1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

30.5K

Stars

Kotlin

Language

52.2K

Lines of Code

253

Files

Pattern Hits

2026-10-31

Scan Date

0.00

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 4.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 48 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 6.7/100 · LOW

Which changes need focused human review? 59 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 1HIGH 0MEDIUM 2LOW 56

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 59 distinct pattern matches across 8 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 Block41 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	linux/logger.h	1	#pragma once	COMMENT
LOW	linux/main.cpp	1	#include <QSettings>	COMMENT
LOW	linux/main.cpp	21	#include "logger.h"	COMMENT
LOW	linux/trayiconmanager.cpp	1	#include "trayiconmanager.h"	COMMENT
LOW	linux/media/mediacontroller.cpp	1	#include "mediacontroller.h"	COMMENT
LOW	…/librepods/presentation/screens/CameraControlScreen.kt	21	//@Composable	COMMENT
LOW	…/librepods/presentation/screens/CameraControlScreen.kt	41	// viewModel.setCameraAction(action)	COMMENT
LOW	…/librepods/presentation/screens/CameraControlScreen.kt	61	// )	COMMENT
LOW	…var/librepods/presentation/screens/HearingAidScreen.kt	161	)	COMMENT
LOW	…var/librepods/presentation/screens/HearingAidScreen.kt	181	// label = stringResource(R.string.adjust_media),	COMMENT
LOW	…ibrepods/presentation/screens/AirPodsSettingsScreen.kt	401	)	COMMENT
LOW	…ar/librepods/presentation/screens/AppSettingsScreen.kt	261	independent = true,	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	341	identifier = AACPManager.Companion.ControlCommandIdentifiers.VOLUME_SWIPE_INTERVAL,	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	361	// .fillMaxWidth()	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	381	// )	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	401	// })	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	421	// uncheckedBorderColor = Color.Transparent	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	441	// val mediaAnimatedBackgroundColor by animateColorAsState(	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	461	// 0xFFFFFFFF	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	481	// checkedBoxColor = Color.Transparent,	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	501	// .padding(12.dp), horizontalAlignment = Alignment.CenterHorizontally	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	521	// modifier = Modifier.padding(bottom = 4.dp)	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	541	// thumb = {	COMMENT
LOW	…ds/presentation/screens/AccessibilitySettingsScreen.kt	561	// )	COMMENT
LOW	…evar/librepods/presentation/screens/EqualizerScreen.kt	261	.fillMaxWidth()	COMMENT
LOW	…evar/librepods/presentation/screens/EqualizerScreen.kt	281	// ) {	COMMENT
LOW	…evar/librepods/presentation/screens/EqualizerScreen.kt	301	// }	COMMENT
LOW	…evar/librepods/presentation/screens/EqualizerScreen.kt	321	// style = TextStyle(	COMMENT
LOW	…brepods/presentation/components/CallControlSettings.kt	61	StyledListItem(	COMMENT
LOW	…brepods/presentation/components/CallControlSettings.kt	81	// onClick = {	COMMENT
LOW	…e/kavishdevar/librepods/billing/PlayBillingProvider.kt	161	it.products.contains(PREMIUM_PRODUCT_ID) &&	COMMENT
LOW	android/app/src/main/cpp/l2c_fcr_hook.cpp	21	#include <string>	COMMENT
LOW	android/app/src/main/cpp/xz/xz_dec_stream.c	1	// SPDX-License-Identifier: 0BSD	COMMENT
LOW	android/app/src/main/cpp/xz/xz_sha256.c	21	#define blk0(i) (W[i] = get_be32(&data[4 * i]))	COMMENT
LOW	android/app/src/main/cpp/xz/xz.h	401	*/	COMMENT
LOW	android/app/src/main/cpp/xz/xz_dec_bcj.c	701	case BCJ_POWERPC:	COMMENT
LOW	android/app/src/main/cpp/xz/xz_config.h	41		COMMENT
LOW	android/app/src/main/cpp/xz/xz_private.h	21	# ifdef CONFIG_XZ_DEC_X86	COMMENT
LOW	android/app/src/main/cpp/xz/xz_private.h	41	# endif	COMMENT
LOW	android/app/src/main/cpp/xz/xz_private.h	61	/* If no specific decoding mode is requested, enable support for all modes. */	COMMENT
LOW	android/app/src/main/cpp/xz/xz_private.h	81	# define DEC_IS_PREALLOC(mode) ((mode) == XZ_PREALLOC)	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…va/me/kavishdevar/librepods/presentation/theme/Type.kt	106	androidx.compose.ui.text.googlefonts.Font(	CODE

Excessive Try-Catch Wrapping5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	linux/hearing-aid-adjustments.py	167	except Exception as e:	CODE
LOW	linux/hearing-aid-adjustments.py	395	except Exception as e:	CODE
MEDIUM	linux/hearing-aid-adjustments.py	125	def _read_pdu(self) -> Optional[bytes]:	CODE
LOW	extras/proximity_keys.py	166	except Exception as e:	CODE
LOW	extras/proximity_keys.py	201	except Exception as e:	CODE

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	linux/hearing-aid-adjustments.py	188	def parse_hearing_aid_settings(data: bytes) -> Optional[HearingAidSettings]:	CODE
LOW	linux/hearing-aid-adjustments.py	244	def send_hearing_aid_settings(att_manager: ATTManager, settings: HearingAidSettings) -> None:	CODE
LOW	extras/proximity_keys.py	39	def parse_proximity_keys_response(data: bytes) -> Optional[List[Tuple[str, bytes]]]:	CODE
LOW	extras/proximity_keys.py	133	async def create_channel_and_exchange(conn: Any) -> None:	CODE

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	linux/hearing-aid-adjustments.py	6	CODE
LOW	linux/hearing-aid-adjustments.py	15	CODE
LOW	linux/hearing-aid-adjustments.py	15	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ar/librepods/presentation/navigation/NavigationRoot.kt	78	// is this a bad idea? probably. I can't think of a better way without having to pass around a shouldShowBackButton	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	linux/hearing-aid-adjustments.py	144		CODE
LOW	extras/proximity_keys.py	175		CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…hdevar/librepods/presentation/components/StyledList.kt	124	description = "Lorem ipsum dolor sit amet, consectetur adipiscing elit mollit anim id est laboru	CODE
LOW	…hdevar/librepods/presentation/components/StyledList.kt	124	description = "Lorem ipsum dolor sit amet, consectetur adipiscing elit mollit anim id est laboru	CODE

librepods-org/librepods

Open-Source Code Quality, Security and Technical Debt Review