3.2

Adjusted Signal

3.2

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

13.2K

Stars

JavaScript

Language

67.1K

Lines of Code

622

Files

128

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 12.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 102 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.3/100 · LOW

Are imports declared and package/API names verified? 26 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

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

PR Review Velocity Impact 9.7/100 · LOW

Which changes need focused human review? 128 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 1MEDIUM 2LOW 125

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 128 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.

Structural Annotation Overuse92 hits · 170 pts

Severity	File	Line	Snippet	Context
LOW⚡	advanced_html_css/responsive_design/project_homepage.md	13	#### Step 1: Set up and planning	COMMENT
LOW⚡	advanced_html_css/responsive_design/project_homepage.md	18	#### Step 2: Gather assets	COMMENT
LOW⚡	advanced_html_css/responsive_design/project_homepage.md	25	#### Step 3: Some tips!	COMMENT
LOW⚡	advanced_html_css/responsive_design/project_homepage.md	32	#### Step 4: Give your feedback	COMMENT
LOW	nodeJS/express/installation_guides/postgresql/linux.md	3	#### Step 1: Make sure the system is up to date	COMMENT
LOW	nodeJS/express/installation_guides/postgresql/linux.md	11	#### Step 2: Install the PostgreSQL packages	COMMENT
LOW	nodeJS/express/installation_guides/postgresql/linux.md	29	#### Step 3: Setting up PostgreSQL	COMMENT
LOW	nodeJS/express/installation_guides/postgresql/macos.md	3	#### Step 1: Make sure the system is up to date	COMMENT
LOW	nodeJS/express/installation_guides/postgresql/macos.md	14	#### Step 2: Install PostgreSQL via PostgresApp	COMMENT
LOW⚡	archive/installing_node.md	14	#### Step 0: Prerequisites	COMMENT
LOW⚡	archive/installing_node.md	21	#### Step 1: Downloading and Installing `nvm`	COMMENT
LOW⚡	archive/installing_node.md	31	#### Step 2: Initializing `nvm`	COMMENT
LOW	archive/installing_node.md	88	#### Step 1: Installation	COMMENT
LOW	archive/installing_node.md	104	#### Step 2: Setting the Node Version	COMMENT
LOW	…int/TOP004_lessonHeadings/tests/_guides/guide_valid.md	5	### Step 1: Download software	COMMENT
LOW	…int/TOP004_lessonHeadings/tests/_guides/guide_valid.md	13	### Step 2: Install	COMMENT
LOW	…t/TOP004_lessonHeadings/tests/_guides/guide_invalid.md	5	### Step 1: Download	COMMENT
LOW⚡	foundations/javascript_basics/loops_and_arrays.md	56	// Step 1: If the element is an even number	COMMENT
LOW⚡	foundations/javascript_basics/loops_and_arrays.md	58	// Step 2: Multiply this number by three	COMMENT
LOW⚡	foundations/javascript_basics/loops_and_arrays.md	61	// Step 3: Add the new number to the total	COMMENT
LOW	…tions/javascript_basics/project_rock_paper_scissors.md	37	#### Step 1: Setup the project structure	COMMENT
LOW⚡	…tions/javascript_basics/project_rock_paper_scissors.md	49	#### Step 2: Write the logic to get the computer choice	COMMENT
LOW⚡	…tions/javascript_basics/project_rock_paper_scissors.md	59	#### Step 3: Write the logic to get the human choice	COMMENT
LOW⚡	…tions/javascript_basics/project_rock_paper_scissors.md	69	#### Step 4: Declare the players score variables	COMMENT
LOW⚡	…tions/javascript_basics/project_rock_paper_scissors.md	76	#### Step 5: Write the logic to play a single round	COMMENT
LOW	…tions/javascript_basics/project_rock_paper_scissors.md	99	#### Step 6: Write the logic to play the entire game	COMMENT
