3.0

Adjusted Signal

3.0

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

11.9K

Stars

Ruby

Language

254.7K

Lines of Code

1.1K

Files

761

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 13.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 755 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

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

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 16 finding(s).

PR Review Velocity Impact 13.9/100 · LOW

Which changes need focused human review? 761 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 1LOW 760

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 761 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 Block735 hits · 733 pts

Severity	File	Line	Snippet	Context
LOW	test/test_helper.rb	21	YAML::ENGINE.yamler = 'psych' if defined? YAML::ENGINE	COMMENT
LOW	lib/faker.rb	81	def bothify(string)	COMMENT
LOW	lib/locales/en/bank.yml	1	# Most of the iban details and the idea were copied from: https://github.com/iulianu/iban-tools	COMMENT
LOW	lib/faker/music.rb	21	# Faker::Music.key #=> "A#"	COMMENT
LOW	lib/faker/music.rb	41	##	COMMENT
LOW	lib/faker/music.rb	61	NOTE_LETTERS	COMMENT
LOW	lib/faker/music.rb	81	#	COMMENT
LOW	lib/faker/music.rb	101	#	COMMENT
LOW	lib/faker/music.rb	121	end	COMMENT
LOW	lib/faker/internet.rb	21	class << self	COMMENT
LOW	lib/faker/internet.rb	101	[Faker::Name.first_name, Faker::Name.last_name].map do \|name\|	COMMENT
LOW	lib/faker/internet.rb	181	# Returns the domain name	COMMENT
LOW	lib/faker/internet.rb	221	#	COMMENT
LOW	lib/faker/internet.rb	261		COMMENT
LOW	lib/faker/internet.rb	281	# @return [String]	COMMENT
LOW	lib/faker/internet.rb	301	##	COMMENT
LOW	lib/faker/internet.rb	341	#	COMMENT
LOW	lib/faker/internet.rb	381	# Returns Ipv4 address with CIDR, range from 1 to 31	COMMENT
LOW	lib/faker/internet.rb	401	end	COMMENT
LOW	lib/faker/internet.rb	421	# @param scheme [String]	COMMENT
LOW	lib/faker/internet.rb	441	# Faker::Internet.slug #=> "repudiandae-sed"	COMMENT
LOW	lib/faker/internet.rb	461	end	COMMENT
LOW	lib/faker/internet.rb	481	##	COMMENT
LOW	lib/faker/internet.rb	501	# @return [String]	COMMENT
LOW	lib/faker/internet.rb	541		COMMENT
LOW	lib/faker/music/rush.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/music/pearl_jam.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/music/pearl_jam.rb	21	# Produces the name of an album by Pearl Jam.	COMMENT
LOW	lib/faker/music/hiphop.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/music/hiphop.rb	21	# Produces the name of a Hip Hop Group	COMMENT
LOW	lib/faker/music/smashing_pumpkins.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/music/smashing_pumpkins.rb	21	# Produces the name of an album by the Smashing Pumpkins.	COMMENT
LOW	lib/faker/music/smashing_pumpkins.rb	41	#	COMMENT
LOW	lib/faker/music/prince.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/music/prince.rb	21	##	COMMENT
LOW	lib/faker/music/prince.rb	41	# Faker::Music::Prince.album #=> "The Gold Experience"	COMMENT
LOW	lib/faker/music/grateful_dead.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/music/rock_band.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/music/phish.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/music/phish.rb	21	# Produces the name of a musician in Phish.	COMMENT
LOW	lib/faker/music/opera.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/music/opera.rb	21	##	COMMENT
LOW	lib/faker/music/opera.rb	41	#	COMMENT
LOW	lib/faker/music/opera.rb	61	# Produces the title of an opera by Wolfgang Amadeus Mozart.	COMMENT
LOW	lib/faker/music/opera.rb	81	#	COMMENT
LOW	lib/faker/music/opera.rb	101	# Produces the title of an opera by Christoph Willibald Gluck.	COMMENT
LOW	lib/faker/music/opera.rb	121	#	COMMENT
LOW	lib/faker/music/opera.rb	141	# Produces the title of an opera by Ludwig van Beethoven.	COMMENT
LOW	lib/faker/music/opera.rb	161	# @faker.version next	COMMENT
LOW	lib/faker/music/opera.rb	181	#	COMMENT
LOW	lib/faker/music/opera.rb	201	def schumann	COMMENT
LOW	lib/faker/music/opera.rb	221	# @return [String]	COMMENT
LOW	lib/faker/music/opera.rb	241	fetch('opera.french.by_maurice_ravel')	COMMENT
LOW	lib/faker/music/opera.rb	261	#	COMMENT
LOW	lib/faker/music/bossa_nova.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/quotes/chiquito.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/quotes/chiquito.rb	21	# Produces a concept from Chiquito	COMMENT
LOW	lib/faker/quotes/chiquito.rb	41	#	COMMENT
LOW	lib/faker/quotes/shakespeare.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/faker/quotes/shakespeare.rb	21	# Produces a Shakespeare quote from As You Like It.	COMMENT
675 more matches not shown…

