2.8

Adjusted Signal

2.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

22.8K

Stars

Ruby

Language

507.3K

Lines of Code

5.4K

Files

1.1K

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 11.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 928 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.9/100 · LOW

Are imports declared and package/API names verified? 180 finding(s).

Agent Over-Engineering Ratio 4.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 451 finding(s).

PR Review Velocity Impact 12.4/100 · LOW

Which changes need focused human review? 1108 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 4MEDIUM 108LOW 996

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 1108 distinct pattern matches across 13 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 Identifiers451 hits · 476 pts

Severity	File	Line	Snippet	Context
LOW	…dedFlows/adminFlows/config/monetizationSection.spec.js	8	function withinMonetizationSection(callback) {	CODE
LOW	cypress/e2e/seededFlows/adminFlows/shared/utilities.js	7	export function verifyAndDismissFlashMessage(message, flashTypeId) {	CODE
LOW	app/mailers/devise_mailer.rb	46	def confirmation_instructions(record, token, opts = {})	CODE
LOW	app/mailers/devise_mailer.rb	72	def reset_password_instructions(record, token, opts = {})	CODE
LOW	app/mailers/devise_mailer.rb	137	def determine_subforem_domain(subforem_id)	CODE
LOW	app/mailers/application_mailer.rb	29	def generate_unsubscribe_token(id, email_type)	CODE
LOW	app/mailers/application_mailer.rb	95	def determine_subforem_domain(subforem_id)	CODE
LOW	app/mailers/custom_mailer.rb	80	def setup_custom_email_footer(email)	CODE
LOW	app/mailers/concerns/deliverable.rb	45	def customerio_delivery_options(options)	CODE
LOW	app/decorators/article_decorator.rb	62	def title_with_query_preamble(user_signed_in)	CODE
LOW⚡	app/decorators/notification_decorator.rb	70	def subscription_to_article_for(user)	CODE
LOW⚡	app/decorators/notification_decorator.rb	78	def subscription_to_comment_for(user)	CODE
LOW⚡	app/decorators/notification_decorator.rb	86	def subscription_to_comment_ancestry_for(user)	CODE
LOW⚡	app/decorators/notification_decorator.rb	94	def subscription_to_commentable_article_for(user)	CODE
LOW⚡	app/decorators/notification_decorator.rb	102	def subscription_to_notifiable_for(user, **notifiable)	CODE
LOW	app/decorators/notification_decorator.rb	297	def preloaded_subscriptions_for(user)	CODE
LOW	app/decorators/notification_decorator.rb	339	def preloaded_comment_replies_for(user)	CODE
LOW	app/models/reaction.rb	103	def surrogate_key_for_article(article_id)	CODE
LOW	app/models/reaction.rb	107	def surrogate_key_for_commentable(commentable)	CODE
LOW	app/models/reaction.rb	155	def contradictory_mod_reactions(category:, reactable_id:, reactable_type:, user:)	CODE
LOW	app/models/article.rb	898	def legacy_truncate_title_for_feed(source_title = title.to_s.gsub("<", "<").gsub(">", ">"))	CODE
LOW	app/models/article.rb	1654	def set_ai_disclosure_from_front_matter(hash)	CODE
LOW	app/models/article.rb	1711	def remove_tag_adjustments_from_tag_list(distinct_adjustments)	CODE
LOW	app/models/article.rb	1716	def add_tag_adjustments_to_tag_list(distinct_adjustments)	CODE
LOW	app/models/article.rb	1895	def touch_actor_latest_article_updated_at(destroying: false)	CODE