LOW	…dations/javascript_basics/installation_guides/linux.md	3	#### Step 0: Prerequisites	COMMENT
LOW	…dations/javascript_basics/installation_guides/linux.md	17	#### Step 1: Downloading and installing nvm	COMMENT
LOW	…dations/javascript_basics/installation_guides/linux.md	25	#### Step 2: Initializing nvm	COMMENT
LOW⚡	…installations/installation_guides/text_editors/wsl2.md	3	#### Step 1: Install VSCode	COMMENT
LOW⚡	…installations/installation_guides/text_editors/wsl2.md	9	#### Step 2: Delete the installer file	COMMENT
LOW⚡	…installations/installation_guides/text_editors/wsl2.md	15	#### Step 3: Install WSL Extension	COMMENT
LOW⚡	…installations/installation_guides/text_editors/wsl2.md	21	#### Step 4: Ensure that WSL2 can correctly open VSCode	COMMENT
LOW	…nstallations/installation_guides/text_editors/linux.md	3	#### Step 1: Download VSCode	COMMENT
LOW	…nstallations/installation_guides/text_editors/linux.md	11	#### Step 2: Install VSCode	COMMENT
LOW	…nstallations/installation_guides/text_editors/linux.md	51	#### Step 3: Delete the installer file	COMMENT
LOW	…nstallations/installation_guides/text_editors/linux.md	59	#### Step 4: Using VSCode	COMMENT
LOW⚡	…nstallations/installation_guides/text_editors/macos.md	3	#### Step 1: Download VSCode	COMMENT
LOW⚡	…nstallations/installation_guides/text_editors/macos.md	7	#### Step 2: Install VSCode	COMMENT
LOW⚡	…nstallations/installation_guides/text_editors/macos.md	13	#### Step 3: Delete the installer file	COMMENT
LOW⚡	…nstallations/installation_guides/text_editors/macos.md	19	#### Step 4: Using VSCode	COMMENT
LOW	…ations/installations/installation_guides/linux/wsl2.md	15	### Step 1: Installations	COMMENT
LOW	…allations/installation_guides/linux/virtual_machine.md	5	### Step 1: Download VirtualBox and Xubuntu	COMMENT
LOW	…allations/installation_guides/linux/virtual_machine.md	27	### Step 2: Install VirtualBox and set up Xubuntu	COMMENT
LOW	…allations/installation_guides/linux/virtual_machine.md	116	### Step 3: Begin Xubuntu installation	COMMENT
LOW	…allations/installation_guides/linux/virtual_machine.md	192	### Step 4: Updates and Guest Additions	COMMENT
LOW	…allations/installation_guides/linux/virtual_machine.md	272	### Step 4: Understand your new VM	COMMENT
LOW⚡	…s/installations/installation_guides/linux/dual_boot.md	7	### Step 0: BitLocker	COMMENT
LOW⚡	…s/installations/installation_guides/linux/dual_boot.md	17	### Step 1: Download Ubuntu	COMMENT
LOW⚡	…s/installations/installation_guides/linux/dual_boot.md	21	### Step 2: Create a bootable flash drive	COMMENT
LOW⚡	…s/installations/installation_guides/linux/dual_boot.md	25	### Step 3: Install Ubuntu	COMMENT
LOW⚡	…tions/installations/installation_guides/chrome/wsl2.md	5	#### Step 1: Download Google Chrome	COMMENT
LOW⚡	…tions/installations/installation_guides/chrome/wsl2.md	10	#### Step 2: Install Google Chrome	COMMENT
LOW⚡	…tions/installations/installation_guides/chrome/wsl2.md	15	#### Step 3: Using Google Chrome	COMMENT
LOW	…ions/installations/installation_guides/chrome/linux.md	3	#### Step 1: Download Google Chrome	COMMENT
LOW	…ions/installations/installation_guides/chrome/linux.md	20	#### Step 2: Install Google Chrome	COMMENT
LOW	…ions/installations/installation_guides/chrome/linux.md	50	#### Step 3: Delete the installer file	COMMENT
LOW	…ions/installations/installation_guides/chrome/linux.md	56	#### Step 4: Using Google Chrome	COMMENT
LOW⚡	…ions/installations/installation_guides/chrome/macos.md	3	#### Step 1: Download Google Chrome	COMMENT
LOW⚡	…ions/installations/installation_guides/chrome/macos.md	8	#### Step 2: Install Google Chrome	COMMENT
32 more matches not shown…

