22.1

Adjusted Signal

22.1

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

7.9K

Stars

Kotlin

Language

158.4K

Lines of Code

682

Files

361

Pattern Hits

2026-10-31

Scan Date

0.44

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 1.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 46 finding(s).

Hallucinated Dependency & Supply Chain Risk 65.9/100 · HIGH

Are imports declared and package/API names verified? 303 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 33 finding(s).

PR Review Velocity Impact 62.1/100 · HIGH

Which changes need focused human review? 361 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 297HIGH 4MEDIUM 9LOW 51

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 361 distinct pattern matches across 11 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 Indicators297 hits · 3400 pts

Severity	File	Line	Snippet	Context
CRITICAL	…rc/test/java/com/bitchat/android/ui/ChatUIUtilsTest.kt	180	private fun androidx.compose.ui.graphics.Color.isSpecified() =	CODE
CRITICAL	…hat/android/ui/MeshDelegateHandlerStateContractTest.kt	43	com.bitchat.android.services.AppStateStore.clear()	CODE
CRITICAL	…hat/android/ui/MeshDelegateHandlerStateContractTest.kt	71	com.bitchat.android.services.AppStateStore.clear()	CODE
CRITICAL	…bitchat/android/nostr/GeohashMessageHandlerSpamTest.kt	34	com.bitchat.android.services.AppStateStore.clear()	CODE
CRITICAL	…bitchat/android/nostr/GeohashMessageHandlerSpamTest.kt	52	com.bitchat.android.services.AppStateStore.clear()	CODE
CRITICAL	…at/android/nostr/GeohashMessageHandlerSignatureTest.kt	42	com.bitchat.android.services.AppStateStore.clear()	CODE
CRITICAL	…at/android/nostr/GeohashMessageHandlerSignatureTest.kt	59	com.bitchat.android.services.AppStateStore.clear()	CODE
CRITICAL⚡	app/src/main/java/com/bitchat/android/MainActivity.kt	115	com.bitchat.android.service.AppShutdownCoordinator.cancelPendingShutdown()	CODE
CRITICAL⚡	app/src/main/java/com/bitchat/android/MainActivity.kt	124	meshService = com.bitchat.android.service.MeshServiceHolder.getOrCreate(applicationContext)	CODE
CRITICAL⚡	app/src/main/java/com/bitchat/android/MainActivity.kt	125	unifiedMeshService = com.bitchat.android.service.MeshServiceHolder.getUnifiedOrCreate(applicationContext)	CODE
CRITICAL	app/src/main/java/com/bitchat/android/MainActivity.kt	397	val bleRequired = try { com.bitchat.android.ui.debug.DebugPreferenceManager.getBleEnabled(true) } catch (_: Exce	CODE
CRITICAL	app/src/main/java/com/bitchat/android/MainActivity.kt	436	!com.bitchat.android.onboarding.BackgroundLocationPreferenceManager.isSkipped(this@MainActivity)	CODE
CRITICAL	app/src/main/java/com/bitchat/android/MainActivity.kt	499	com.bitchat.android.wifiaware.WifiAwareController.startIfPossible()	CODE
CRITICAL	app/src/main/java/com/bitchat/android/MainActivity.kt	564	val bleRequired2 = try { com.bitchat.android.ui.debug.DebugPreferenceManager.getBleEnabled(true) } catch (_: Exc	CODE
CRITICAL	app/src/main/java/com/bitchat/android/MainActivity.kt	606	com.bitchat.android.service.MeshForegroundService.start(applicationContext)	CODE
CRITICAL	app/src/main/java/com/bitchat/android/MainActivity.kt	690	com.bitchat.android.nostr.LocationNotesInitializer.initialize(this@MainActivity)	CODE
CRITICAL	app/src/main/java/com/bitchat/android/MainActivity.kt	731	com.bitchat.android.service.AppShutdownCoordinator.cancelPendingShutdown()	CODE
CRITICAL	app/src/main/java/com/bitchat/android/MainActivity.kt	759	val bleRequired = try { com.bitchat.android.ui.debug.DebugPreferenceManager.getBleEnabled(true) } catch (_:	CODE
CRITICAL	app/src/main/java/com/bitchat/android/MainActivity.kt	777	com.bitchat.android.wifiaware.WifiAwareController.startIfPossible()	CODE
CRITICAL	app/src/main/java/com/bitchat/android/MainActivity.kt	838	val channelId = com.bitchat.android.geohash.ChannelID.Location(geohashChannel)	CODE
CRITICAL	…rc/main/java/com/bitchat/android/BitchatApplication.kt	17	com.bitchat.android.mesh.PowerManager.getInstance(this).start()	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	29	try { com.bitchat.android.nostr.LocationNotesInitializer.initialize(this) } catch (_: Exception) { }	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	33	com.bitchat.android.favorites.FavoritesPersistenceService.initialize(this)	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	40	com.bitchat.android.services.AppStateStore.initializeConversationPersistence(this)	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	45	com.bitchat.android.nostr.NostrIdentityBridge.getCurrentNostrIdentity(this)	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	49	com.bitchat.android.spam.SpamFilterPreferences.init(this)	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	55	com.bitchat.android.ui.theme.ChatUiModeManager.init(this)	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	58	try { com.bitchat.android.ui.debug.DebugPreferenceManager.init(this) } catch (_: Exception) { }	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	62	val enabled = com.bitchat.android.ui.debug.DebugPreferenceManager.getWifiAwareEnabled(false)	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	63	com.bitchat.android.wifiaware.WifiAwareController.initialize(this, enabled)	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	68	com.bitchat.android.nostr.GeohashAliasRegistry.initialize(this)	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	69	com.bitchat.android.nostr.GeohashConversationRegistry.initialize(this)	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	74	try { com.bitchat.android.nostr.NostrBackgroundRuntime.initialize(this) } catch (_: Exception) { }	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	77	try { com.bitchat.android.service.MeshServicePreferences.init(this) } catch (_: Exception) { }	CODE