LOW	app/models/tag.rb	243	def submission_template_customized(param_0 = nil)	CODE
LOW	app/models/user_activity.rb	56	def assign_recent_article_metadata(recent_articles)	CODE
LOW	app/models/user_activity.rb	70	def legacy_assign_recent_article_metadata(recent_articles)	CODE
LOW	app/models/notification_subscription.rb	29	def update_notification_subscriptions(notifiable)	CODE
LOW	app/models/scheduled_automation.rb	205	def calculate_hourly_next_run(from_time)	CODE
LOW	app/models/scheduled_automation.rb	227	def calculate_weekly_next_run(from_time)	CODE
LOW	app/models/scheduled_automation.rb	246	def calculate_custom_interval_next_run(from_time)	CODE
LOW	app/models/campaign.rb	50	def plucked_article_attributes(limit: 5, attributes: %i[path title comments_count created_at])	CODE
LOW	app/models/tweet.rb	60	def create_tweet_from_api_status(status)	CODE
LOW	app/models/tweet.rb	81	def extract_metadata_attributes(tweet, status)	CODE
LOW	app/models/tweet.rb	95	def extract_serializable_attributes(tweet, status)	CODE
LOW	app/models/user_block.rb	23	def cached_blocked_ids_for_blocker(blocker_id)	CODE
LOW	app/models/notification.rb	45	def send_new_follower_notification(follow, is_read: false)	CODE
LOW	app/models/notification.rb	58	def send_new_follower_notification_without_delay(follow, is_read: false)	CODE
LOW	app/models/notification.rb	66	def send_to_mentioned_users_and_followers(notifiable, _action = nil)	CODE
LOW⚡	app/models/notification.rb	88	def send_co_author_invitation_notification(invitation)	CODE
LOW⚡	app/models/notification.rb	96	def send_new_comment_notifications_without_delay(comment)	CODE
LOW⚡	app/models/notification.rb	103	def send_new_badge_achievement_notification(badge_achievement)	CODE
LOW⚡	app/models/notification.rb	107	def send_reaction_notification(reaction, receiver)	CODE
LOW⚡	app/models/notification.rb	114	def send_reaction_notification_without_delay(reaction, receiver)	CODE
LOW⚡	app/models/notification.rb	121	def send_mention_notification(mention)	CODE
LOW⚡	app/models/notification.rb	127	def send_mention_notification_without_delay(mention)	CODE
LOW⚡	app/models/notification.rb	133	def send_welcome_notification(receiver_id, broadcast_id)	CODE
LOW⚡	app/models/notification.rb	137	def send_moderation_notification(notifiable)	CODE
LOW⚡	app/models/notification.rb	147	def send_tag_adjustment_notification(tag_adjustment)	CODE
LOW⚡	app/models/notification.rb	151	def send_milestone_notification(type:, article_id:)	CODE
LOW⚡	app/models/notification.rb	155	def remove_all_by_action_without_delay(notifiable_ids:, notifiable_type:, action: nil)	CODE
LOW	app/models/notification.rb	177	def fast_destroy_old_notifications(destroy_before_timestamp = ENV.fetch("FAST_DESTROY_OLD_NOTIFICATIONS_DAYS", 85).t	CODE
LOW	app/models/notification.rb	230	def reaction_notification_attributes(reaction, receiver)	CODE
LOW	app/models/badge_achievement.rb	103	def find_positive_reactors_to_user_articles(user)	CODE
LOW	app/models/organization.rb	256	def validate_header_cta_links(links)	CODE
LOW	app/models/billboard.rb	552	def extract_internal_article_paths(html)	CODE
LOW	app/models/billboard.rb	660	def extracted_process_markdown(markdown)	CODE
LOW	app/models/github_issue.rb	58	def comment_repo_and_issue_id(url)	CODE
LOW	app/models/github_issue.rb	62	def issue_or_pull_repo_and_issue_id(url)	CODE
391 more matches not shown…

