2.5

Adjusted Signal

2.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.7K

Stars

Java

Language

912.3K

Lines of Code

2.3K

Files

331

Pattern Hits

2026-10-31

Scan Date

0.07

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 0.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 159 finding(s).

Hallucinated Dependency & Supply Chain Risk 11.0/100 · LOW

Are imports declared and package/API names verified? 172 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 9.7/100 · LOW

Which changes need focused human review? 331 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 170HIGH 1MEDIUM 2LOW 158

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 331 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 Indicators170 hits · 2120 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	index.html	185	at io.requery.android.database.sqlite.SQLiteConnection.nativeExecute(SourceFile:-2)	CODE
CRITICAL⚡	index.html	186	at io.requery.android.database.sqlite.SQLiteConnection.execute(SQLiteConnection:595)	CODE
CRITICAL⚡	index.html	187	at io.requery.android.database.sqlite.SQLiteSession.endTransactionUnchecked(SQLiteSession:447)	CODE
CRITICAL⚡	index.html	188	at io.requery.android.database.sqlite.SQLiteSession.endTransaction(SQLiteSession:411)	CODE
CRITICAL⚡	index.html	189	at io.requery.android.database.sqlite.SQLiteDatabase.endTransaction(SQLiteDatabase:551)	CODE
CRITICAL⚡	FAQ.md	192	at io.requery.android.database.sqlite.SQLiteConnection.nativeExecute(SourceFile:-2)	CODE
CRITICAL⚡	FAQ.md	193	at io.requery.android.database.sqlite.SQLiteConnection.execute(SQLiteConnection:595)	CODE
CRITICAL⚡	FAQ.md	194	at io.requery.android.database.sqlite.SQLiteSession.endTransactionUnchecked(SQLiteSession:447)	CODE
CRITICAL⚡	FAQ.md	195	at io.requery.android.database.sqlite.SQLiteSession.endTransaction(SQLiteSession:411)	CODE
CRITICAL⚡	FAQ.md	196	at io.requery.android.database.sqlite.SQLiteDatabase.endTransaction(SQLiteDatabase:551)	CODE
CRITICAL	app/src/main/java/androidx/room/TableInfo.java	694	? Collections.nCopies(columns.size(), androidx.room.Index.Order.ASC.name())	CODE
CRITICAL	…java/androidx/emoji2/text/flatbuffer/MetadataList.java	34	public androidx.emoji2.text.flatbuffer.MetadataItem.Vector listVector() { return listVector(new androidx.emoji2.text.f	CODE
CRITICAL	app/src/main/java/javax/mail/EventQueue.java	165	at java.util.concurrent.locks.AbstractQueuedSynchronizer.acquireInterruptibly(AbstractQueuedSynchronizer.java:1248)	CODE
CRITICAL	app/src/main/java/javax/mail/EventQueue.java	166	at java.util.concurrent.locks.ReentrantLock.lockInterruptibly(ReentrantLock.java:344)	CODE
CRITICAL	app/src/main/java/javax/mail/internet/MimeUtility.java	1340	javax.mail.internet.MimeUtility.class.getResourceAsStream(	CODE
CRITICAL	app/src/main/java/eu/faircode/email/MessageHelper.java	4965	if (!org.apache.poi.hsmf.datatypes.MAPIProperty.RTF_COMPRESSED.equals(attr.getProperty()) &&	CODE
