1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

2.7K

Stars

Dart

Language

207.6K

Lines of Code

873

Files

206

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 4.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 198 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 6.1/100 · LOW

Which changes need focused human review? 206 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 4HIGH 2MEDIUM 4LOW 196

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 206 distinct pattern matches across 10 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 Block188 hits · 184 pts

Severity	File	Line	Snippet	Context
LOW	pubspec.yaml	1	name: fladder	COMMENT
LOW	linux/flutter/generated_plugin_registrant.h	1	//	COMMENT
LOW	lib/util/application_info.freezed.dart	21	}	COMMENT
LOW	lib/util/application_info.freezed.dart	101		COMMENT
LOW	lib/providers/directory_browser_provider.freezed.dart	81	? _self.loading	COMMENT
LOW	lib/providers/directory_browser_provider.freezed.dart	141		COMMENT
LOW	lib/providers/directory_browser_provider.freezed.dart	161	return $default(_that);	COMMENT
LOW	lib/providers/directory_browser_provider.freezed.dart	221	throw StateError('Unexpected subclass');	COMMENT
LOW	lib/providers/seerr_search_provider.freezed.dart	161	}	COMMENT
LOW	lib/providers/seerr_search_provider.freezed.dart	241		COMMENT
LOW	lib/providers/seerr_search_provider.freezed.dart	341	_that.certifications,	COMMENT
LOW	lib/providers/library_screen_provider.freezed.dart	101		COMMENT
LOW	lib/providers/library_screen_provider.freezed.dart	121	final _that = this;	COMMENT
LOW	lib/providers/library_screen_provider.freezed.dart	181	/// A variant of `when` that fallback to an `orElse` callback.	COMMENT
LOW	lib/providers/library_screen_provider.freezed.dart	241	case _LibraryScreenModel():	COMMENT
LOW	lib/providers/update_provider.freezed.dart	61	///	COMMENT
LOW	lib/providers/update_provider.freezed.dart	81	case _:	COMMENT
LOW	lib/providers/update_provider.freezed.dart	161	}	COMMENT
LOW	lib/providers/session_info_provider.freezed.dart	21	Map<String, dynamic> toJson();	COMMENT
LOW	lib/providers/session_info_provider.freezed.dart	81	}	COMMENT
LOW	lib/providers/session_info_provider.freezed.dart	101	case _SessionInfoModel() when $default != null:	COMMENT
LOW	lib/providers/session_info_provider.freezed.dart	161		COMMENT
LOW	…l_panel/control_device_discovery_provider.freezed.dart	101		COMMENT
LOW	…l_panel/control_device_discovery_provider.freezed.dart	121	case _ControlDeviceDiscoveryModel():	COMMENT
LOW	…l_panel/control_device_discovery_provider.freezed.dart	201	throw StateError('Unexpected subclass');	COMMENT
LOW	…s/control_panel/control_activity_provider.freezed.dart	161	}	COMMENT
LOW	…s/control_panel/control_activity_provider.freezed.dart	221	}	COMMENT
LOW	…s/control_panel/control_activity_provider.freezed.dart	241	case _ControlActivityModel() when $default != null:	COMMENT
LOW	…s/control_panel/control_activity_provider.freezed.dart	621	: isPaused // ignore: cast_nullable_to_non_nullable	COMMENT
LOW	…s/control_panel/control_activity_provider.freezed.dart	681	/// A variant of `map` that fallback to returning `null`.	COMMENT
LOW	…s/control_panel/control_activity_provider.freezed.dart	701	case _:	COMMENT
LOW	…s/control_panel/control_activity_provider.freezed.dart	761	}	COMMENT
LOW	…/control_panel/control_dashboard_provider.freezed.dart	101		COMMENT
LOW	…/control_panel/control_dashboard_provider.freezed.dart	121	final _that = this;	COMMENT
LOW	…/control_panel/control_dashboard_provider.freezed.dart	181	/// A variant of `when` that fallback to an `orElse` callback.	COMMENT
LOW	…/control_panel/control_dashboard_provider.freezed.dart	241	case _ControlDashboardModel():	COMMENT
LOW	…ders/control_panel/control_users_provider.freezed.dart	141	case _:	COMMENT
LOW	…ders/control_panel/control_users_provider.freezed.dart	261	throw StateError('Unexpected subclass');	COMMENT
LOW	…ers/control_panel/control_server_provider.freezed.dart	141	/// A `switch`-like method, using callbacks.	COMMENT
LOW	…ers/control_panel/control_server_provider.freezed.dart	161	return $default(_that);	COMMENT
LOW	…ers/control_panel/control_server_provider.freezed.dart	221	return $default(_that.name, _that.language, _that.availableLanguages, _that.cachePath, _that.metaDataPath,	COMMENT
LOW	…ers/control_panel/control_server_provider.freezed.dart	261	}	COMMENT
LOW	…/control_panel/control_libraries_provider.freezed.dart	121		COMMENT
LOW	…/control_panel/control_libraries_provider.freezed.dart	141	final _that = this;	COMMENT
LOW	…/control_panel/control_libraries_provider.freezed.dart	201	/// A variant of `when` that fallback to an `orElse` callback.	COMMENT
LOW	…/control_panel/control_libraries_provider.freezed.dart	241		COMMENT
LOW	…/control_panel/control_libraries_provider.freezed.dart	281	}	COMMENT
LOW	…control_panel/control_tuner_edit_provider.freezed.dart	181	/// A variant of `map` that fallback to returning `orElse`.	COMMENT
LOW	…control_panel/control_tuner_edit_provider.freezed.dart	201	return $default(_that);	COMMENT
LOW	…ers/control_panel/control_livetv_provider.freezed.dart	1	// GENERATED CODE - DO NOT MODIFY BY HAND	COMMENT
LOW	…ers/control_panel/control_livetv_provider.freezed.dart	61	as LiveTvOptions?,	COMMENT
LOW	…ers/control_panel/control_livetv_provider.freezed.dart	141	return null;	COMMENT
LOW	lib/providers/seerr/seerr_request_provider.freezed.dart	301	case _:	COMMENT
LOW	lib/providers/seerr/seerr_request_provider.freezed.dart	421	}	COMMENT
LOW	lib/providers/seerr/seerr_details_provider.freezed.dart	221	}	COMMENT
LOW	lib/providers/seerr/seerr_details_provider.freezed.dart	241	switch (_that) {	COMMENT
LOW	lib/models/seerr_credentials_model.freezed.dart	141	throw StateError('Unexpected subclass');	COMMENT
LOW	lib/models/seerr_credentials_model.freezed.dart	161	final _that = this;	COMMENT
LOW	lib/models/seerr_credentials_model.freezed.dart	221	return $default(_that.serverUrl, _that.apiKey, _that.sessionCookie,	COMMENT
LOW	lib/models/boxset_model.mapper.dart	61	static BaseItemKind? _$jellyType(BoxSetModel v) => v.jellyType;	COMMENT
128 more matches not shown…