Over-Commented Block253 hits · 253 pts

Severity	File	Line	Snippet	Context
LOW	.rubocop_todo.yml	1	# This configuration was generated by	COMMENT
LOW	.rubocop.yml	81		COMMENT
LOW	.rubocop.yml	541		COMMENT
LOW	cypress/plugins/index.js	1	/// <reference types="cypress" />	COMMENT
LOW	cypress/support/commands.js	1	import { getInterceptsForLingeringUserRequests } from '../util/networkUtils';	COMMENT
LOW	cypress/support/commands.js	521	// resolve(origVal);	COMMENT
LOW	cypress/support/e2e.js	1	// ***********************************************************	COMMENT
LOW	cypress/e2e/seededFlows/searchFlows/searchForm.spec.js	1	// describe('Search form', () => {	COMMENT
LOW	…edFlows/articleFlows/playOrPauseAnimatedImages.spec.js	1	// describe('play or pause animated images', () => {	COMMENT
LOW	…edFlows/articleFlows/playOrPauseAnimatedImages.spec.js	21	// }	COMMENT
LOW	…edFlows/articleFlows/playOrPauseAnimatedImages.spec.js	41	// // .as('pauseButtons')	COMMENT
LOW	…edFlows/articleFlows/playOrPauseAnimatedImages.spec.js	61	// describe('user prefers reduced motion', () => {	COMMENT
LOW	…edFlows/articleFlows/playOrPauseAnimatedImages.spec.js	81	// cy.get('@pauseButtons').last().as('lastButton');	COMMENT
LOW	app/mailers/concerns/deliverable.rb	1	module Deliverable	COMMENT
LOW	app/mailers/concerns/deliverable.rb	121	if customerio_recipient	COMMENT
LOW	app/queries/comments/community_wellness_query.rb	1	# This query will return an array of hashes that have the following structure:	COMMENT
LOW	app/queries/articles/active_threads_query.rb	1	module Articles	COMMENT
LOW	app/models/article.rb	21	# we cache.	COMMENT
LOW	app/models/article.rb	401	if: -> { saved_change_to_published? && published_before_last_save && !published? }	COMMENT
LOW	app/models/article.rb	461	).freeze	COMMENT
LOW	app/models/tag.rb	1	# We allow content creators to "tag" their content. This model helps	COMMENT
LOW	app/models/tag.rb	61	before_save :calculate_hotness_score	COMMENT
LOW	app/models/tag.rb	141	# can push up changes and refactor towards improvements without unleashing a large pull request	COMMENT
LOW	app/models/tag.rb	161	# @note This method will also add the follower's "points" for the given tag. In the	COMMENT
LOW	app/models/tag.rb	201		COMMENT
LOW	app/models/tag.rb	281	#	COMMENT
LOW	app/models/tag.rb	321	# each article (see SHA	COMMENT
LOW	app/models/poll.rb	41	#	COMMENT
LOW	app/models/ab_experiment.rb	1	# This object wraps the FieldTest logic to provide a bit of insulation	COMMENT
LOW	app/models/ab_experiment.rb	21		COMMENT
LOW	app/models/ab_experiment.rb	61		COMMENT
LOW	app/models/ab_experiment.rb	81	# @param user [User] who are we running the experiment with	COMMENT
LOW	app/models/ab_experiment.rb	101	end	COMMENT
LOW	app/models/admin_menu.rb	81	#	COMMENT
LOW	app/models/campaign.rb	41	# values for the selected articles. Which means be mindful	COMMENT
LOW	app/models/cross_model_slug.rb	1	#	COMMENT
LOW	app/models/async_info.rb	1	# Responsible for generating the asynchronus data of a user. This is data that we send on the wire	COMMENT
LOW	app/models/page.rb	41		COMMENT
LOW	app/models/article_activity.rb	1	# Per-article rolled-up analytics cache. One row per Article.	COMMENT
LOW	app/models/co_author_invitation.rb	1	# An article author's request to credit another user as a co-author. The invitee confirms or	COMMENT
LOW	app/models/navigation_link.rb	61	# @param url [String] the URL of the navigation link.	COMMENT
LOW	app/models/user.rb	241	.where("users.score >= 0")	COMMENT
LOW	app/models/user.rb	601	if ENV["ENABLE_REFRESH_SEGMENT_WORKERS"] == "true"	COMMENT
LOW	app/models/user.rb	621	# `user.has_role?(:tech_admin)`.	COMMENT
LOW	app/models/user.rb	721	favorite_base_allowance - spent_this_period	COMMENT
LOW	app/models/settings/general.rb	101	setting :stripe_publishable_key, type: :string, default: ApplicationConfig["STRIPE_PUBLISHABLE_KEY"]	COMMENT
LOW	app/models/settings/general.rb	121	# - If this data is ever used for ads (e.g. billboard targeting), it must be allowed for	COMMENT
LOW	app/models/settings/ai_functions.rb	1	module Settings	COMMENT
LOW	app/models/articles/feeds.rb	21		COMMENT
LOW	app/models/articles/feeds.rb	41	# @note the days_since_published is something carried	COMMENT
LOW	app/models/articles/feeds/variant_assembler.rb	21	#	COMMENT
LOW	app/models/articles/feeds/variant_assembler.rb	41	# @param variant [#to_sym,String,Symbol] the name of the variant we're assembling	COMMENT
LOW	app/models/articles/feeds/relevancy_lever.rb	41	) do	COMMENT
LOW	app/policies/application_policy.rb	1	##	COMMENT
LOW	app/policies/application_policy.rb	21	# @example	COMMENT
LOW	app/policies/application_policy.rb	41	#	COMMENT
LOW	app/policies/application_policy.rb	61	#	COMMENT
LOW	app/policies/application_policy.rb	81	#	COMMENT
LOW	app/policies/authorizer.rb	1	##	COMMENT
LOW	app/policies/authorizer.rb	101	# you.	COMMENT
193 more matches not shown…