CRITICAL	app/src/main/java/eu/faircode/email/MessageHelper.java	4966	!org.apache.poi.hsmf.datatypes.MAPIProperty.BODY_HTML.equals(attr.getProperty()))	CODE
CRITICAL	app/src/main/java/eu/faircode/email/MessageHelper.java	5329	at com.sun.mail.util.ASCIIUtility.getBytes(ASCIIUtility:279)	CODE
CRITICAL	…p/src/main/java/eu/faircode/email/EditTextCompose.java	833	// at com.android.internal.inputmethod.EditableInputConnection.commitText(EditableInputConnection	COMMENT
CRITICAL	…/src/main/java/eu/faircode/email/EncryptionHelper.java	34	at org.apache.harmony.security.utils.JarUtils.verifySignature(JarUtils.java:223)	CODE
CRITICAL	app/src/main/java/eu/faircode/email/FragmentOAuth.java	440	at net.openid.appauth.browser.CustomTabManager.bind(SourceFile:27)	CODE
CRITICAL	app/src/main/java/eu/faircode/email/EditTextPlain.java	88	at com.android.internal.widget.EditableInputConnection.commitText(EditableInputConnection.ja	CODE
CRITICAL	app/src/main/java/eu/faircode/email/EditTextPlain.java	91	at com.android.internal.view.IInputConnectionWrapper.executeMessage(IInputConnectionWrapper.	CODE
CRITICAL	app/src/main/java/eu/faircode/email/EditTextPlain.java	113	at com.android.internal.view.IInputConnectionWrapper.executeMessage(IInputConnectionWrapper.ja	CODE
CRITICAL	app/src/main/java/eu/faircode/email/ActivityMain.java	424	java.lang.NullPointerException: Attempt to invoke virtual method 'int com.android.se	CODE
CRITICAL⚡	app/src/main/java/eu/faircode/email/ActivityMain.java	439	at com.android.internal.os.ZygoteInit.main(ZygoteInit.java:858)	CODE
CRITICAL⚡	app/src/main/java/eu/faircode/email/ActivityMain.java	444	at com.android.server.am.TaskChangeNotificationController.forAllLocalListeners(T	CODE
CRITICAL⚡	app/src/main/java/eu/faircode/email/ActivityMain.java	445	at com.android.server.am.TaskChangeNotificationController.notifyTaskStackChanged	CODE
CRITICAL	app/src/main/java/eu/faircode/email/Helper.java	1371	E AndroidRuntime: at com.android.internal.os.ZygoteInit.main(ZygoteInit.java:971)	CODE
CRITICAL⚡	app/src/main/java/eu/faircode/email/Helper.java	2783	at com.android.internal.view.menu.MenuBuilder.dispatchMenuItemSelected(MenuB	CODE
CRITICAL⚡	app/src/main/java/eu/faircode/email/Helper.java	2784	at com.android.internal.view.menu.MenuItemImpl.invoke(MenuItemImpl.java:157)	CODE
CRITICAL⚡	app/src/main/java/eu/faircode/email/Helper.java	2785	at com.android.internal.view.menu.MenuBuilder.performItemAction(MenuBuilder.	CODE
CRITICAL⚡	app/src/main/java/eu/faircode/email/Helper.java	2786	at com.android.internal.view.menu.MenuBuilder.performItemAction(MenuBuilder.	CODE
CRITICAL	app/src/main/java/eu/faircode/email/Helper.java	3370	at androidx.core.hardware.fingerprint.FingerprintManagerCompat.isHardwareDetected(SourceFile:3)	CODE
CRITICAL	app/src/main/java/eu/faircode/email/Helper.java	3627	at com.android.internal.os.ZygoteInit.main(ZygoteInit.java:941)	CODE
