3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

4.4K

Stars

Ruby

Language

22.5K

Lines of Code

343

Files

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 10.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 36 finding(s).

Hallucinated Dependency & Supply Chain Risk 7.3/100 · LOW

Are imports declared and package/API names verified? 17 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 17.4/100 · LOW

Which changes need focused human review? 53 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 2MEDIUM 7LOW 43

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 53 distinct pattern matches across 6 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 Block25 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	.rubocop.yml	1	# Omakase Ruby styling for Rails	COMMENT
LOW	app/views/pwa/service-worker.js	1	// Add a service worker for processing Web Push notifications:	COMMENT
LOW	app/views/pwa/service-worker.js	21	// if (clients.openWindow) {	COMMENT
LOW	config/recurring.yml	1	# production:	COMMENT
LOW	config/storage.yml	21	# project: your_project	COMMENT
LOW	config/puma.rb	1	require_relative "../lib/puma/plugin/media_listener"	COMMENT
LOW	config/environments/test.rb	1	# The test environment is used exclusively to run your application's	COMMENT
LOW	config/initializers/content_security_policy.rb	1	# Be sure to restart your server when you modify this file.	COMMENT
LOW	config/initializers/content_security_policy.rb	21	# config.content_security_policy_nonce_directives = %w(script-src style-src)	COMMENT
LOW	config/initializers/pagy.rb	1	# frozen_string_literal: true	COMMENT
LOW	config/initializers/pagy.rb	21	# Extras	COMMENT
LOW	config/initializers/pagy.rb	41		COMMENT
LOW	config/initializers/pagy.rb	61	# See https://ddnexus.github.io/pagy/docs/extras/countless	COMMENT
LOW	config/initializers/pagy.rb	81		COMMENT
LOW	config/initializers/pagy.rb	101	# Pagy::DEFAULT[:metadata] = %i[scaffold_url page prev next last] # example	COMMENT
LOW	config/initializers/pagy.rb	121	# Bulma extra: Add nav, nav_js and combo_nav_js helpers and templates for Bulma pagination	COMMENT
LOW	config/initializers/pagy.rb	141	# Pagy::DEFAULT[:gearbox_extra] = false # default true	COMMENT
LOW	config/initializers/pagy.rb	161	# Pagy::DEFAULT[:trim_extra] = false # default true	COMMENT
LOW	config/initializers/pagy.rb	181	# Rails.application.config.assets.paths << Pagy.root.join('javascripts')	COMMENT
LOW	config/initializers/pagy.rb	201	# { locale: 'es' })	COMMENT
LOW	config/initializers/inflections.rb	1	# Be sure to restart your server when you modify this file.	COMMENT
LOW	db/schema.rb	1	# This file is auto-generated from the current state of the database. Instead	COMMENT
LOW	db/seeds.rb	1	# This file should contain all the record creation needed to seed the database with its default values.	COMMENT
LOW	db/cache_schema.rb	1	# This file is auto-generated from the current state of the database. Instead	COMMENT
LOW	db/cable_schema.rb	1	# This file is auto-generated from the current state of the database. Instead	COMMENT

Self-Referential Comments7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/initializers/content_security_policy.rb	3	# Define an application-wide content security policy.	COMMENT
MEDIUM	db/schema.rb	1	# This file is auto-generated from the current state of the database. Instead	COMMENT
MEDIUM	db/schema.rb	5	# This file is the source Rails uses to define your schema when running `bin/rails	COMMENT
MEDIUM	db/cache_schema.rb	1	# This file is auto-generated from the current state of the database. Instead	COMMENT
MEDIUM	db/cache_schema.rb	5	# This file is the source Rails uses to define your schema when running `bin/rails	COMMENT
MEDIUM	db/cable_schema.rb	1	# This file is auto-generated from the current state of the database. Instead	COMMENT
MEDIUM	db/cable_schema.rb	5	# This file is the source Rails uses to define your schema when running `bin/rails	COMMENT

Fake / Example Data14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	test/models/media_test.rb	160	Setting.update(discogs_token: "fake_token")	CODE
LOW	test/models/user_test.rb	16	@user = User.create(email: "test@test.com", password: "foobar", theme: "auto")	CODE
LOW	test/models/integrations/discogs_test.rb	7	@discogs_client = Integrations::Discogs.new("fake_token")	CODE
LOW	test/models/integrations/discogs_test.rb	18	headers: { "Authorization" => "Discogs token=fake_token" },	CODE
LOW	test/models/integrations/discogs_test.rb	36	headers: { "Authorization" => "Discogs token=fake_token" },	CODE
LOW	test/models/integrations/discogs_test.rb	59	headers: { "Authorization" => "Discogs token=fake_token" },	CODE
LOW	test/models/integrations/discogs_test.rb	75	headers: { "Authorization" => "Discogs token=fake_token" },	CODE
LOW	test/jobs/media_sync_job_test.rb	68	Setting.update(discogs_token: "fake_token")	CODE
LOW	test/jobs/media_sync_all_job_test.rb	167	Setting.update(discogs_token: "fake_token")	CODE
LOW	test/controllers/users_controller_test.rb	28	post users_url, params: { user: { email: "test@test.com", password: "foobar" } }	CODE
LOW	test/controllers/users_controller_test.rb	73	post users_url, params: { user: { email: "test@test.com", password: "foobar" } }	CODE
LOW	test/controllers/users_controller_test.rb	180	post users_url, params: { user: { email: "test@test.com", password: "foobar" } }	CODE
LOW	docs/api/sections/authentication.md	19	"email": "user@example.com",	CODE
LOW	docs/api/sections/authentication.md	36	"email": "user@example.com",	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	91	docker run -e DB_ADAPTER=postgresql -e DB_URL=postgresql://yourdatabaseurl ghcr.io/blackcandy-org/blackcandy:latest	CODE
HIGH	docs/README_EDGE.md	96	docker run -e DB_ADAPTER=postgresql -e DB_URL=postgresql://yourdatabaseurl ghcr.io/blackcandy-org/blackcandy:latest	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	app/javascript/controllers/songs_controller.js	52	event.detail.formSubmission.fetchRequest.body.append('current_song_id', currentSongId)	CODE

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	app/models/media_file.rb	81	def normalize_image_mime_type(mime_type)	CODE
LOW	app/models/user.rb	60	def add_album_to_recently_played(album)	CODE
LOW	test/test_helper.rb	145	def with_external_lyrics_file(content, extension: ".lrc")	CODE
LOW	lib/black_candy/configurable.rb	68	def raise_config_validation_error(message)	CODE

blackcandy-org/blackcandy

Open-Source Code Quality, Security and Technical Debt Review