Self-Referential Comments86 hits · 251 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/models/article.rb	1692	# This method is called before validation, so that the tag_list can be validated.	COMMENT
MEDIUM	app/models/article.rb	2165	# Create the expected embed tags	COMMENT
MEDIUM	app/models/email.rb	47	# Define the mapping of merge tags to user attributes	COMMENT
MEDIUM	app/models/page_template.rb	64	# Create a fork of this template	COMMENT
MEDIUM	app/models/articles/feeds/variant_assembler.rb	3	# This module is responsible for assembling a named variant into the data structure used to	COMMENT
MEDIUM	app/models/articles/feeds/lever_catalog_builder.rb	3	# This class is responsible for publishing/registering the available relevancy and order levers.	COMMENT
MEDIUM	app/models/users/deleted_user.rb	2	# This module represents a deleted user. In particular as it	COMMENT
MEDIUM	app/policies/application_policy.rb	94	# This method provides a means for creating consistent DOM classes for "policy" related HTML elements.	COMMENT
MEDIUM	app/policies/authorizer.rb	2	# This module is providing a "crease in the code" for refactoring.	COMMENT
MEDIUM	app/policies/authorizer.rb	30	# This class is responsible for assisting in moving us away from	COMMENT
MEDIUM	app/view_objects/data_info.rb	4	# This module provides some much needed character escaping to ensure	COMMENT
MEDIUM	app/lib/menu.rb	1	# This class is responsible for helping to build a menu.	COMMENT
MEDIUM	app/lib/string_attribute_cleaner.rb	1	# This module provides a method for generating a configurable before_validation	COMMENT
MEDIUM	app/workers/scheduled_automations/process_worker.rb	81	# Create the automation	COMMENT
MEDIUM	app/controllers/application_controller.rb	219	# This method is envisioned as a :before_action callback.	COMMENT
MEDIUM	app/controllers/application_controller.rb	296	# This method is used by Devise to decide which is the path to redirect	COMMENT
MEDIUM	app/controllers/stories_controller.rb	284	# Create a relation that preserves the order when .ids is called by find_each_respecting_scope	COMMENT
MEDIUM	app/controllers/podcasts_controller.rb	65	# Create the podcast object to add errors to for the view	COMMENT
MEDIUM	app/helpers/application_helper.rb	544	# This function is responsible for adding a policy class (and possibly the hidden class). It's	COMMENT
MEDIUM	app/services/open_graph.rb	1	# This class provides methods for getting structured metadata properties for	COMMENT
MEDIUM	app/services/feature_flag.rb	1	# This module provides mechanisms for toggling on and off features.	COMMENT
MEDIUM	app/services/community_bots/create_bot.rb	27	# Create the bot user directly	COMMENT
MEDIUM	app/services/community_bots/create_bot.rb	47	# Create an API secret for the bot	COMMENT
MEDIUM	app/services/community_bots/create_bot.rb	147	# Create a temp file with the correct extension	COMMENT
MEDIUM	app/services/community_bots/create_bot.rb	153	# Create a file object that can be used by the uploader	COMMENT
MEDIUM	app/services/spam/handler.rb	2	# This module is responsible for handling spam in our various user input sources.	COMMENT
MEDIUM	app/services/images/generate_subforem_images.rb	100	# Create a temporary file	COMMENT
MEDIUM	app/services/moderator/unpublish_all_articles.rb	2	# Create a corresponding audit_log record	COMMENT
MEDIUM	app/services/articles/page_view_updater.rb	2	# This module is responsible for updating a specific page view for a given article and user.	COMMENT
MEDIUM	app/services/ai/image_generator.rb	329	# Create a temporary file	COMMENT
MEDIUM	app/services/ai/forem_tags.rb	180	# Create a new tag with a different name	COMMENT
MEDIUM	app/services/ai/context_note_generator.rb	20	# Create the context note with the response	COMMENT
MEDIUM	config/initializers/rpush.rb	26	# Define a custom logger.	COMMENT
MEDIUM	config/initializers/sidekiq.rb	59	# Create a new configuration hash with the correct pool size	COMMENT
MEDIUM	config/initializers/permissions_policy.rb	1	# Define an application-wide HTTP permissions policy. For further	COMMENT
MEDIUM	config/initializers/content_security_policy.rb	3	# Define an application-wide content security policy	COMMENT
MEDIUM	spec/models/collection_spec.rb	84	# Create a collection with one user	COMMENT
MEDIUM	spec/models/reaction_spec.rb	405	# Create a new reaction	COMMENT
MEDIUM	spec/models/navigation_link_spec.rb	79	# Creating a different URL	COMMENT
MEDIUM	spec/models/article_spec.rb	3523	# Create a new reaction	COMMENT
MEDIUM	spec/models/organization_spec.rb	306	# Create an organization and article, verify the article has cached the initial profile	COMMENT
MEDIUM	spec/models/billboard_spec.rb	1305	# Create a config for the placement area	COMMENT
MEDIUM	spec/models/reaction_ring_detection_spec.rb	25	# Create a privileged reaction (not public)	COMMENT
MEDIUM	spec/models/ahoy/store_spec.rb	14	# Create a real instance of Ahoy::Store to test behavior	COMMENT
MEDIUM	spec/requests/stripe_subscriptions_spec.rb	236	# Create a mock product and price	COMMENT
MEDIUM	spec/requests/stripe_subscriptions_spec.rb	243	# Create a mock customer	COMMENT
MEDIUM	spec/requests/stripe_subscriptions_spec.rb	254	# Create a mock subscription using the created price	COMMENT
MEDIUM	spec/requests/subforems_spec.rb	427	# Create an unsupported relationship first	COMMENT
MEDIUM	spec/requests/user_subscriptions_spec.rb	111	# Create the UserSubscription directly so it results in a	COMMENT
MEDIUM	spec/requests/poll_votes_controller_spec.rb	173	# Create a vote to complete the survey	COMMENT
MEDIUM	spec/requests/poll_text_responses_controller_spec.rb	100	# Create a response to complete the survey	COMMENT
MEDIUM	spec/requests/surveys_spec.rb	49	# Create a vote for a poll that is NOT in the survey	COMMENT
MEDIUM	…equests/admin/scheduled_automations_controller_spec.rb	26	automation # Create the automation	CODE
MEDIUM	…equests/admin/scheduled_automations_controller_spec.rb	252	automation # Create the automation first	CODE
MEDIUM	…ec/requests/admin/badge_automations_controller_spec.rb	36	automation # Create the automation	CODE
MEDIUM	…ec/requests/admin/badge_automations_controller_spec.rb	295	automation # Create the automation	CODE
MEDIUM	spec/requests/notifications/reads_spec.rb	29	# Create an org admin with an organization	COMMENT
MEDIUM	spec/system/sidebar_tooltip_spec.rb	5	# Create a user and sign in to ensure sidebar is visible	COMMENT
MEDIUM	spec/system/sidebar_tooltip_spec.rb	9	# Create a root subforem so the sidebar appears	COMMENT
MEDIUM	spec/support/seeds/seeds_e2e.rb	452	# Create a follow notification to test against	COMMENT
26 more matches not shown…

