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AI Slop Code Risk Monitor

crimera/piko

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

morphe patches for twitter and instagram

4.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for crimera/piko, a Java project with 5,861 GitHub stars. SynthScan examined 104,622 lines of code across 894 source files, recording 46 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 4.1 (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.

4.1
Adjusted Signal
4.1
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
5.9K
Stars
Java
Language
104.6K
Lines of Code
894
Files
46
Pattern Hits
2026-10-31
Scan Date
0.05
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 0.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2 finding(s).

Hallucinated Dependency & Supply Chain Risk 18.3/100 · LOW

Are imports declared and package/API names verified? 44 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 18.3/100 · LOW

Which changes need focused human review? 46 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 42HIGH 0MEDIUM 0LOW 4

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 46 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.

Hallucination Indicators42 hits · 420 pts
SeverityFileLineSnippetContext
CRITICAL…/src/main/java/app/morphe/extension/twitter/Utils.java49 private static final Context ctx = app.morphe.extension.shared.Utils.getContext();CODE
CRITICAL…/src/main/java/app/morphe/extension/twitter/Utils.java100 app.morphe.extension.crimera.PikoUtils.logger(e.toString());CODE
CRITICAL…/src/main/java/app/morphe/extension/twitter/Utils.java141 app.morphe.extension.shared.Utils.restartApp(context);CODE
CRITICAL…/src/main/java/app/morphe/extension/twitter/Utils.java167 app.morphe.extension.shared.Utils.restartApp(context);CODE
CRITICAL…/src/main/java/app/morphe/extension/twitter/Utils.java267 app.morphe.extension.crimera.PikoUtils.logger(e);CODE
CRITICAL…/src/main/java/app/morphe/extension/twitter/Utils.java365 app.morphe.extension.crimera.PikoUtils.toast(msg);CODE
CRITICAL…pp/morphe/extension/twitter/settings/ActivityHook.java46 String theme = app.morphe.extension.twitter.Utils.getTheme();CODE
CRITICAL…nsion/twitter/settings/SettingsSearchUIController.java416 if (app.morphe.extension.twitter.settings.featureflags.FeatureFlagsFragment.handleBackPressed(activity)) {CODE
CRITICAL…va/app/morphe/extension/twitter/settings/DeepLink.java99 app.morphe.extension.crimera.PikoUtils.logger(e);CODE
CRITICAL…xtension/twitter/settings/SettingsSearchNavigator.java125 app.morphe.extension.twitter.Utils.startActivityFromClassName(activityClassName);CODE
CRITICAL…on/twitter/settings/fragments/RestorePrefFragment.java31 Context context = app.morphe.extension.shared.Utils.getContext();CODE
CRITICAL…on/twitter/settings/fragments/RestorePrefFragment.java90 app.morphe.extension.crimera.PikoUtils.toast(msg);CODE
CRITICAL…ion/twitter/settings/fragments/BackupPrefFragment.java69 app.morphe.extension.crimera.PikoUtils.toast(msg);CODE
CRITICAL…witter/settings/featureflags/FeatureFlagsFragment.java51 String flagsPref = app.morphe.extension.twitter.Utils.getStringPref(Settings.MISC_FEATURE_FLAGS);CODE
CRITICAL…witter/settings/featureflags/FeatureFlagsFragment.java107 app.morphe.extension.twitter.Utils.setStringPref(CODE
CRITICAL…witter/settings/featureflags/FeatureFlagsFragment.java432 overflow.setTint(app.morphe.extension.twitter.Utils.resolveColor(CODE
CRITICAL…/morphe/extension/twitter/settings/widgets/Helper.java118 app.morphe.extension.crimera.PikoUtils.toast(ex.toString());CODE
CRITICAL…/morphe/extension/twitter/settings/widgets/Helper.java119 app.morphe.extension.crimera.PikoUtils.logger(ex);CODE
CRITICAL…phe/extension/twitter/settings/widgets/ButtonPref.java143 app.morphe.extension.shared.Utils.setClipboard(summary);CODE
