1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.9K

Stars

PHP

Language

153.0K

Lines of Code

761

Files

138

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 2.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 63 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 41 finding(s).

Agent Over-Engineering Ratio 4.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 75 finding(s).

PR Review Velocity Impact 6.0/100 · LOW

Which changes need focused human review? 138 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 0HIGH 7MEDIUM 9LOW 122

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 138 distinct pattern matches across 14 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.

Hyper-Verbose Identifiers41 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW	tests/Unit/ExifDateParseTest.php	55	public function testFormatWithEmbeddedOffset(): void	CODE
LOW	tests/Unit/ExifDateParseTest.php	64	public function testTimezoneOffsetTimeOriginal(): void	CODE
LOW⚡	tests/Unit/ExifDateParseTest.php	94	public function testInvalidTimezoneFallbackToUtc(): void	CODE
LOW⚡	tests/Unit/ExifDateParseTest.php	104	public function testVideoPrefersCreateDate(): void	CODE
LOW⚡	tests/Unit/ExifDateParseTest.php	114	public function testImagePrefersDateTimeOriginal(): void	CODE
LOW⚡	tests/Unit/ExifDateParseTest.php	124	public function testFallsBackToCreateDate(): void	CODE
LOW⚡	tests/Unit/ExifDateParseTest.php	131	public function testEmbeddedOffsetDefinesInstant(): void	CODE
LOW⚡	tests/Unit/ExifDateParseTest.php	143	public function testTrailingDstSuffixWithOffset(): void	CODE
LOW⚡	tests/Unit/ExifDateParseTest.php	153	public function testTrailingStdSuffixWithOffset(): void	CODE
LOW⚡	tests/Unit/ExifDateParseTest.php	162	public function testTrailingDstSuffixWithSubseconds(): void	CODE
LOW	tests/Unit/ExifDateParseTest.php	188	public function testRejectsQuickTimeZeroDate(): void	CODE
LOW	tests/Unit/MigrateGoogleTakeoutTest.php	65	public function testZeroAndEmptyValuesAreOmitted(): void	CODE
LOW	tests/Unit/ExifExtractTest.php	660	public function testSetExifVideoWithLocationInformation(): void	CODE
LOW	tests/Unit/BinExtTempBinTest.php	21	public function testGetTempBinCopiesAndCaches(): void	CODE
LOW	tests/Unit/BinExtTempBinTest.php	36	public function testGetTempBinNeedsNoWritability(): void	CODE
LOW	lib/Exif.php	67	public function restartStaticExiftoolProc(): void	CODE
LOW	lib/Exif.php	493	private function initializeStaticExiftoolProc(): void	CODE
LOW	lib/Exif.php	506	private function getExifFromLocalPathWithStaticProc(string $path): array	CODE
LOW	lib/Exif.php	543	private function getExifFromLocalPathWithSeparateProc(string $path, array $extraArgs = []): array	CODE
LOW	lib/Settings/SystemConfig.php	374	public function facerecognitionIsInstalled(): bool	CODE
LOW	lib/Settings/SystemConfig.php	386	public function previewGeneratorIsEnabled(): bool	CODE
LOW	lib/ClustersBackend/FaceRecognitionBackend.php	267	private function getFaceRecognitionClusters(int $fileid = 0): array	CODE
LOW	lib/ClustersBackend/FaceRecognitionBackend.php	334	private function getFaceRecognitionPersons(int $fileid = 0): array	CODE
LOW	lib/Controller/PublicController.php	279	private function getSingleItemInitialState(\OCP\Files\File $file): array	CODE
LOW	lib/Controller/ArchiveController.php	183	private function getOrCreateFolder(Folder $parent, string $name, int $tries = 3): Folder	CODE
LOW	lib/Db/CTEParams.php	82	public static function getFolderNameBlocklistCount(IQueryBuilder $query): int	CODE
LOW	lib/Service/FileRobotMagick.php	531	private function applyFilterNinteenSeventySeven(): void	CODE
LOW	lib/Service/FileRobotMagick.php	593	private function applyBaseFilterBrightness(float $value): void	CODE
LOW	lib/Service/FileRobotMagick.php	612	private function applyBaseFilterSaturation(float $value): void	CODE
LOW	lib/Service/FileRobotMagick.php	655	private function applyBaseFilterColorFilter(float $r, float $g, float $b, float $v): void	CODE
LOW	src/components/Settings.vue	456	async function updateShowOwnerNameTimeline(val: boolean) {	CODE
LOW	src/components/Settings.vue	493	async function updateMetadataInSlideshow(val: boolean) {	CODE
LOW	src/components/Settings.vue	497	async function updateSkipViewerDeleteConfirm(val: boolean) {	CODE
LOW	src/components/SelectionManager.vue	1039	async function removeSelectionFromPerson(sel: Selection) {	CODE
LOW	src/components/Timeline.vue	1838	async function deleteFromViewWithAnimation(delPhotos: IPhoto[]) {	CODE
LOW	src/services/route-state.ts	62	export function disableRouterStatePersistence(key: string): string {	CODE
LOW	src/services/video/codec.ts	39	export function getPlayableVideoCodecsSync(): string[] \| undefined {	CODE
LOW	src/services/video/codec.ts	43	async function detectPlayableVideoCodecs(): Promise<string[]> {	CODE
LOW	src/services/dav/face.ts	30	export async function faceRecognitionUpdatePerson(name: string, params: object, opts?: AbortOpts) {	CODE
LOW	src/services/dav/face.ts	47	export async function faceRecognitionRenamePerson(name: string, target: string, opts?: AbortOpts) {	CODE
LOW	src/services/dav/face.ts	56	export async function faceRecognitionSetPersonVisibility(name: string, visible: boolean, opts?: AbortOpts) {	CODE