Hyper-Verbose Identifiers16 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	test/faker/default/test_faker_id_number.rb	279	def assert_valid_south_african_id_number(sample)	CODE
LOW	lib/faker/internet.rb	564	def sanitize_email_local_part(local_part)	CODE
LOW	lib/faker/default/id_number.rb	296	def croatian_id_checksum_digit(digits)	CODE
LOW	lib/faker/default/id_number.rb	311	def chilean_verification_code(digits)	CODE
LOW	lib/faker/default/id_number.rb	331	def south_african_id_checksum_digit(id_number)	CODE
LOW⚡	lib/faker/default/id_number.rb	349	def brazilian_citizen_number_checksum_digit(digits)	CODE
LOW⚡	lib/faker/default/id_number.rb	354	def brazilian_id_checksum_digit(digits)	CODE
LOW⚡	lib/faker/default/id_number.rb	359	def brazilian_document_checksum(digits)	CODE
LOW	lib/faker/default/id_number.rb	370	def brazilian_citizen_number_digit(remainder)	CODE
LOW	lib/faker/default/barcode.rb	30	def ean_with_composite_symbology(length = 8)	CODE
LOW	lib/faker/default/measurement.rb	141	def define_measurement_locale(amount, locale)	CODE
LOW	lib/faker/default/code.rb	283	def generate_nric_check_alphabet(values, prefix)	CODE
LOW	lib/faker/default/company.rb	178	def spanish_organisation_number(organization_type: nil)	CODE
LOW	lib/faker/default/company.rb	325	def polish_register_of_national_economy(length: 9)	CODE
LOW	lib/faker/default/company.rb	639	def spanish_cif_control_digit(organization_type, code)	CODE
LOW	lib/faker/travel/train_station.rb	29	def fill_missing_inputs_with_samples(region, type)	CODE

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	CHANGELOG.md	699	* Add exclude_words keyword to Lorem Ipsum to prevent words from being produced by @philipfong in #2665	COMMENT
LOW	doc/default/markdown.md	5	Generates markdown formatting with Lorem Ipsum text	CODE
LOW	doc/default/omniauth.md	13	:name => "John Doe",	CODE
LOW	doc/default/omniauth.md	30	:name => "John Doe",	CODE
LOW	doc/default/omniauth.md	164	"name"=>"John Doe",	CODE
LOW	doc/default/omniauth.md	166	"nickname"=>"John Doe",	CODE

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	test/faker/default/test_array_sample_method_compat.rb	8	# Under Ruby 1.9, they simply use the built-in Array#sample method	COMMENT
MEDIUM	lib/faker/default/company.rb	79	# Faker::Company.bs #=> "empower customized functionalities"	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	lib/faker/default/company.rb	480	# Check if state code is valid	COMMENT

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	lib/locales/en/heroes_of_the_storm.yml	116	- Don't forget to check the pocket!	CODE

faker-ruby/faker

Open-Source Code Quality, Security and Technical Debt Review