CRITICAL⚡	…rc/main/java/com/bitchat/android/BitchatApplication.kt	80	try { com.bitchat.android.service.MeshForegroundService.start(this) } catch (_: Exception) { }	CODE
CRITICAL	…/main/java/com/bitchat/android/mesh/PacketProcessor.kt	21	private val debugManager by lazy { try { com.bitchat.android.ui.debug.DebugSettingsManager.getInstance() } catch (e:	CODE
CRITICAL	…com/bitchat/android/mesh/BluetoothPacketBroadcaster.kt	85	val manager = com.bitchat.android.ui.debug.DebugSettingsManager.getInstance()	CODE
CRITICAL⚡	…com/bitchat/android/mesh/BluetoothGattServerManager.kt	57	com.bitchat.android.ui.debug.DebugSettingsManager.getInstance().bleEnabled.value	CODE
CRITICAL⚡	…com/bitchat/android/mesh/BluetoothGattServerManager.kt	59	try { com.bitchat.android.ui.debug.DebugPreferenceManager.getBleEnabled(true) } catch (_: Exception) { true	CODE
CRITICAL⚡	…com/bitchat/android/mesh/BluetoothGattServerManager.kt	65	(try { com.bitchat.android.ui.debug.DebugSettingsManager.getInstance().gattServerEnabled.value } catch (_: E	CODE
CRITICAL	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	219	try { com.bitchat.android.services.AppStateStore.setTransportPeers(transport.id, peerIDs) } catch (_: Ex	CODE
CRITICAL⚡	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	415	com.bitchat.android.services.AppStateStore.updatePrivateMessageStatus(	CODE
CRITICAL⚡	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	417	com.bitchat.android.model.DeliveryStatus.Delivered(peerID, java.util.Date())	CODE
CRITICAL⚡	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	425	com.bitchat.android.services.AppStateStore.updatePrivateMessageStatus(	CODE
CRITICAL⚡	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	427	com.bitchat.android.model.DeliveryStatus.Read(peerID, java.util.Date())	CODE
CRITICAL	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	787	data = com.bitchat.android.services.VerificationService.buildVerifyChallenge(noiseKeyHex, nonceA)	CODE
CRITICAL	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	793	val tlv = com.bitchat.android.services.VerificationService.buildVerifyResponse(noiseKeyHex, nonceA) ?: return	CODE
CRITICAL	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	875	tlvPayload += com.bitchat.android.services.meshgraph.GossipTLV.encodeNeighbors(directPeersForGossip)	CODE
CRITICAL	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	877	com.bitchat.android.services.meshgraph.MeshGraphService.getInstance()	CODE
CRITICAL	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	891	try { com.bitchat.android.services.AppStateStore.setTransportDirectPeers(transport.id, localDirect) } catch	CODE
CRITICAL	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	893	com.bitchat.android.services.AppStateStore.getDirectPeers().ifEmpty { localDirect }	CODE
CRITICAL	app/src/main/java/com/bitchat/android/mesh/MeshCore.kt	1048	val path = com.bitchat.android.services.meshgraph.RoutePlanner.shortestPath(	CODE
CRITICAL	…c/main/java/com/bitchat/android/mesh/MessageHandler.kt	84	val noisePayload = com.bitchat.android.model.NoisePayload.decode(decryptedData)	CODE
CRITICAL	…c/main/java/com/bitchat/android/mesh/MessageHandler.kt	93	val privateMessage = com.bitchat.android.model.PrivateMessagePacket.decode(noisePayload.data)	CODE
CRITICAL⚡	…c/main/java/com/bitchat/android/mesh/MessageHandler.kt	128	val file = com.bitchat.android.model.BitchatFilePacket.decode(noisePayload.data)	CODE
CRITICAL⚡	…c/main/java/com/bitchat/android/mesh/MessageHandler.kt	132	val savedPath = com.bitchat.android.features.file.FileUtils.saveIncomingFile(appContext, file)	CODE
CRITICAL⚡	…c/main/java/com/bitchat/android/mesh/MessageHandler.kt	137	type = com.bitchat.android.features.file.FileUtils.messageTypeForMime(file.mimeType),	CODE
CRITICAL	…c/main/java/com/bitchat/android/mesh/MessageHandler.kt	353	val neighborsOrNull = com.bitchat.android.services.meshgraph.GossipTLV.decodeNeighborsFromAnnouncementPayloa	CODE
CRITICAL	…c/main/java/com/bitchat/android/mesh/MessageHandler.kt	354	com.bitchat.android.services.meshgraph.MeshGraphService.getInstance()	CODE
CRITICAL⚡	…c/main/java/com/bitchat/android/mesh/MessageHandler.kt	466	val isFileTransfer = com.bitchat.android.protocol.MessageType.fromValue(packet.type) == com.bitchat.android.	CODE
237 more matches not shown…