Unused Imports37 hits · 37 pts

Severity	File	Line	Context
LOW	lens/nextcloud/__init__.py	3	CODE
LOW	lens/nextcloud/__init__.py	3	CODE
LOW	lens/nextcloud/__init__.py	3	CODE
LOW	lens/nextcloud/__init__.py	3	CODE
LOW	lens/nextcloud/__init__.py	3	CODE
LOW	lens/nextcloud/__init__.py	3	CODE
LOW	lens/nextcloud/__init__.py	3	CODE
LOW	lens/nextcloud/__init__.py	3	CODE
LOW	lens/nextcloud/__init__.py	13	CODE
LOW	lens/nextcloud/__init__.py	13	CODE
LOW	lens/nextcloud/__init__.py	13	CODE
LOW	lens/models/__init__.py	3	CODE
LOW	lens/models/__init__.py	4	CODE
LOW	lens/models/__init__.py	5	CODE
LOW	lens/models/__init__.py	6	CODE
LOW	lens/models/__init__.py	6	CODE
LOW	lens/models/__init__.py	7	CODE
LOW	lens/index/__init__.py	3	CODE
LOW	lens/index/__init__.py	4	CODE
LOW	lens/index/__init__.py	5	CODE
LOW	lens/routes/context.py	9	CODE
LOW	lens/routes/context.py	9	CODE
LOW	lens/routes/context.py	10	CODE
LOW	lens/process/geo.py	8	CODE
LOW	lens/process/geo.py	9	CODE
LOW	lens/process/geo.py	10	CODE
LOW	lens/process/__init__.py	3	CODE
LOW	lens/process/__init__.py	3	CODE
LOW	lens/process/__init__.py	4	CODE
LOW	lens/store/__init__.py	5	CODE
LOW	lens/store/__init__.py	6	CODE
LOW	lens/store/__init__.py	6	CODE
LOW	lens/store/__init__.py	6	CODE
LOW	lens/store/__init__.py	7	CODE
LOW	lens/store/__init__.py	7	CODE
LOW	lens/store/__init__.py	8	CODE
LOW	lens/store/__init__.py	8	CODE

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	lens/models/embedding.py	local snapshot dir, namespaced by model id for multi-model caches.	STRING
HIGH	lens/models/sentence.py	local snapshot dir, namespaced by model id for multi-model caches.	STRING
HIGH	lens/models/schema.py	local snapshot dir, namespaced by model id for multi-model caches.	STRING
HIGH	lens/models/embedding.py	download the pinned snapshot (retries + backoff); fatal if unreachable and uncached.	STRING
HIGH	lens/models/sentence.py	download the pinned snapshot (retries + backoff); fatal if unreachable and uncached.	STRING
HIGH	lens/models/schema.py	download the pinned snapshot (retries + backoff); fatal if unreachable and uncached.	STRING

Decorative Section Separators6 hits · 22 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.examples/Docker/docker-compose.yml	1	# ===================================================================================================================	COMMENT
MEDIUM⚡	.examples/Docker/docker-compose.yml	3	# ===================================================================================================================	COMMENT
MEDIUM⚡	.examples/Docker/docker-compose.yml	21	# ===================================================================================================================	COMMENT
MEDIUM	scripts/e2e.sh	3	# ==============================================================================	COMMENT
MEDIUM	scripts/e2e.sh	5	# ==============================================================================	COMMENT
MEDIUM	scripts/e2e.sh	23	# ==============================================================================	COMMENT