CRITICAL…nsion/twitter/settings/widgets/PikoSettingsButton.java49 app.morphe.extension.crimera.PikoUtils.logger(e);CODE
CRITICAL…pp/morphe/extension/twitter/patches/DownloadPatch.java79 app.morphe.extension.shared.Utils.setClipboard(mediaLink);CODE
CRITICAL…pp/morphe/extension/twitter/patches/DatabasePatch.java32 return app.morphe.extension.shared.Utils.getContext().getDatabasePath(dbName).getAbsolutePath();CODE
CRITICAL…rphe/extension/twitter/patches/tweet/TweetInfoAPI.java30 if(!app.morphe.extension.shared.Utils.isNetworkConnected()){CODE
CRITICAL…rphe/extension/twitter/patches/tweet/TweetInfoAPI.java89 if(app.morphe.extension.shared.Utils.isNetworkConnected()){CODE
CRITICAL…/twitter/patches/customise/appIcon/AppIconManager.java86 app.morphe.extension.crimera.PikoUtils.logger(msg);CODE
CRITICAL…tension/twitter/patches/customise/font/UpdateFont.java36 context = app.morphe.extension.shared.Utils.getContext();CODE
CRITICAL…twitter/patches/customise/font/FontPickerFragment.java26 private static final Context context = app.morphe.extension.shared.Utils.getContext();CODE
CRITICAL…twitter/patches/customise/font/FontPickerFragment.java92 app.morphe.extension.twitter.Utils.showRestartAppDialog(getActivity());CODE
CRITICAL…patches/nativeFeatures/readerMode/ReaderModeUtils.java33 private static final Context ctx = app.morphe.extension.shared.Utils.getContext();CODE
CRITICAL…patches/nativeFeatures/readerMode/ReaderModeUtils.java204 themeClass = app.morphe.extension.twitter.Utils.getTheme();CODE
CRITICAL…atches/nativeFeatures/downloader/NativeDownloader.java115 app.morphe.extension.twitter.Utils.downloadFile(singleMedia.url, fileName, singleMedia.ext);CODE
CRITICAL…atches/nativeFeatures/downloader/NativeDownloader.java123 app.morphe.extension.twitter.Utils.downloadFile(highestResMedia.url, fileName + "_" + highestResMedia.reCODE
CRITICAL…/patches/nativeFeatures/downloader/DownloadDialog.java96 background.getPaint().setColor(app.morphe.extension.twitter.Utils.resolveColor(context, "coreColorAppBackgroCODE
CRITICAL…/patches/nativeFeatures/downloader/DownloadDialog.java335 app.morphe.extension.twitter.Utils.downloadFile(media.url, fileName, media.ext);CODE
CRITICAL…/patches/nativeFeatures/downloader/DownloadDialog.java351 return app.morphe.extension.twitter.Utils.resolveColor(context, "textColorPrimary");CODE
CRITICAL…/patches/nativeFeatures/downloader/DownloadDialog.java355 return app.morphe.extension.twitter.Utils.resolveColor(context, "textColorSecondary");CODE
CRITICAL…n/java/app/morphe/extension/crimera/ObjectBrowser.java58 app.morphe.extension.crimera.PikoUtils.logger(ex);CODE
CRITICAL…/main/java/app/morphe/extension/crimera/PikoUtils.java147 app.morphe.extension.shared.Utils.showToastShort(msg);CODE
CRITICAL…/settings/preference/fragments/BackupPrefActivity.java107 app.morphe.extension.shared.Logger.printException(() -> "export failure", e);CODE
CRITICAL…java/app/morphe/extension/instagram/patches/Block.java48 app.morphe.extension.crimera.PikoUtils.toast(str("piko_deleted"));CODE
CRITICAL…ion/instagram/patches/comment/HandleCommentButton.java66 app.morphe.extension.shared.Utils.setClipboard(commentText);CODE
CRITICAL…extension/instagram/patches/download/MessageUtils.java56 app.morphe.extension.crimera.PikoUtils.logger(e);CODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOW…atches/twitter/entity/twitterUser/TwitterUserEntity.kt21 execute {COMMENT
LOW…atches/instagram/entity/directItem/DirectItemEntity.kt241 }COMMENT
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…/extension/instagram/patches/dm/SavedMessagesHook.java208 || "placeholder".equals(type)) {CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOW.github/scripts/generate_patches_readme.py16CODE