Fake / Example Data180 hits · 195 pts

Severity	File	Line	Snippet	Context
LOW	…ess/e2e/creatorOnboardingFlows/creatorSettings.spec.js	24	.invoke('attr', 'placeholder')	CODE
LOW	…/e2e/seededFlows/adminFlows/users/invitedUsers.spec.js	10	email: 'test@test.com',	CODE
LOW	…/e2e/seededFlows/adminFlows/users/invitedUsers.spec.js	31	cy.findByRole('article').findByText('test@test.com').should('exist');	CODE
LOW	…/e2e/seededFlows/adminFlows/users/invitedUsers.spec.js	42	cy.findByRole('article').findByText('test@test.com').should('exist');	CODE
LOW	…/e2e/seededFlows/adminFlows/users/invitedUsers.spec.js	57	cy.findByRole('article').findByText('test@test.com').should('exist');	CODE
LOW	…/e2e/seededFlows/adminFlows/users/invitedUsers.spec.js	63	cy.findByRole('article').findByText('test@test.com').should('exist');	CODE
LOW⚡	…/e2e/seededFlows/adminFlows/users/invitedUsers.spec.js	80	cy.findByRole('table').findByText('test@test.com').should('exist');	CODE
LOW⚡	…/e2e/seededFlows/adminFlows/users/invitedUsers.spec.js	86	cy.findByRole('table').findByText('test@test.com').should('exist');	CODE
LOW⚡	…/e2e/seededFlows/adminFlows/users/invitedUsers.spec.js	91	cy.findByRole('table').findByText('test@test.com').should('not.exist');	CODE
LOW⚡	…/e2e/seededFlows/adminFlows/users/invitedUsers.spec.js	95	cy.findByRole('table').findByText('test@test.com').should('exist');	CODE
LOW⚡	…/e2e/seededFlows/adminFlows/users/invitedUsers.spec.js	103	cy.findByRole('table').findByText('test@test.com').should('exist');	CODE
LOW⚡	…/e2e/seededFlows/adminFlows/users/invitedUsers.spec.js	109	cy.findByRole('table').findByText('test@test.com').should('not.exist');	CODE
LOW	…mponents/__stories__/TagAutocompleteOption.stories.jsx	33	'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Praesent eget ultricies enim, quis finibus erat. Phasellus	CODE
LOW	…mponents/__stories__/TagAutocompleteOption.stories.jsx	33	'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Praesent eget ultricies enim, quis finibus erat. Phasellus	CODE
LOW	app/javascript/listings/__tests__/BodyMarkdown.test.jsx	31	expect(textArea.getAttribute('placeholder')).toEqual('...');	CODE
LOW	app/javascript/Search/__tests__/Search.test.jsx	46	expect(searchInput.getAttribute('placeholder')).toEqual(locale('core.search_placeholder'));	CODE
LOW	…ript/crayons/Dropdown/__stories__/Dropdown.stories.jsx	29	Hey, I'm a dropdown content! Lorem ipsum dolor sit amet,	CODE
LOW	…ript/crayons/Dropdown/__stories__/Dropdown.stories.jsx	29	Hey, I'm a dropdown content! Lorem ipsum dolor sit amet,	CODE
LOW	…avascript/crayons/Dropdown/__tests__/Dropdown.test.jsx	10	Hey, I'm a dropdown content! Lorem ipsum dolor sit amet,	CODE
LOW	…avascript/crayons/Dropdown/__tests__/Dropdown.test.jsx	10	Hey, I'm a dropdown content! Lorem ipsum dolor sit amet,	CODE
LOW	…avascript/crayons/Dropdown/__tests__/Dropdown.test.jsx	24	Hey, I'm a dropdown content! Lorem ipsum dolor sit amet,	CODE
LOW	…avascript/crayons/Dropdown/__tests__/Dropdown.test.jsx	24	Hey, I'm a dropdown content! Lorem ipsum dolor sit amet,	CODE
LOW	…avascript/crayons/Dropdown/__tests__/Dropdown.test.jsx	35	Hey, I'm a dropdown content! Lorem ipsum dolor sit amet,	CODE
LOW	…avascript/crayons/Dropdown/__tests__/Dropdown.test.jsx	35	Hey, I'm a dropdown content! Lorem ipsum dolor sit amet,	CODE
LOW	…s/RadioButton/__stories__/radioButton.html.stories.jsx	48	This is some description for a textfield lorem ipsum...	CODE
LOW	…lements/Checkbox/__stories__/checkbox.html.stories.jsx	52	This is some description for a textfield lorem ipsum...	CODE
LOW	…ns/formElements/Text/__stories__/text.html.stories.jsx	34	This is some description for a textfield lorem ipsum...	CODE
LOW	…utocomplete/__tests__/MultiSelectAutocomplete.test.jsx	712	expect(input).toHaveAttribute('placeholder', '');	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	16	<p className="fs-xs">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	16	<p className="fs-xs">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	17	<p className="fs-s">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	17	<p className="fs-s">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	18	<p className="fs-base">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	18	<p className="fs-base">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	19	<p className="fs-l">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	19	<p className="fs-l">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	20	<p className="fs-xl">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	20	<p className="fs-xl">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	21	<p className="fs-2xl">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	21	<p className="fs-2xl">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	22	<p className="fs-3xl">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	22	<p className="fs-3xl">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	23	<p className="fs-4xl">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	23	<p className="fs-4xl">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	24	<p className="fs-5xl">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	24	<p className="fs-5xl">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	28	<p className="fs-xs fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	28	<p className="fs-xs fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	29	<p className="fs-s fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	29	<p className="fs-s fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	30	<p className="fs-base fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	30	<p className="fs-base fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	31	<p className="fs-l fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	31	<p className="fs-l fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	32	<p className="fs-xl fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	32	<p className="fs-xl fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	33	<p className="fs-2xl fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	33	<p className="fs-2xl fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	34	<p className="fs-3xl fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…/crayons/typography/__stories__/typography.stories.jsx	34	<p className="fs-3xl fw-medium">Lorem ipsum dolor sit amet.</p>	CODE
120 more matches not shown…

