3.9

Adjusted Signal

3.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.2K

Stars

Ruby

Language

27.8K

Lines of Code

412

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 17.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 88 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 7.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 43 finding(s).

PR Review Velocity Impact 17.6/100 · LOW

Which changes need focused human review? 88 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 10LOW 78

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 88 distinct pattern matches across 5 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 Identifiers43 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW	features/lib/support/json.rb	34	def normalise_json_step_or_hook(step_or_hook)	CODE
LOW	features/lib/support/json.rb	44	def update_json_step_or_hook_error_message(step_or_hook)	CODE
LOW	spec/cucumber/configuration_spec.rb	27	def given_the_following_files(*files)	CODE
LOW	spec/cucumber/cli/configuration_spec.rb	6	def given_cucumber_yml_defined_as(hash_or_string)	CODE
LOW	spec/cucumber/cli/configuration_spec.rb	12	def given_the_following_files(*files)	CODE
LOW	spec/cucumber/cli/options_spec.rb	7	def given_cucumber_yml_defined_as(hash_or_string)	CODE
LOW	spec/cucumber/cli/profile_loader_spec.rb	8	def given_cucumber_yml_defined_as(hash_or_string)	CODE
LOW	spec/cucumber/formatter/json_spec.rb	800	def normalise_json_step_or_hook(step_or_hook)	CODE
LOW	lib/cucumber/configuration.rb	271	def register_snippet_generator(generator)	CODE
LOW	lib/cucumber/configuration.rb	298	def with_default_features_path(paths)	CODE
LOW	lib/cucumber/configuration.rb	304	def remove_excluded_files_from(files)	CODE
LOW	lib/cucumber/glue/snippet.rb	52	def replace_and_count_capturing_groups(pattern)	CODE
LOW	lib/cucumber/glue/snippet.rb	175	def append_block_parameter_to(array)	CODE
LOW	lib/cucumber/glue/snippet.rb	189	def append_block_parameter_to(array)	CODE
LOW	lib/cucumber/glue/snippet.rb	202	def append_block_parameter_to(array); end	CODE
LOW	lib/cucumber/glue/registry_and_more.rb	86	def register_rb_step_definition(string_or_regexp, proc_or_sym, options)	CODE
LOW	lib/cucumber/glue/registry_and_more.rb	212	def test_run_hook_started_envelope(hook, id)	CODE
LOW	lib/cucumber/glue/registry_and_more.rb	223	def test_run_hook_finished_envelope(test_result, test_run_hook_started_id)	CODE
LOW	lib/cucumber/glue/dsl.rb	29	def register_rb_step_definition(regexp, proc_or_sym, options = {})	CODE
LOW	lib/cucumber/glue/dsl.rb	141	def register_rb_step_definition(regexp, symbol = nil, options = {}, &proc)	CODE
LOW	lib/cucumber/cli/options.rb	538	def indicate_invalid_language_and_exit(lang)	CODE
LOW	lib/cucumber/formatter/usage.rb	40	def on_step_definition_registered(event)	CODE
LOW	lib/cucumber/formatter/json.rb	302	def create_id_from_scenario_source(scenario_source)	CODE
LOW	lib/cucumber/formatter/json.rb	319	def create_tags_array_from_hash_array(tags)	CODE
LOW	lib/cucumber/formatter/json.rb	325	def create_tags_array_from_tags_array(tags)	CODE
LOW	lib/cucumber/formatter/ast_lookup.rb	77	def process_scenario_container(container)	CODE
LOW	lib/cucumber/formatter/ast_lookup.rb	110	def process_scenario_container(container)	CODE
LOW	lib/cucumber/formatter/ast_lookup.rb	122	def store_scenario_source_steps(scenario)	CODE
LOW	lib/cucumber/formatter/ast_lookup.rb	128	def store_background_source_steps(background)	CODE
LOW	lib/cucumber/formatter/ast_lookup.rb	147	def process_scenario_container(container, original_previous_node)	CODE
LOW	lib/cucumber/formatter/message_builder.rb	97	def on_hook_test_step_created(event)	CODE
LOW	lib/cucumber/formatter/message_builder.rb	181	def generate_snippet_envelope(snippet_text_proc, event)	CODE
LOW	lib/cucumber/formatter/message_builder.rb	195	def on_undefined_parameter_type(event)	CODE
LOW	lib/cucumber/formatter/message_builder.rb	227	def step_match_arguments_lists(step)	CODE
LOW	lib/cucumber/formatter/message_builder.rb	247	def argument_group_to_message(group)	CODE
LOW	lib/cucumber/formatter/pretty.rb	153	def find_exception_to_be_printed(result)	CODE
LOW	lib/cucumber/formatter/pretty.rb	168	def calculate_source_indent_for_ast_node(ast_node)	CODE
LOW	lib/cucumber/formatter/pretty.rb	178	def calculate_source_indent_for_expanded_test_case(test_case, scenario_keyword, expanded_name)	CODE
LOW	lib/cucumber/formatter/message_handlers.rb	8	def store_current_test_run_hook_started_id(event)	CODE
LOW	lib/cucumber/formatter/unicode.rb	28	def cucumber_preprocess_output(*out)	CODE
LOW	lib/cucumber/formatter/console.rb	122	def collect_undefined_parameter_type_names(undefined_parameter_type)	CODE
LOW	lib/cucumber/formatter/console.rb	192	def do_print_profile_information(profiles)	CODE
LOW	lib/cucumber/formatter/console.rb	202	def do_print_undefined_parameter_type_snippet(type_name)	CODE