CRITICAL	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	1115	at com.android.internal.os.ZygoteInit.main(ZygoteInit.java:858)	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	1986	at com.sun.mail.imap.IMAPFolder.open(SourceFile:61)	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	1987	at com.sun.mail.imap.IMAPFolder.open(SourceFile:1)	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	1993	at com.sun.mail.iap.Protocol.handleResult(SourceFile:8)	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	1994	at com.sun.mail.imap.protocol.IMAPProtocol.select(SourceFile:19)	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	1995	at com.sun.mail.imap.IMAPFolder.open(SourceFile:16)	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2004	at com.sun.mail.imap.IMAPFolder.open(SourceFile:61)	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2005	at com.sun.mail.imap.IMAPFolder.open(SourceFile:1)	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2016	at com.sun.mail.iap.Protocol.handleResult(SourceFile:8)	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2017	at com.sun.mail.imap.protocol.IMAPProtocol.select(SourceFile:19)	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2018	at com.sun.mail.imap.IMAPFolder.open(SourceFile:16)	CODE
CRITICAL	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2117	at com.sun.mail.imap.IMAPFolder.handleIdle(SourceFile:252)	CODE
CRITICAL	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2118	at com.sun.mail.imap.IMAPFolder.idle(SourceFile:7)	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2383	at com.sun.mail.imap.IMAPFolder.open(SourceF	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2384	at com.sun.mail.imap.IMAPFolder.open(SourceF	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2393	at com.sun.mail.iap.Protocol.handleResult(So	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2394	at com.sun.mail.imap.protocol.IMAPProtocol.s	CODE
CRITICAL⚡	…rc/main/java/eu/faircode/email/ServiceSynchronize.java	2395	at com.sun.mail.imap.IMAPFolder.open(SourceF	CODE
CRITICAL⚡	app/src/main/java/eu/faircode/email/StyleHelper.java	1933	at androidx.core.content.res.ResourcesCompat.loadFont(SourceFile:17)	CODE
CRITICAL⚡	app/src/main/java/eu/faircode/email/StyleHelper.java	1934	at androidx.core.content.res.ResourcesCompat.loadFont(SourceFile:3)	CODE
CRITICAL⚡	app/src/main/java/eu/faircode/email/StyleHelper.java	1935	at androidx.core.content.res.ResourcesCompat.getFont(SourceFile:2)	CODE
CRITICAL	…p/src/main/java/eu/faircode/email/FixedScrollView.java	94	at com.android.internal.policy.DecorView.onLayout(DecorView.java:889)	CODE
CRITICAL	app/src/main/java/eu/faircode/email/Core.java	2837	06-21 10:02:38.035 9927 10024 E fairemail: at com.sun.mail.imap.IMAPStore.newIMAPFolder(Source	CODE
CRITICAL	app/src/main/java/eu/faircode/email/Core.java	2838	06-21 10:02:38.035 9927 10024 E fairemail: at com.sun.mail.imap.DefaultFolder.listSubscribed(S	CODE
CRITICAL	app/src/main/java/eu/faircode/email/Core.java	3816	at com.sun.mail.pop3.POP3Message.loadHeaders(SourceFile:15)	CODE
110 more matches not shown…