Hallucination Indicators4 hits · 55 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	…lin/nl/jknaapen/fladder/utility/ImmersiveSystemBars.kt	24	controller?.hide(androidx.core.view.WindowInsetsCompat.Type.systemBars())	CODE
CRITICAL⚡	…lin/nl/jknaapen/fladder/utility/ImmersiveSystemBars.kt	27	controller?.show(androidx.core.view.WindowInsetsCompat.Type.systemBars())	CODE
CRITICAL⚡	…lin/nl/jknaapen/fladder/utility/ImmersiveSystemBars.kt	31	controller?.show(androidx.core.view.WindowInsetsCompat.Type.systemBars())	CODE
CRITICAL	lib/wrappers/players/lib_mpv.dart	642	subscription = widget.controller.player.stream.subtitle.listen((value) {	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	swagger/seerr-open-api.json	1032	"example": "yourapikey"	CODE
HIGH	swagger/seerr-open-api.json	1264	"example": "yourapikey"	CODE

Hyper-Verbose Identifiers4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	web/drift_worker.dart.js	42	a[b]=r}function setOrUpdateInterceptorsByTag(a){var s=v.interceptorsByTag	CODE
LOW⚡	web/drift_worker.dart.js	42	a[b]=r}function setOrUpdateInterceptorsByTag(a){var s=v.interceptorsByTag	CODE
LOW⚡	web/drift_worker.dart.js	44	return}copyProperties(a,s)}function setOrUpdateLeafTags(a){var s=v.leafTags	CODE
LOW	web/drift_worker.dart.js	12954	function getUnknownTagGenericBrowser(object, tag) {	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/create_dmg.sh	15	# Check if app exists	COMMENT
LOW	scripts/create_dmg.sh	22	# Check if background image exists	COMMENT
LOW	.github/workflows/prepare-release.yml	39	# Check if this version is already tagged	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	pubspec.yaml	221	# included with your application, so that you can use the icons in	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…otlin/nl/jknaapen/fladder/utility/RefreshRateHelper.kt	98	// Wait for non-seamless switches (https://developer.android.com/media/optimize/performance/frame-rate)	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/build.yml	123	# Create the key.properties file	COMMENT

Excessive Try-Catch Wrapping1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	ios/Runner/AppDelegate.swift	19	print("Error requesting notification permission: \(error)")	CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	swagger/seerr-open-api.json	9550	"example": "user@example.com"	CODE

DonutWare/Fladder

Open-Source Code Quality, Security and Technical Debt Review