Redundant / Tautological Comments87 hits · 136 pts

Severity	File	Line	Snippet	Context
LOW	app/mailers/digest_mailer.rb	59	# Check if user follows any subforems OR has a custom onboarding subforem	COMMENT
LOW	app/mailers/digest_mailer.rb	105	# Check if user follows any subforems	COMMENT
LOW	app/models/article.rb	1353	# Set subforem_id to default subforem ID if not already set and a default subforem exists	COMMENT
LOW	app/models/article.rb	1525	# Check if the value actually changed, not just if Rails marked it as changed	COMMENT
LOW	app/models/article.rb	1752	# Check if user is a member/admin of the collection's organization	COMMENT
LOW	app/models/article.rb	2171	# Check if the body_markdown contains only the expected embed tags	COMMENT
LOW⚡	app/models/poll.rb	75	# Check if poll allows multiple votes	COMMENT
LOW⚡	app/models/poll.rb	80	# Check if poll is a scale poll	COMMENT
LOW⚡	app/models/poll.rb	85	# Check if poll is a text input poll	COMMENT
LOW	app/models/survey_completion.rb	19	# Check if a user has completed any of the given surveys	COMMENT
LOW	app/models/blocked_email_domain.rb	11	# Check if a domain is blocked (exact match or subdomain match)	COMMENT
LOW	app/models/billboard_placement_area_config.rb	56	# Check if we should fetch a billboard based on delivery rate	COMMENT
LOW	app/models/billboard_placement_area_config.rb	98	# Check if column exists (for backward compatibility before migration runs)	COMMENT
LOW	app/models/billboard.rb	467	# Check if 'bb' parameter exists and update it or append if not exists	COMMENT
LOW	app/models/billboard.rb	502	# Check if a user should be excluded from seeing this billboard based on survey completion	COMMENT
LOW	app/models/billboard.rb	592	# Check if approved changed from true to false or published changed from true to false.	COMMENT
LOW	app/models/survey.rb	21	# Check if a user has completed all polls in this survey in their latest session	COMMENT
LOW	app/models/survey.rb	31	# Check if user has voted, skipped, or submitted a text response for all distinct polls in the latest session	COMMENT
LOW	app/models/survey.rb	43	# Check if a user can submit this survey (based on allow_resubmission setting)	COMMENT
LOW	app/models/survey.rb	79	# Check if a user has a completion record for this survey	COMMENT
LOW	app/policies/liquid_tag_policy.rb	17	# Check if the given #user can utilize the given #liquid_tag	COMMENT
LOW	app/lib/redcarpet/render/html_rouge.rb	25	# Check if the URL is an image and process accordingly	COMMENT
LOW	…ions/track_promotional_billboard_impressions_worker.rb	48	# Check if we should pause promotional billboards	COMMENT
LOW	app/workers/spam/reaction_ring_detection_worker.rb	34	# Check if user has enough reactions in the past 3 months	COMMENT
LOW	app/workers/scheduled_automations/process_worker.rb	49	# Check if automation already exists	COMMENT
LOW	app/workers/emails/survey_daily_email_worker.rb	20	# Check if target is already hit or time has passed	COMMENT
LOW	app/workers/linked_domains/update_score_worker.rb	11	# Check if updated in the last hour	COMMENT
LOW	app/controllers/poll_skips_controller.rb	10	# Check if this poll belongs to a survey and if resubmission is allowed	COMMENT
LOW	app/controllers/poll_skips_controller.rb	23	# Check if this skip completes a survey	COMMENT
LOW	app/controllers/organizations_controller.rb	131	# Check if user is already a member (active or pending)	COMMENT
LOW	app/controllers/subforems_controller.rb	84	# Check if relationship already exists	COMMENT
LOW	app/controllers/omniauth_callbacks_controller.rb	190	# Check if this is a mobile authentication request.	COMMENT
LOW	app/controllers/auth_pass_controller.rb	48	# Set headers to allow the iframe to be embedded	COMMENT
LOW	app/controllers/poll_text_responses_controller.rb	8	# Check if this poll belongs to a survey and if resubmission is allowed	COMMENT
LOW	app/controllers/poll_text_responses_controller.rb	15	# Check if this response completes a survey	COMMENT
LOW	app/controllers/surveys_controller.rb	18	# Check if user can submit this survey	COMMENT
LOW	app/controllers/stories_controller.rb	291	# Check if a limit was applied to this relation and respect it	COMMENT
LOW	app/controllers/poll_votes_controller.rb	22	# Check if this poll belongs to a survey and if submission is allowed	COMMENT
LOW	app/controllers/poll_votes_controller.rb	33	# Check if this vote completes a survey	COMMENT
LOW	app/controllers/admin/subforems_controller.rb	39	# Check if we have the required parameters for create_from_scratch!	COMMENT
LOW	…/controllers/concerns/development_dependency_checks.rb	13	# Check if Sidekiq is running with a small retry mechanism	COMMENT
LOW	app/services/email_digest_article_collector.rb	230	# Check if user has a custom onboarding subforem (not nil and not default)	COMMENT
LOW	app/services/survey_completion_service.rb	8	# Check if the survey is now completed by the user	COMMENT
LOW	app/services/spam/reaction_ring_detector.rb	48	# Check if user has enough reactions in the past 3 months	COMMENT
LOW	app/services/spam/reaction_ring_detector.rb	141	# Check if concentration is suspiciously high	COMMENT
LOW	app/services/spam/reaction_ring_detector.rb	162	# Check if they react to authors outside the shared group	COMMENT
LOW	app/services/spam/reaction_ring_detector.rb	184	# Check if they follow the original user or are followed by them	COMMENT
LOW	app/services/spam/reaction_ring_detector.rb	188	# Check if they're in the same organization (users can belong to multiple orgs)	COMMENT
LOW	app/services/spam/domain_detector.rb	68	# Check if this user's email domain should be automatically blocked	COMMENT
LOW	app/services/spam/handler.rb	76	# Check if we should trigger spam detection	COMMENT
LOW	app/services/scheduled_automations/executor.rb	29	# Check if automation is already running	COMMENT
LOW	…scheduled_automations/article_content_badge_awarder.rb	96	# Check if user already received this badge recently (within the last week)	COMMENT
LOW	…scheduled_automations/article_content_badge_awarder.rb	168	# Check if user received this badge within the last week	COMMENT
LOW	…ices/scheduled_automations/first_post_badge_awarder.rb	100	# Check if this is the user's first published article under this organization	COMMENT
LOW	…ices/scheduled_automations/first_post_badge_awarder.rb	112	# Check if user already has this badge (to avoid duplicates)	COMMENT
LOW	…es/scheduled_automations/warm_welcome_badge_awarder.rb	99	# Check if user already received this badge recently (within the last 6.5 days)	COMMENT
LOW	…es/scheduled_automations/warm_welcome_badge_awarder.rb	125	# Check if user received this badge within the last 6.5 days (to be safe)	COMMENT
LOW	…es/scheduled_automations/warm_welcome_badge_awarder.rb	141	# Check if comment is spam using existing spam detection	COMMENT
LOW	app/services/articles/feeds/custom.rb	309	# Check if all articles are published within the last week	COMMENT
LOW	app/services/ai/trend_detector.rb	88	# Check if this cluster matches an existing active trend in the DB	COMMENT
27 more matches not shown…