Over-Commented Block153 hits · 152 pts

Severity	File	Line	Snippet	Context
LOW	app/src/extra/java/eu/faircode/email/Bimi.java	241	// https://datatracker.ietf.org/doc/html/rfc3709#page-6	COMMENT
LOW	app/src/main/java/androidx/emoji2/text/EmojiCompat.java	561	@SuppressWarnings("GuardedBy") // same rationale as double-check lock	COMMENT
LOW	…/androidx/recyclerview/selection/SelectionTracker.java	781	ResetManager<K> resetMgr = new ResetManager<>();	COMMENT
LOW	app/src/main/java/eu/faircode/email/MessageHelper.java	381	// Flags	COMMENT
LOW	app/src/main/java/eu/faircode/email/MessageHelper.java	3221	// Stamp = From-domain By-domain Opt-info ";" FWS date-time	COMMENT
LOW	…/main/java/eu/faircode/email/AlarmManagerCompatEx.java	41	try {	COMMENT
LOW	…p/src/main/java/eu/faircode/email/EditTextCompose.java	821		COMMENT
LOW	app/src/main/java/eu/faircode/email/EmailProvider.java	781	Log.i("Name=" + display);	COMMENT
LOW	app/src/main/java/eu/faircode/email/Core.java	641	// com.sun.mail.iap.BadCommandException: BAD [TOOBIG] Message too large	COMMENT
LOW	app/src/main/java/eu/faircode/email/Core.java	661	// Fetch: BAD Error in IMAP command FETCH: Invalid messageset (n.nnn + n .nnn secs).	COMMENT
LOW	app/src/main/java/eu/faircode/email/Core.java	681	// Move: NO mailbox selected READ-ONLY	COMMENT
LOW	app/src/main/java/eu/faircode/email/Core.java	701	// Add: NO [OVERQUOTA] Quota exceeded (mailbox for user is full) (n.nnn + n.nnn secs).	COMMENT
LOW	…/src/main/java/eu/faircode/email/ConnectionHelper.java	761		COMMENT
LOW	app/src/main/java/eu/faircode/email/Log.java	381	}	COMMENT
LOW	app/src/main/java/eu/faircode/email/Log.java	401	// at android.os.BaseBundle.initializeFromParcelLocked(BaseBundle.java:273)	COMMENT
LOW	app/src/main/java/eu/faircode/email/Log.java	1601		COMMENT
LOW	app/src/main/java/eu/faircode/email/EmailService.java	181	// org.bouncycastle.jsse.client.dh.minimumPrimeBits: Integer property, default 2048,	COMMENT
LOW	app/src/main/java/eu/faircode/email/ApplicationEx.java	341	WorkerSync.init(this);	COMMENT
LOW	…c/main/java/eu/faircode/email/FragmentDialogPrint.java	481	PrintDocumentAdapter adapter = printWebView.createPrintDocumentAdapter(jobName);	COMMENT
LOW	app/src/main/jni/cld_3/protos/task_spec.pb.h	1	// Generated by the protocol buffer compiler. DO NOT EDIT!	COMMENT
LOW	app/src/main/jni/cld_3/protos/task_spec.pb.h	21		COMMENT
LOW	app/src/main/jni/cld_3/protos/sentence.pb.h	1	// Generated by the protocol buffer compiler. DO NOT EDIT!	COMMENT
LOW	app/src/main/jni/cld_3/protos/sentence.pb.h	21		COMMENT
LOW	app/src/main/jni/cld_3/protos/feature_extractor.pb.h	1	// Generated by the protocol buffer compiler. DO NOT EDIT!	COMMENT
LOW	app/src/main/jni/cld_3/protos/feature_extractor.pb.h	21		COMMENT
LOW	app/src/main/jni/cld_3/src/feature_types.h	21	#include <algorithm>	COMMENT
LOW	app/src/main/jni/cld_3/src/feature_types.h	61		COMMENT
LOW	app/src/main/jni/cld_3/src/feature_types.h	121	};	COMMENT
LOW	…/src/main/jni/cld_3/src/language_identifier_features.h	21	#include "feature_extractor.h"	COMMENT
LOW	…/src/main/jni/cld_3/src/language_identifier_features.h	41	FeatureValue GetDomainSize() const override;	COMMENT
LOW	…/src/main/jni/cld_3/src/language_identifier_features.h	81	// in the input). Otherwise, weighs each unique ngram by (ngram count) /	COMMENT
LOW	app/src/main/jni/cld_3/src/casts.h	21	#ifndef CASTS_H_	COMMENT
LOW	app/src/main/jni/cld_3/src/casts.h	41	// int i = * reinterpret_cast<int*>(&f); // WRONG	COMMENT
LOW	app/src/main/jni/cld_3/src/casts.h	61	//	COMMENT
LOW	app/src/main/jni/cld_3/src/unicodetext.h	1	// Copyright (C) 2006 Google Inc.	COMMENT
LOW	app/src/main/jni/cld_3/src/unicodetext.h	21	#include <utility>	COMMENT