Hyper-Verbose Identifiers21 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	tools/release_gate/test_release_gate.py	102	def test_manifest_covers_every_release_category(self):	CODE
LOW⚡	tools/release_gate/test_release_gate.py	116	def test_documented_matrix_template_is_schema_valid_but_not_runnable(self):	CODE
LOW⚡	tools/release_gate/test_release_gate.py	122	def test_matrix_enforces_distinct_api_manufacturer_and_counterpart_clients(self):	CODE
LOW⚡	tools/release_gate/test_release_gate.py	132	def test_privacy_policy_rejects_identifiers_paths_addresses_and_long_ids(self):	CODE
LOW	tools/release_gate/test_release_gate.py	146	def test_initialize_creates_disposable_fixtures_and_pending_results(self):	CODE
LOW	tools/release_gate/test_release_gate.py	174	def test_record_requires_structured_evidence_and_rejects_pii(self):	CODE
LOW	tools/release_gate/test_release_gate.py	206	def test_complete_run_requires_all_evidence_traces_and_endurance_bounds(self):	CODE
LOW	tools/release_gate/test_release_gate.py	258	def test_manifest_tampering_after_initialization_is_detected(self):	CODE
LOW	tools/release_gate/test_release_gate.py	268	def test_trace_accepts_only_aggregate_metrics(self):	CODE
LOW	tools/release_gate/test_release_gate.py	283	def test_evidence_parser_is_typed_and_privacy_checked(self):	CODE
LOW	tools/release_gate/test_release_gate.py	292	def test_adb_device_count_never_returns_selectors(self, _find_adb):	CODE
LOW	tools/release_gate/test_release_gate.py	303	def test_adb_probe_emits_only_logical_device_metadata(self, run_adb):	CODE
LOW	tools/release_gate/test_release_gate.py	316	def test_disposable_cleanup_targets_the_real_application_id(self, run_adb):	CODE
LOW	tools/release_gate/test_release_gate.py	336	def test_resource_snapshot_returns_only_aggregate_metrics(self, run_adb):	CODE
LOW	tools/release_gate/mesh_lab.py	320	def make_private_media_fixtures(directory: Path, seed: int = 7331) -> dict[str, dict]:	CODE
LOW	tools/release_gate/mesh_lab.py	384	def wait_for_mutual_discovery(a: Device, b: Device) -> None:	CODE
LOW	tools/release_gate/mesh_lab.py	427	def scenario_favorite_verification(a: Device, b: Device) -> dict:	CODE
LOW	tools/release_gate/mesh_lab.py	788	def scenario_session_recovery(a: Device, b: Device) -> dict:	CODE
LOW	tools/release_gate/android_lab.py	109	def prepare_disposable_device(serial: str, confirmed: bool) -> None:	CODE
LOW	tools/release_gate/android_lab.py	118	def collect_resource_snapshot(serial: str) -> dict[str, int \| bool]:	CODE
LOW	app/src/main/java/com/bitchat/android/ui/DataManager.kt	13	class DataManager(private val context: Context) {	CODE