AI Slop Vocabulary16 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	app/models/tag.rb	98	# No additional conditions; just return the current scope	COMMENT
MEDIUM	app/models/ab_experiment.rb	29	# This method helps us leverage existing methods for different	COMMENT
LOW	app/models/notification.rb	35	# No additional conditions; just return the current scope	COMMENT
MEDIUM	app/policies/liquid_tag_policy.rb	1	# This Policy is responsible for enforcing weither or not the user can utilize	COMMENT
MEDIUM	app/policies/liquid_tag_policy.rb	17	# Check if the given #user can utilize the given #liquid_tag	COMMENT
MEDIUM	app/policies/reaction_policy.rb	3	# We don't have a robust concept of a Privileged Reaction class, but instead must switch the	COMMENT
MEDIUM	app/javascript/onboarding/__tests__/Onboarding.test.jsx	224	window.location = { href: '' }; // Simplified mock; you might need a more robust solution	CODE
LOW	app/controllers/concerns/api/follows_controller.rb	6	# API authentication might set current_user or might just set @user	COMMENT
MEDIUM	app/assets/stylesheets/config/_import.scss	10	// in config/_colors.scss. We only utilize some of these variables	COMMENT
MEDIUM	app/services/webpage_extractor.rb	3	# This is a simplified regex; for production, we might want something more robust.	COMMENT
MEDIUM	app/services/ai/comment_check.rb	9	# holistic YES/NO prompt is replaced by narrow TypeSafe Noul questions combined by the	COMMENT
MEDIUM	app/services/ai/article_check.rb	10	# holistic YES/NO prompt is replaced by a battery of narrow TypeSafe Noul questions whose	COMMENT
MEDIUM	config/initializers/0_application_config.rb	17	# Normalize Redis URLs to be more robust across environments	COMMENT
MEDIUM	…icies/shared_examples/authorization_shared_examples.rb	1	# This cluster of shared examples all help facilitate bombarding policies with lots of test situations.	COMMENT
LOW	spec/lib/url_spec.rb	316	# so we just create something that quacks like one.	COMMENT
MEDIUM	spec/services/markdown_processor/parser_spec.rb	802	# I don't want to delve into the implementation details of liquid to test what the parse	COMMENT

