AI Slop Code Risk Monitor

PhilippC/keepass2android

SlopCodeMonitor badge for PhilippC/keepass2android Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Password manager app for Android

2.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for PhilippC/keepass2android, a C# project with 6,352 GitHub stars. SynthScan examined 315,882 lines of code across 1554 source files, recording 525 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 2.0 (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.

2.0
Adjusted Signal
2.0
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
6.4K
Stars
C#
Language
315.9K
Lines of Code
1.6K
Files
525
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 7.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 507 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.2/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 9.9/100 · LOW

Which changes need focused human review? 525 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 14HIGH 0MEDIUM 5LOW 506

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 525 distinct pattern matches across 4 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 Block506 hits · 488 pts
SeverityFileLineSnippetContext
LOW.github/workflows/build.yml21 # - name: Setup GradleCOMMENT
LOW.github/workflows/build.yml41 # run: |COMMENT
LOW.github/workflows/build.yml61 # distribution: 'temurin'COMMENT
LOW.github/workflows/build.yml81 # make dotnetbuild Flavor=NetCOMMENT
LOW.github/workflows/build.yml101 # - name: Build APK (nonet)COMMENT
LOW.github/workflows/build.yml121 # runs-on: ubuntu-22.04COMMENT
LOW.github/workflows/build.yml141 # uses: gradle/actions/setup-gradle@v3COMMENT
LOW.github/workflows/build.yml161 # if: ${{ false }} # disable for now since it is already installed on the runner which uses the same repo https:/COMMENT
LOW.github/workflows/build.yml181 # - name: Setup Xamarin.AndroidCOMMENT
LOW.github/workflows/build.yml201 # if: ${{ false }} # disable for now since it is already installed on the runnerCOMMENT
LOW.github/workflows/build.yml221 # - name: Archive production artifacts (net)COMMENT
LOW.github/workflows/build.yml241 # with:COMMENT
LOWsrc/keepass2android-app/ChallengeInfo.cs1//COMMENT
LOWsrc/keepass2android-app/ChallengeXCKey.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/FingerprintSetupActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/BiometricModule.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/MeasuringLinearLayout.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/QueryCredentialsActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/CloseImmediatelyActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/ILockCloseActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/CapturePhotoActivity.cs1// This file is part of Keepass2Android, Copyright 2026 Philipp Crocoll.COMMENT
LOW…keepass2android-app/DisableAutofillForQueryActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/EntryEditActivityState.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOW…keepass2android-app/ConfigureChildDatabasesActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/SelectCurrentDbActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/AutoOpenEdit.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/FileSelectHelper.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/AboutActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/Wordlist.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/ActivityLaunchMode.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/ExportDatabaseActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/AttachmentContentProvider.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/NoSecureDisplayActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/FingerprintUnlockMode.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/ImageViewActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOW…c/keepass2android-app/SelectStorageLocationActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/FileStorageSelectionActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/CreateNewFilename.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/SwitchImeActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/KpEntryTemplatedEdit.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/NfcOtpActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/AppKilledInfo.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/PasswordFont.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/NullActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/CreateDatabaseActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/ChangeLog.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/FileSaveProcessManager.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/DonateReminder.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/FixedDrawerLayout.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/SyncUtil.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOW…pass2android-app/LockCloseActivityBroadcastReceiver.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/KeeAutoExec.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/settings/SSIDAdapter.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/settings/IconSetPreference.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/settings/Argon2Preference.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOW…epass2android-app/settings/DatabaseSettingsActivity.cs41using System.Collections.Generic;COMMENT
LOW…/keepass2android-app/settings/ExportKeyfileActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/settings/SSIDManagerActivity.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOW…roid-app/settings/AutofillDisabledQueriesPreference.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
LOWsrc/keepass2android-app/pluginhost/PluginDatabase.cs1// This file is part of Keepass2Android, Copyright 2025 Philipp Crocoll.COMMENT
446 more matches not shown…
Hallucination Indicators14 hits · 140 pts
SeverityFileLineSnippetContext
CRITICALsrc/keepass2android-app/GroupActivity.cs271 && (App.Kp2a.CurrentDb.KpDatabase.RootGroup.FindGroup(App.Kp2a.CurrentDb.KpDatabase.EntryTemplatesGroup, true)CODE
CRITICALsrc/keepass2android-app/IconPickerActivity.cs141 App.Kp2a.CurrentDb.KpDatabase.CustomIcons.Add(pwci);CODE
CRITICALsrc/keepass2android-app/settings/Argon2Preference.cs47 App.Kp2a.CurrentDb.KpDatabase.KdfParameters.SetUInt64(Argon2Kdf.ParamIterations, value);CODE
CRITICALsrc/keepass2android-app/settings/Argon2Preference.cs79 App.Kp2a.CurrentDb.KpDatabase.KdfParameters.SetUInt32(Argon2Kdf.ParamParallelism, (uint)value);CODE
CRITICALsrc/keepass2android-app/settings/Argon2Preference.cs111 App.Kp2a.CurrentDb.KpDatabase.KdfParameters.SetUInt64(Argon2Kdf.ParamMemory, value);CODE
CRITICALsrc/keepass2android-app/settings/AppSettingsActivity.cs211 App.Kp2a.CurrentDb.Ioc.IsLocalFile() || App.Kp2a.CurrentDb.Ioc.Path.StartsWith("content://");CODE
CRITICALsrc/keepass2android-app/settings/RoundsPreference.cs187 ulong uRounds = App.Kp2a.CurrentDb.KpDatabase.KdfParameters.GetUInt64(CODE
CRITICALsrc/keepass2android-app/settings/RoundsPreference.cs194 set { App.Kp2a.CurrentDb.KpDatabase.KdfParameters.SetUInt64(AesKdf.ParamRounds, value); }CODE
CRITICALsrc/keepass2android-app/Utils/Util.cs569 return Group.Pals.Android.Lib.UI.Filechooser.Providers.BaseFileProviderUtils.GetRealUri(ctx, uri)CODE
CRITICALsrc/keepass2android-app/Totp/UpdateTotpTimerTask.cs91 i.PutExtra(Strings.ExtraEntryId, App.Kp2a.LastOpenedEntry.Entry.Uuid.ToHexString());CODE
CRITICAL…java/com/keepassdroid/crypto/BouncyCastleProvider.java33 put("Cipher.TWOFISH", org.bouncycastle.jce.provider.JCEBlockCipher.Twofish.class.getName());CODE
CRITICAL…src/main/java/com/keepassdroid/crypto/AESProvider.java33 put("Cipher.AES",com.keepassdroid.crypto.NativeAESCipherSpi.class.getName());CODE
CRITICALsrc/Kp2aBusinessLogic/Io/OneDrive2FileStorage.cs1283 new Microsoft.Graph.Drives.Item.Items.Item.DriveItemItemRequestBuilder(CODE
CRITICALsrc/Kp2aBusinessLogic/Io/OneDrive2FileStorage.cs1586 new Microsoft.Graph.Drives.Item.Items.Item.DriveItemItemRequestBuilder(CODE
Decorative Section Separators4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/release.yml71 # ------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml73 # ------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml112 # ------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml114 # ------------------------------------------------------------------COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/keepass2android-app/app/App.cs1458 //we compare UUIDs and not by reference. this is more robust and works with history items as wellCOMMENT