Decorative Section Separators6 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/arti-build/build-arti.sh	22	# ==============================================================================	COMMENT
MEDIUM⚡	tools/arti-build/build-arti.sh	24	# ==============================================================================	COMMENT
MEDIUM	tools/arti-build/build-arti.sh	138	# ==============================================================================	COMMENT
MEDIUM	tools/arti-build/build-arti.sh	140	# ==============================================================================	COMMENT
MEDIUM	tools/arti-build/build-arti.sh	606	# ==============================================================================	COMMENT
MEDIUM	tools/arti-build/build-arti.sh	608	# ==============================================================================	COMMENT

Over-Commented Block16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	tools/arti-build/build-arti.sh	1	#!/usr/bin/env bash	COMMENT
LOW	app/src/test/kotlin/com/bitchat/FileTransferTest.kt	321	// Additional assertions would test different file types	COMMENT
LOW	…com/bitchat/android/mesh/BluetoothConnectionManager.kt	241	// try {	COMMENT
LOW	…/main/java/com/bitchat/android/ui/MessageComponents.kt	261	// A fresh scroll position per conversation. Sharing one state meant a switch inherited the	COMMENT
LOW	…itchat/android/noise/southernstorm/crypto/NewHope.java	721	1036095,929607,995151,962391,896859,1027935,946023,1011567,	COMMENT
LOW	…om/bitchat/android/services/MessageRetentionService.kt	1	//package com.bitchat.android.services	COMMENT
LOW	…om/bitchat/android/services/MessageRetentionService.kt	21	// companion object {	COMMENT
LOW	…om/bitchat/android/services/MessageRetentionService.kt	41	// retentionDir.mkdirs()	COMMENT
LOW	…om/bitchat/android/services/MessageRetentionService.kt	61	// prefs.edit().putStringSet(KEY_FAVORITE_CHANNELS, currentFavorites).apply()	COMMENT
LOW	…om/bitchat/android/services/MessageRetentionService.kt	81	//	COMMENT
LOW	…om/bitchat/android/services/MessageRetentionService.kt	101	// return@withContext	COMMENT
LOW	…om/bitchat/android/services/MessageRetentionService.kt	121	// if (!isChannelBookmarked(channel)) {	COMMENT
LOW	…om/bitchat/android/services/MessageRetentionService.kt	141	// channelFile.delete()	COMMENT
LOW	…om/bitchat/android/services/MessageRetentionService.kt	161	//	COMMENT
LOW	…om/bitchat/android/services/MessageRetentionService.kt	181	// }	COMMENT
LOW	…om/bitchat/android/services/MessageRetentionService.kt	201	//	COMMENT

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	tools/release_gate/mesh_lab.py	143	except Exception:	CODE
HIGH	tools/release_gate/mesh_lab.py	252	except Exception:	CODE
HIGH	tools/release_gate/mesh_lab.py	770	except MeshLabError:	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…in/java/com/bitchat/android/ui/MessageSpecialParser.kt	62	// 1) Use Android's WEB_URL for robust detection of http(s) and www.*	COMMENT
MEDIUM	…in/java/com/bitchat/android/protocol/BinaryProtocol.kt	385	// Try decode as-is first (robust when padding wasn't applied) - iOS fix	COMMENT
MEDIUM	…in/java/com/bitchat/android/nostr/NostrRelayManager.kt	91	// Persistent subscription tracking for robust reconnection	COMMENT

Unused Imports6 hits · 6 pts

Severity	File	Line	Context
LOW	tools/release_gate/mesh_lab.py	20	CODE
LOW	tools/release_gate/release_gate.py	10	CODE
LOW	tools/release_gate/android_lab.py	8	CODE
LOW	…reenshot-studio/scripts/validate_readme_screenshots.py	4	CODE
LOW	…-ui-visual-review/scripts/validate_capture_manifest.py	4	CODE
LOW	…s/android-ui-visual-review/scripts/upload_pr_images.py	4	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…in/java/com/bitchat/android/model/BitchatFilePacket.kt	63	val contentLenFieldLen = 4 // UInt32 for CONTENT TLV as requested	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	tools/release_gate/mesh_lab.py	938	CODE
LOW	tools/release_gate/mesh_lab.py	1011	CODE
LOW	tools/release_gate/release_gate.py	685	CODE
LOW	tools/release_gate/android_lab.py	178	CODE

Excessive Try-Catch Wrapping3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tools/release_gate/mesh_lab.py	143	except Exception:	CODE
LOW	tools/release_gate/mesh_lab.py	241	except Exception as error:	CODE
LOW	tools/release_gate/mesh_lab.py	252	except Exception:	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/arti-build/build-arti.sh	14	# Usage:	COMMENT

permissionlesstech/bitchat-android

Open-Source Code Quality, Security and Technical Debt Review