LOW	app/src/main/jni/cld_3/src/unicodetext.h	41	// 0x10FFFF], but UnicodeText has the additional restriction that it	COMMENT
LOW	app/src/main/jni/cld_3/src/fml_parser.h	21	//	COMMENT
LOW	app/src/main/jni/cld_3/src/registry.h	21	//	COMMENT
LOW	app/src/main/jni/cld_3/src/registry.h	41	//	COMMENT
LOW	app/src/main/jni/cld_3/src/workspace.h	21	#define WORKSPACE_H_	COMMENT
LOW	app/src/main/jni/cld_3/src/float16.h	21	#include "base.h"	COMMENT
LOW	app/src/main/jni/cld_3/src/feature_extractor.h	21	// A feature extractor consists of a hierarchy of feature functions. Each	COMMENT
LOW	app/src/main/jni/cld_3/src/feature_extractor.h	41	#include <string>	COMMENT
LOW	app/src/main/jni/cld_3/src/feature_extractor.h	121	// The generic feature extractor is the type-independent part of a feature	COMMENT
LOW	app/src/main/jni/cld_3/src/feature_extractor.h	201		COMMENT
LOW	app/src/main/jni/cld_3/src/feature_extractor.h	321	// OBJ: The "object" from which features are extracted; e.g., a sentence. This	COMMENT
LOW	app/src/main/jni/cld_3/src/feature_extractor.h	381	// are of type NES, which may be different from the type of the parent function.	COMMENT
LOW	…p/src/main/jni/cld_3/src/embedding_feature_extractor.h	21	#include <vector>	COMMENT
LOW	app/src/main/jni/cld_3/src/nnet_language_identifier.h	21	#include "base.h"	COMMENT
LOW	app/src/main/jni/cld_3/src/nnet_language_identifier.h	81	// bytes and max_num_bytes_. If N is less than min_num_bytes_ long, then this	COMMENT
LOW	app/src/main/jni/cld_3/src/nnet_language_identifier.h	161	ContinuousBagOfNgramsFunction ngram_function_;	COMMENT
LOW	app/src/main/jni/cld_3/src/relevant_script_feature.h	21	#include "sentence_features.h"	COMMENT
LOW	app/src/main/jni/cld_3/src/embedding_network_params.h	141	// are treated as repeated fields with 0 or 1 instances. As such, we have	COMMENT
LOW	app/src/main/jni/cld_3/src/embedding_network.h	21	#include "embedding_network_params.h"	COMMENT
LOW	app/src/main/jni/cld_3/src/base.h	41	#define CLD3_DISALLOW_COPY_AND_ASSIGN(TypeName) \	COMMENT
LOW	app/src/main/jni/cld_3/src/base.h	81	(__GNUC__ > 3 \|\| (__GNUC__ == 3 && __GNUC_MINOR__ >= 1))	COMMENT
LOW	app/src/main/jni/cld_3/src/script_span/stringpiece.h	1	// Copyright 2013 Google Inc. All Rights Reserved.	COMMENT
LOW	app/src/main/jni/cld_3/src/script_span/port.h	1	// Copyright 2013 Google Inc. All Rights Reserved.	COMMENT
LOW	app/src/main/jni/cld_3/src/script_span/port.h	21		COMMENT
93 more matches not shown…

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…dx/recyclerview/selection/DefaultSelectionTracker.java	363	// representation of it. But there are some nuanced areas cases where	COMMENT
MEDIUM	…idx/recyclerview/selection/GestureSelectionHelper.java	152	// Essentially, since this means all gesture movement is over, reset everything and apply	COMMENT

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	FAQ.md	1505	If you can't solve the problem, [please contact me](#get-support), and I'll explain how to send the debug info for a pro	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	app/src/main/res/layout/include_message_addresses.xml	364	android:text="user@example.org"	CODE
LOW	decrypt/purify.min.js	2	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&define	CODE

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	app/src/main/java/javax/mail/internet/MimeBodyPart.java	1690	static class MimePartDataHandler extends DataHandler {	CODE
LOW	app/src/main/java/javax/activation/DataHandler.java	69	public class DataHandler /implements Transferable/ {	CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	app/src/main/java/javax/mail/package.html	67	Don't forget to see the	CODE

M66B/FairEmail

Open-Source Code Quality, Security and Technical Debt Review