(CODE
CRITICAL…entials/ui/features/system/TextAnimationsSettingsUI.kt80 com.sameerasw.essentials.ui.core.cards.IconToggleItem(CODE
CRITICAL…entials/ui/features/system/TextAnimationsSettingsUI.kt87 com.sameerasw.essentials.ui.core.cards.IconToggleItem(CODE
CRITICAL…sentials/ui/features/system/LiveWallpaperSettingsUI.kt130 com.sameerasw.essentials.utils.LiveWallpaperUtil.openLiveWallpaperPicker(context)CODE
CRITICAL…erasw/essentials/ui/features/audio/ShutUpSettingsUI.kt157 androidx.compose.ui.graphics.painter.BitmapPainter(CODE
CRITICAL…sw/essentials/ui/features/wallpaper/WallpaperScreen.kt448 val gridState = androidx.compose.foundation.lazy.grid.rememberLazyGridState()CODE
CRITICAL…sw/essentials/ui/features/wallpaper/WallpaperScreen.kt786 com.sameerasw.essentials.utils.LiveWallpaperUtil.openLiveWallpaperPicker(context)CODE
CRITICAL…eerasw/essentials/ui/features/watch/WatchSettingsUI.kt84 com.sameerasw.essentials.services.DeviceInfoSyncManager.forceSync(CODE
CRITICAL…tials/ui/features/watch/WatchNotificationSettingsUI.kt333 com.sameerasw.essentials.ui.core.sheets.PermissionItem(CODE
CRITICAL…entials/ui/features/display/AodWallpaperPreviewCard.kt187 androidx.compose.ui.graphics.ColorFilter.colorMatrix(CODE
CRITICAL…meerasw/essentials/ui/features/automation/DIYScreen.kt314 com.sameerasw.essentials.ui.components.genai.GenAIFloatingPill(CODE
CRITICAL…ls/ui/features/automation/sheets/NewAutomationSheet.kt158 com.sameerasw.essentials.ui.core.cards.IconToggleItem(CODE
CRITICAL⚡…i/features/battery/sheets/BatteryDetailsBottomSheet.kt230 androidx.compose.ui.text.font.FontFamily(CODE
CRITICAL⚡…i/features/battery/sheets/BatteryDetailsBottomSheet.kt231 androidx.compose.ui.text.font.Font(CODE
CRITICAL⚡…i/features/battery/sheets/BatteryDetailsBottomSheet.kt234 androidx.compose.ui.text.font.FontVariation.Settings(CODE
CRITICAL⚡…i/features/battery/sheets/BatteryDetailsBottomSheet.kt237 androidx.compose.ui.text.font.FontVariation.weight(CODE
CRITICAL⚡…i/features/battery/sheets/BatteryDetailsBottomSheet.kt240 androidx.compose.ui.text.font.FontVariation.Setting(CODE
CRITICAL…i/features/battery/sheets/BatteryDetailsBottomSheet.kt252 com.sameerasw.essentials.ui.components.battery.TopAppsBreakdownHeader(CODE
CRITICAL…i/features/battery/sheets/BatteryDetailsBottomSheet.kt310 com.sameerasw.essentials.translation.TranslationManager.resolveKey(CODE
CRITICAL…i/features/battery/sheets/BatteryDetailsBottomSheet.kt315 com.sameerasw.essentials.translation.ui.TranslationBottomSheet(CODE
CRITICAL…features/battery/components/BatteryCommonComponents.kt100 com.sameerasw.essentials.ui.components.menus.SegmentedDropdownMenu(CODE
CRITICAL…features/battery/components/BatteryCommonComponents.kt104 com.sameerasw.essentials.translation.ui.TranslationMenuItems(CODE
126 more matches not shown…
Excessive Try-Catch Wrapping5 hits · 6 pts
SeverityFileLineSnippetContext
LOWscripts/validate_strings.py71 except Exception as e:CODE
LOWscripts/validate_strings.py152 except Exception as e:CODE
LOWscripts/validate_strings.py306 except Exception as e:CODE
LOW.github/workflows/apply-translations.yml84 except Exception as e:CODE
MEDIUM.github/workflows/apply-translations.yml85 print(f"Error parsing /tmp/edits.json: {e}")CODE
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGH…eerasw/essentials/domain/genai/AutomationSuggestion.kt17@Generable("Structured output representing an automation suggestion generated by Gemini Nano")CODE
Deep Nesting5 hits · 5 pts
SeverityFileLineSnippetContext
LOWscripts/validate_strings.py143CODE
LOWscripts/validate_strings.py266CODE
LOWscripts/validate_strings.py309CODE
LOWscripts/fix_translations.py99CODE
LOW.github/scripts/clean_release_notes.py14CODE
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHscripts/validate_strings.py306except Exception as e:CODE
Verbosity Indicators3 hits · 4 pts
SeverityFileLineSnippetContext
LOW…tials/ui/components/EssentialsWatchfacePromoContent.kt56 // Step 1: Join Google GroupCOMMENT
LOW…tials/ui/components/EssentialsWatchfacePromoContent.kt86 // Step 2: Join Beta ProgramCOMMENT
LOW…tials/ui/components/EssentialsWatchfacePromoContent.kt116 // Step 3: Install on WatchCOMMENT
Structural Annotation Overuse3 hits · 4 pts
SeverityFileLineSnippetContext
LOW…tials/ui/components/EssentialsWatchfacePromoContent.kt56 // Step 1: Join Google GroupCOMMENT
LOW…tials/ui/components/EssentialsWatchfacePromoContent.kt86 // Step 2: Join Beta ProgramCOMMENT
LOW…tials/ui/components/EssentialsWatchfacePromoContent.kt116 // Step 3: Install on WatchCOMMENT
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWgrant_perms.sh11 # Check if package is installedCOMMENT
LOWscripts/validate_strings.py211 # Check if positional indices matchCOMMENT
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/validate_strings.py266def check_or_update_locales_config(res_dir, auto_fix=False):CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOW.github/scripts/parse_comment_json.py2CODE