0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

101.8K

Lines of Code

487

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 3.1/100 · LOW

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

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 3.8/100 · LOW

Which changes need focused human review? 56 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 0MEDIUM 11LOW 45

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 56 distinct pattern matches across 9 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 Block34 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	pubspec.yaml	1	name: finamp	COMMENT
LOW	pubspec.yaml	261	# in this "flutter" section. Each entry in this list should have a	COMMENT
LOW	linux/flutter/generated_plugin_registrant.h	1	//	COMMENT
LOW	.github/workflows/build.yml	421	set +e	COMMENT
LOW	.github/workflows/build.yml	441	# - run: flutter pub get	COMMENT
LOW	lib/models/jellyfin_models.dart	661	int? width;	COMMENT
LOW	lib/models/jellyfin_models.dart	821	@HiveField(0)	COMMENT
LOW	lib/models/jellyfin_models.dart	841	// String? manufacturer;	COMMENT
LOW	lib/models/jellyfin_models.dart	861	// String? modelNumber;	COMMENT
LOW	lib/models/jellyfin_models.dart	881	// bool enableSingleAlbumArtLimit;	COMMENT
LOW	lib/models/jellyfin_models.dart	901	// String? albumArtPn;	COMMENT
LOW	lib/models/jellyfin_models.dart	941	// @Deprecated("removed from API")	COMMENT
LOW	lib/models/jellyfin_models.dart	961	// @Deprecated("removed from API")	COMMENT
LOW	lib/extensions/string.dart	21		COMMENT
LOW	…/PlaybackHistoryScreen/playback_history_list_tile.dart	81	),	COMMENT
LOW	lib/components/MusicScreen/item_wrapper.dart	61		COMMENT
LOW	lib/services/playon_service.dart	61	}	COMMENT
LOW	lib/services/client_certificate_installer.dart	21	static const _writeFailureCodes = {32, 54, 104, 10053, 10054};	COMMENT
LOW	lib/services/radio_service_helper.dart	401	// find all unique genre, shuffleall sources	COMMENT
LOW	lib/services/jellyfin_api.dart	121	/// will be recursive. true/false.	COMMENT
LOW	lib/services/jellyfin_api.dart	141	/// "SeriesPrimaryImage" "SeriesStudio" "SortName" "SpecialEpisodeNumbers"	COMMENT
LOW	lib/services/jellyfin_api.dart	201		COMMENT
LOW	lib/services/jellyfin_api.dart	381	/// Specify this to localize the search to a specific item or folder. Omit	COMMENT
LOW	lib/services/jellyfin_api.dart	401	/// "RecursiveItemCount" "Settings" "ScreenshotImageTags"	COMMENT
LOW	lib/services/jellyfin_api.dart	501	/// Specify this to localize the search to a specific item or folder. Omit	COMMENT
LOW	lib/services/downloads_service.dart	61	// Flags for controlling sync/downloads	COMMENT
LOW	lib/services/music_player_background_task.dart	1361		COMMENT
LOW	lib/services/queue_service.dart	1681		COMMENT
LOW	lib/services/discord_rpc.dart	141	}	COMMENT
LOW	lib/services/carplay_helper.dart	41	/// Fallback section cap, same reasoning as [_fallbackMaxListItems]. Covers the	COMMENT
LOW	lib/services/carplay_helper.dart	801	emptyViewTitleVariants: [GlobalSnackbar.requireL10n.emptyFilteredListTitle],	COMMENT
LOW	windows/runner/utils.h	1	#ifndef RUNNER_UTILS_H_	COMMENT
LOW	windows/runner/win32_window.cpp	1	#include "win32_window.h"	COMMENT
LOW	windows/runner/resource.h	1	//{{NO_DEPENDENCIES}}	COMMENT

Modern AI Meta-Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/screens/music_screen.dart	226	// If this setting changes, the appbar will change its preferred height, so we need to rebuild the scaffold.	COMMENT
MEDIUM	lib/components/now_playing_bar.dart	523	// The now playing bar must be enclosed in a SafeArea at all times so that the enclosing scaffold properly adds	COMMENT
MEDIUM	lib/components/global_snackbar.dart	67	// has all global context present. The scaffold context is missing most global state.	COMMENT
MEDIUM	…/components/HomeScreen/finamp_music_screen_header.dart	72	// We cannot make this reactive ourselves because it is the surrounding scaffold that needs to rebuild, not	COMMENT

Excessive Try-Catch Wrapping5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	tools/code_recap/extract_history.py	63	except Exception as e:	CODE
MEDIUM	tools/code_recap/extract_history.py	64	print(f"Error fetching API: {e}")	CODE
MEDIUM	tools/code_recap/extract_history.py	80	print(f"Error running git command: {result.stderr}", file=sys.stderr)	CODE
MEDIUM	tools/code_recap/extract_history.py	84	print("Error: 'git' command not found. Please ensure Git is installed.", file=sys.stderr)	CODE
MEDIUM	tools/code_recap/extract_history.py	125	print(f"Error: No git repository found at {PATH}")	CODE

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	lib/services/downloads_service.dart	553	// Step 1 - Remove invalid links and restore node hierarchy.	COMMENT
LOW	lib/services/downloads_service.dart	694	// Step 2 - Get all items into correct state matching filesystem and downloader.	COMMENT
LOW	lib/services/downloads_service.dart	763	// Step 3 - Resync all nodes from anchor to connect up all needed nodes	COMMENT
LOW	lib/services/downloads_service.dart	769	// Step 4 - Fetch all missing lyrics	COMMENT
LOW	lib/services/downloads_service.dart	808	// Step 5 - Make sure there are no unanchored nodes in metadata.	COMMENT
LOW	lib/services/downloads_service.dart	817	// Step 6 - Make sure there are no orphan files in track directory.	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	pubspec.yaml	230	# The following section is specific to Flutter.	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	pubspec.yaml	233	# included with your application, so that you can use the icons in	COMMENT

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	tools/code_recap/extract_history.py	4	CODE
LOW	tools/code_recap/extract_history.py	8	CODE
LOW	tools/code_recap/recap.py	2	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…components/PlayerScreen/player_screen_album_image.dart	96	// Load player cover at max size to allow more seamless scaling	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/code_recap/extract_history.py	30	def get_github_username_from_commit(repo_path, commit_hash, displayname):	CODE

finamp-app/finamp

Open-Source Code Quality, Security and Technical Debt Review