Over-Commented Block34 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	.rubocop_todo.yml	1	# This configuration was generated by	COMMENT
LOW	compatibility/features/empty/empty_steps.rb	1	# frozen_string_literal: true	COMMENT
LOW	.github/lock.yaml	21	# Limit to only `issues` or `pulls`	COMMENT
LOW	lib/cucumber/step_match.rb	41	#	COMMENT
LOW	lib/cucumber/running_test_case.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/events.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/glue/step_definition.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/glue/registry_wrapper.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/glue/proto_world.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/glue/proto_world.rb	21	# \| name \| email \|	COMMENT
LOW	lib/cucumber/glue/proto_world.rb	41	super	COMMENT
LOW	lib/cucumber/glue/proto_world.rb	61	# })	COMMENT
LOW	lib/cucumber/glue/dsl.rb	41	# symbols are the namespaces.	COMMENT
LOW	lib/cucumber/glue/dsl.rb	121	# Use it for your final clean-ups	COMMENT
LOW	lib/cucumber/gherkin/formatter/ansi_escapes.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/gherkin/formatter/ansi_escapes.rb	21	# <tt>outline</tt>:: defaults to <tt>cyan</tt>	COMMENT
LOW	lib/cucumber/term/ansicolor.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/rake/task.rb	21	# To further configure the task, you can pass a block:	COMMENT
LOW	lib/cucumber/runtime/meta_message_builder.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/runtime/meta_message_builder.rb	21	# - revision: the revision of the git repository (e.g. abcdef)	COMMENT
LOW	lib/cucumber/runtime/user_interface.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/formatter/ansicolor.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/formatter/ansicolor.rb	21	# class MyFormatter	COMMENT
LOW	lib/cucumber/formatter/ansicolor.rb	41	# The colours that you can change are:	COMMENT
LOW	lib/cucumber/formatter/console.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/multiline_argument/data_table.rb	1	# frozen_string_literal: true	COMMENT
LOW	lib/cucumber/multiline_argument/data_table.rb	121	# \| 7 \| 9 \|	COMMENT
LOW	lib/cucumber/multiline_argument/data_table.rb	141	#	COMMENT
LOW	lib/cucumber/multiline_argument/data_table.rb	161	end	COMMENT
LOW	lib/cucumber/multiline_argument/data_table.rb	221	#	COMMENT
LOW	lib/cucumber/multiline_argument/data_table.rb	241	#	COMMENT
LOW	lib/cucumber/multiline_argument/data_table.rb	261	def map_headers(mappings = {}, &block)	COMMENT
LOW	lib/cucumber/multiline_argument/data_table.rb	281	end	COMMENT
LOW	lib/cucumber/multiline_argument/data_table.rb	301	# A Different error is raised if there are missing rows or columns, or	COMMENT

Self-Referential Comments5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/cucumber/runtime.rb	180	# Define the MessageBuilder - Required until all messages are generated at the source	COMMENT
MEDIUM	lib/cucumber/glue/dsl.rb	7	# This module provides the methods the DSL you can use to define	COMMENT
MEDIUM	lib/cucumber/glue/dsl.rb	43	# This method is typically called from one or more Ruby scripts under	COMMENT
MEDIUM	lib/cucumber/formatter/ansicolor.rb	94	# Define the color-named methods required by Term::ANSIColor.	COMMENT
MEDIUM	lib/cucumber/formatter/console.rb	9	# This module contains helper methods that are used by formatters that	COMMENT

Slop Phrases4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/cucumber/glue/dsl.rb	7	# This module provides the methods the DSL you can use to define	COMMENT
MEDIUM	lib/cucumber/gherkin/formatter/ansi_escapes.rb	10	# The colours that you can change are:	COMMENT
MEDIUM	lib/cucumber/gherkin/formatter/ansi_escapes.rb	40	# Although not listed, you can also use <tt>grey</tt>	COMMENT
MEDIUM	lib/cucumber/formatter/ansicolor.rb	41	# The colours that you can change are:	COMMENT

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	lib/cucumber/runtime.rb	247	# TODO: can we just use Glue::RegistryAndMore's step definitions directly?	COMMENT
MEDIUM	lib/cucumber/glue/proto_world.rb	46	# Useful in conjunction with the #step method.	COMMENT

cucumber/cucumber-ruby

Open-Source Code Quality, Security and Technical Debt Review