Excessive Try-Catch Wrapping16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	lens/models/embedding.py	79	except Exception as exc: # noqa: BLE001	CODE
LOW	lens/models/sentence.py	76	except Exception as exc: # noqa: BLE001	CODE
LOW	lens/models/schema.py	94	except Exception as exc: # noqa: BLE001	CODE
LOW	lens/models/face.py	97	except Exception as exc: # noqa: BLE001	CODE
LOW	lens/index/index.py	28	except Exception:	CODE
LOW	lens/index/index.py	45	except Exception as exc: # noqa: BLE001	CODE
LOW	lens/index/index.py	81	except Exception as exc: # noqa: BLE001	CODE
LOW	lens/index/index.py	107	except Exception as exc: # noqa: BLE001	CODE
LOW	lens/index/index.py	167	except Exception:	CODE
LOW	lens/index/index.py	177	except Exception:	CODE
LOW	lens/index/index.py	202	except Exception:	CODE
LOW	lens/index/index.py	221	except Exception as exc: # noqa: BLE001	CODE
LOW	lens/index/index.py	264	except Exception:	CODE
LOW	lens/index/scan.py	63	except Exception as exc:	CODE
LOW	lens/routes/index.py	72	except Exception:	CODE
LOW	lens/routes/search.py	51	except Exception:	CODE

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	.examples/Docker/docker-compose.yml	1	# ===================================================================================================================	COMMENT
LOW	go-vod/ffmpeg/args.go	41	// QF is the quality factor: CRF (x264), global_quality (VA-API), CQ (NVENC).	COMMENT
LOW	go-vod/ffmpeg/args.go	61	VAAPI, VAAPILowPower bool	COMMENT
LOW	go-vod/ffmpeg/args.go	121	"-reconnect_delay_total_max", "30",	COMMENT
LOW	go-vod/ffmpeg/args.go	141	// aspect-preserving downscale (hardware scaler per backend, software	COMMENT
LOW	go-vod/ffmpeg/args.go	301	// rendition into servable MPEG-TS segments:	COMMENT
LOW	scripts/e2e.sh	1	#!/bin/bash	COMMENT
LOW	lib/Settings/SystemConfig.php	21	// to generate the default config page	COMMENT
LOW	lib/Db/LivePhoto.php	41	/** Get liveid from photo local file path */	COMMENT
LOW	lib/Db/LivePhoto.php	61	//	COMMENT
LOW	lib/Db/FsManager.php	161	// if this is a recursive query (e.g. timeline)	COMMENT

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	lens/nextcloud/client.py	62	CODE
LOW	lens/models/face.py	77	CODE
LOW	lens/index/index.py	130	CODE
LOW	lens/index/scan.py	40	CODE
LOW	lens/index/scan.py	87	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	lens/nextcloud/client.py	116	except DaciteError:	CODE

Modern Structural Boilerplate5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	lens/nextcloud/__init__.py	15	__all__ = [	CODE
LOW	lens/models/__init__.py	9	__all__ = [	CODE
LOW	lens/index/__init__.py	7	__all__ = [	CODE
LOW	lens/process/__init__.py	6	__all__ = [	CODE
LOW	lens/store/__init__.py	10	__all__ = [	CODE

Self-Referential Comments1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.examples/Docker/docker-compose.yml	5	# This file is provided as an example only and is not intended to be used as-is.	COMMENT

Slop Phrases1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.examples/Docker/docker-compose.yml	14	# If you intend to use a second reverse proxy for TLS, you can use this example:	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	go-vod/entrypoint.sh	31	# Check if the current working directory is writable	COMMENT
LOW	scripts/e2e.sh	163	# Check if a user exists	COMMENT
LOW	scripts/patch-external.sh	9	# Check if the script is called from the root folder of the project.	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/typings/cluster.d.ts	9	export type ClusterTypes = 'tags' \| 'albums' \| 'places' \| 'recognize' \| 'facerecognition' \| 'plus' \| 'placeholder';	CODE
LOW	src/components/ClusterGrid.vue	128	case 'placeholder':	CODE
LOW	src/components/frame/Cluster.vue	105	return props.data.cluster_type === 'placeholder';	CODE
LOW	src/services/dav/clusters.ts	23	cluster_type: 'placeholder' as const,	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/e2e.sh	224	# Main entrypoint orchestrating full execution	COMMENT

pulsejet/memories

Open-Source Code Quality, Security and Technical Debt Review