0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

15.1K

Stars

Java

Language

342.2K

Lines of Code

3.3K

Files

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 0.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 18 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.7/100 · LOW

Are imports declared and package/API names verified? 22 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 3.4/100 · LOW

Which changes need focused human review? 40 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 21HIGH 0MEDIUM 2LOW 17

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 40 distinct pattern matches across 7 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 Indicators21 hits · 260 pts

Severity	File	Line	Snippet	Context
CRITICAL	…main/kotlin/org/microg/gms/vision/face/FaceDetector.kt	93	private fun com.google.mlkit.vision.face.aidls.FaceParcel.toFaceParcel() = FaceParcel(	CODE
CRITICAL	…c/main/kotlin/org/microg/gms/profile/ProfileManager.kt	249	"Build.VERSION.SDK_INT" to android.os.Build.VERSION.SDK_INT.toString()	CODE
CRITICAL	…c/main/java/org/microg/vending/billing/core/IAPCore.kt	181	this.clientInfo = org.microg.vending.billing.proto.ClientInfo.Builder().apply {	CODE
CRITICAL⚡	…in/java/com/google/android/gms/fitness/data/Field.java	444	return new com.google.android.gms.fitness.data.Field(name, FORMAT_INT32);	CODE
CRITICAL⚡	…in/java/com/google/android/gms/fitness/data/Field.java	448	return new com.google.android.gms.fitness.data.Field(name, FORMAT_FLOAT);	CODE
CRITICAL⚡	…in/java/com/google/android/gms/fitness/data/Field.java	452	return new com.google.android.gms.fitness.data.Field(name, FORMAT_STRING);	CODE
CRITICAL⚡	…in/java/com/google/android/gms/fitness/data/Field.java	456	return new com.google.android.gms.fitness.data.Field(name, FORMAT_MAP);	CODE
CRITICAL⚡	…in/java/com/google/android/gms/fitness/data/Field.java	460	return new com.google.android.gms.fitness.data.Field(name, FORMAT_LONG);	CODE
CRITICAL⚡	…in/java/com/google/android/gms/fitness/data/Field.java	464	return new com.google.android.gms.fitness.data.Field(name, FORMAT_DOUBLE);	CODE
CRITICAL⚡	…in/java/com/google/android/gms/fitness/data/Field.java	468	return new com.google.android.gms.fitness.data.Field(name, FORMAT_OBJECT);	CODE
CRITICAL⚡	…in/java/com/google/android/gms/fitness/data/Field.java	472	return new com.google.android.gms.fitness.data.Field(name, FORMAT_INT32, true);	CODE
CRITICAL⚡	…in/java/com/google/android/gms/fitness/data/Field.java	476	return new com.google.android.gms.fitness.data.Field(name, FORMAT_FLOAT, true);	CODE
CRITICAL⚡	…in/java/com/google/android/gms/fitness/data/Field.java	480	return new com.google.android.gms.fitness.data.Field(name, FORMAT_STRING, true);	CODE
CRITICAL	…n/org/microg/gms/games/snapshot/SnapshotsDataClient.kt	197	org.microg.gms.games.SnapshotImage.Builder().apply {	CODE
CRITICAL	…n/org/microg/gms/games/snapshot/SnapshotsDataClient.kt	206	val snapshotBuilder = org.microg.gms.games.Snapshot.Builder().apply {	CODE
CRITICAL	…/main/kotlin/org/microg/gms/maps/hms/model/Polyline.kt	200	private fun com.huawei.hms.maps.model.Cap.toGms(): Cap {	CODE
CRITICAL	…x/src/main/kotlin/org/microg/gms/maps/mapbox/Styles.kt	290	return com.mapbox.mapboxsdk.utils.ColorUtils.rgbaToColor(this)	CODE
CRITICAL	…x/src/main/kotlin/org/microg/gms/maps/mapbox/Styles.kt	300	fun Int.colorToString() = com.mapbox.mapboxsdk.utils.ColorUtils.colorToRgbaString(this)	CODE
CRITICAL	…/main/java/org/microg/gms/wearable/DataItemRecord.java	123	.value(new org.microg.wearable.proto.Asset.Builder()	CODE
CRITICAL	…android/gms/common/security/ProviderInstallerImpl.java	52	com.google.android.gms.providerinstaller.ProviderInstallerImpl.insertProvider(context);	CODE
CRITICAL	…android/gms/common/security/ProviderInstallerImpl.java	57	com.google.android.gms.providerinstaller.ProviderInstallerImpl.reportRequestStats(context, elapsedRealtimeBefore	CODE

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…pi/src/main/java/android/location/LocationManager.java	981	// return false;	COMMENT
LOW	…pi/src/main/java/android/location/LocationManager.java	1001	// return false;	COMMENT
LOW	…/java/org/microg/gms/ui/SafetyNetAdvancedFragment.java	41	// private RadioButtonPreference radioOfficial;	COMMENT
LOW	…/java/org/microg/gms/ui/SafetyNetAdvancedFragment.java	61	// } else if (preference == radioSelfSigned) {	COMMENT
LOW	…/java/org/microg/gms/ui/SafetyNetAdvancedFragment.java	81	// protected Fragment getFragment() {	COMMENT
LOW	…src/main/kotlin/org/microg/gms/signin/SignInService.kt	101	// response = ResolveAccountResponse().apply {	COMMENT
LOW	…java/com/google/android/gms/fido/u2f/U2fApiClient.java	41	*/	COMMENT
LOW	…java/com/google/android/gms/fido/u2f/U2fApiClient.java	61	// * @param requestParams for the sign request	COMMENT
LOW	…com/google/android/gms/auth/api/identity/Identity.java	21	// * Returns a new instance of {@link AuthorizationClient}.	COMMENT

Verbosity Indicators3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	…manticlocationhistory/db/backup/OdlhBackupProcessor.kt	175	// Step 1: Read previous sync snapshot	COMMENT
LOW⚡	…manticlocationhistory/db/backup/OdlhBackupProcessor.kt	179	// Step 2: Read current SQLite shard states	COMMENT
LOW⚡	…manticlocationhistory/db/backup/OdlhBackupProcessor.kt	183	// Step 3: Delta comparison	COMMENT

Structural Annotation Overuse3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	…manticlocationhistory/db/backup/OdlhBackupProcessor.kt	175	// Step 1: Read previous sync snapshot	COMMENT
LOW⚡	…manticlocationhistory/db/backup/OdlhBackupProcessor.kt	179	// Step 2: Read current SQLite shard states	COMMENT
LOW⚡	…manticlocationhistory/db/backup/OdlhBackupProcessor.kt	183	// Step 3: Delta comparison	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/gms/common/GooglePlayServicesRepairableException.java	17	* {@link #getConnectionStatusCode()} in conjunction with {@link GoogleApiAvailability#getErrorDialog(android.app.Activi	COMMENT
MEDIUM	…main/java/org/microg/gms/maps/vtm/MapFragmentImpl.java	74	// TOOD: Certainly does not belong here and this way	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/java/com/android/billingclient/api/BillingClient.java	38	* When you are done with this object, don't forget to call {@link #endConnection} to ensure proper cleanup. This object	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…/org/microg/gms/accountaction/AccountActionActivity.kt	117	"admin@example.com",	CODE

microg/GmsCore

Open-Source Code Quality, Security and Technical Debt Review