Structural Annotation Overuse12 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	app/models/user.rb	449	# NOTE: This method is only used in the EmailDigestArticleCollector and does	COMMENT
LOW	…p/workers/events/manage_broadcast_billboards_worker.rb	31	# Step 1: Any billboard owned by an event that IS currently active, should be approved.	COMMENT
LOW	…p/workers/events/manage_broadcast_billboards_worker.rb	43	# Step 2: Any billboard owned by a broadcast_config event that is NOT currently active AND NOT upcoming, should be	COMMENT
LOW⚡	app/controllers/api/v0/mobile_auth_controller.rb	25	# Step 2: Form an OmniAuth Mock Hash	COMMENT
LOW⚡	app/controllers/api/v0/mobile_auth_controller.rb	34	# Step 3: Match Identity to a User	COMMENT
LOW⚡	…g/initializers/ahoy_messages_controller_monkeypatch.rb	2	# Step 2: Define a module to override the click method	COMMENT
LOW	…g/initializers/ahoy_messages_controller_monkeypatch.rb	18	# Step 4: Prepend the module to Ahoy::MessagesController	COMMENT
LOW⚡	docs/rust_native_extensions.md	45	### Step 1: Candidate Selection	COMMENT
LOW⚡	docs/rust_native_extensions.md	50	### Step 2: Pure-Rust Implementation in `forem_core` & Thin `magnus` Binding	COMMENT
LOW⚡	docs/rust_native_extensions.md	54	### Step 3: Clean Module Boundary (Single Source of Truth)	COMMENT
LOW	docs/rust_native_extensions.md	73	### Step 4: Differential Equivalence & Edge-Case Verification	COMMENT
LOW	docs/rust_native_extensions.md	78	### Step 5: Mandatory Benchmark & Allocation Proof	COMMENT

Slop Phrases8 hits · 20 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/liquid_tags/bluesky_tag.rb	28	# Now that we've parsed the input, you can use the values to	COMMENT
LOW	app/services/images/generate_social_image_magickally.rb	703	# Don't forget to close and unlink (delete) the tempfile after you're done with it.	COMMENT
MEDIUM	app/services/ai/community_copy.rb	293	/let me know if you need anything else!?$/i,	CODE
MEDIUM	config/i18n-tasks.yml	134	## In these cases you can use the built-in PatternMapper to map patterns to keys, e.g.:	COMMENT
MEDIUM	spec/spec_helper.rb	65	# with RSpec, but feel free to customize to your heart's content.	COMMENT
MEDIUM	spec/requests/api/v1/feedback_messages_spec.rb	77	# If you handle invalid params or other scenarios, you can add more specs here.	COMMENT
MEDIUM	spec/services/ai/community_copy_spec.rb	136	dirty_response = "Okay, here's the tagline: Code. Share. Grow. Let me know if you need anything else!"	CODE
MEDIUM	spec/services/ai/community_copy_spec.rb	275	"Okay, here's the tagline: Code. Share. Grow. Let me know if you need anything else!",	CODE

Synthetic Comment Markers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	app/services/ai/article_quality_assessor.rb	239	- Content that feels like it was generated by AI	CODE
HIGH	spec/services/concepts/anchor_generator_spec.rb	18	allow(ai_client).to receive(:call).and_return("Synthetic description generated by Gemini.")	CODE
HIGH	spec/services/concepts/anchor_generator_spec.rb	23	expect(concept.description).to eq("Synthetic description generated by Gemini.")	CODE

Verbosity Indicators6 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	…p/workers/events/manage_broadcast_billboards_worker.rb	31	# Step 1: Any billboard owned by an event that IS currently active, should be approved.	COMMENT
LOW	…p/workers/events/manage_broadcast_billboards_worker.rb	43	# Step 2: Any billboard owned by a broadcast_config event that is NOT currently active AND NOT upcoming, should be	COMMENT
LOW⚡	app/controllers/api/v0/mobile_auth_controller.rb	25	# Step 2: Form an OmniAuth Mock Hash	COMMENT
LOW⚡	app/controllers/api/v0/mobile_auth_controller.rb	34	# Step 3: Match Identity to a User	COMMENT
LOW⚡	…g/initializers/ahoy_messages_controller_monkeypatch.rb	2	# Step 2: Define a module to override the click method	COMMENT
LOW	…g/initializers/ahoy_messages_controller_monkeypatch.rb	18	# Step 4: Prepend the module to Ahoy::MessagesController	COMMENT

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/services/ai/article_enhancer.rb	32	# @param ai_client [Ai::Base] Optional Gemini client for dependency injection (useful for testing).	COMMENT
MEDIUM	app/services/ai/github_repo_recap.rb	29	# @param github_client [Github::OauthClient] Optional GitHub client for dependency injection	COMMENT
MEDIUM	app/services/ai/github_repo_recap.rb	30	# @param ai_client [Ai::Base] Optional AI client for dependency injection	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	app/models/article.rb	28	# @note [@jeremyf] I have added the profile_image attribute, even though that's not one of the	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	spec/requests/api/v1/docs/billboards_spec.rb	223	### Usage:	COMMENT
LOW	spec/support/shared_examples/trackable.rb	3	# Usage:	COMMENT

forem/forem

Open-Source Code Quality, Security and Technical Debt Review