Fake / Example Data26 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	nodeJS/express/forms_and_data_handling.md	24	<input placeholder="John Doe" type="text" name="fullName" id="fullName">	CODE
LOW	databases/databases/databases_and_sql.md	60	INSERT INTO users (name, email) VALUES ('foobar', 'foo@bar.com');	CODE
LOW	databases/databases/databases_and_sql.md	72	WHERE email='foo@bar.com';	CODE
LOW	archive/html_css/project_design.md	23	1. Add in some meaningless text to those divs (whether copied from the homepage or a [lorem ipsum generator](http://gene	CODE
LOW	…dations/html_css/html_foundations/working_with_text.md	24	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor	CODE
LOW	…dations/html_css/html_foundations/working_with_text.md	24	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor	CODE
LOW	…dations/html_css/html_foundations/working_with_text.md	209	1. To get some practice working with text in HTML, create a plain blog article page which uses different headings, uses	CODE
LOW	ruby_on_rails/forms_and_authentication/form_basics.md	42	Parameters: {"utf8"=>"✓", "authenticity_token"=>"jJa87aK1OpXfjojryBk2Db6thv0K3bSZeYTuW8hF4Ns=", "email"=>"foo@bar.com"	CODE
LOW	ruby_on_rails/forms_and_authentication/form_basics.md	63	Now another thing we talked about in the controller section was nesting data. You'll often want to tuck submitted data n	CODE
LOW	ruby_on_rails/forms_and_authentication/form_basics.md	78	Parameters: {"utf8"=>"✓", "authenticity_token"=>"jJa87aK1OpXfjojryBk2Db6thv0K3bSZeYTuW8hF4Ns=", "user"=>{"first_name"=	CODE
LOW	ruby_on_rails/forms_and_authentication/project_forms.md	58	Parameters: {"utf8"=>"✓", "authenticity_token"=>"jJa87aK1OpXfjojryBk2Db6thv0K3bSZeYTuW8hF4Ns=", "email"=>"foo@bar.com	CODE
LOW	ruby_on_rails/forms_and_authentication/project_forms.md	67	Parameters: {"authenticity_token"=>"WUaJBOpLhFo3Mt2vlEmPQ93zMv53sDk6WFzZ2YJJQ0M=", "username"=>"foobar", "email"=>"fo	CODE
LOW	ruby_on_rails/forms_and_authentication/project_forms.md	94	Parameters: {"authenticity_token" => "WUaJBOpLhFo3Mt2vlEmPQ93zMv53sDk6WFzZ2YJJQ0M=", "user" =>{ "username" => "foobar	CODE
LOW	…vanced_forms_and_activerecord/active_record_queries.md	35	[#<User id: 1, email: "foo@bar.com">]	CODE
LOW⚡	…vanced_forms_and_activerecord/active_record_queries.md	89	1. `User.where(email: "foo@bar.com")`	CODE
LOW⚡	…vanced_forms_and_activerecord/active_record_queries.md	90	1. `User.where("email" => "foo@bar.com")`	CODE
LOW⚡	…vanced_forms_and_activerecord/active_record_queries.md	91	1. `User.where("email = 'foo@bar.com'")`	CODE
LOW⚡	…vanced_forms_and_activerecord/active_record_queries.md	92	1. `User.where("email = ?", "foo@bar.com")`	CODE
LOW⚡	…vanced_forms_and_activerecord/active_record_queries.md	93	1. `User.where("users.email" => "foo@bar.com")`	CODE
LOW⚡	…vanced_forms_and_activerecord/active_record_queries.md	101	The key thing to note is that `#find` returns the actual record while `#where` returns an `ActiveRecord::Relation` which	CODE
LOW⚡	…vanced_forms_and_activerecord/active_record_queries.md	103	`#find_by` is a really neat method that basically lets you build your own finder method. It's an alternative to using `#	CODE
LOW⚡	…tml_css/intermediate_css_concepts/custom_properties.md	87	<p class="cool-paragraph">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…tml_css/intermediate_css_concepts/custom_properties.md	87	<p class="cool-paragraph">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…tml_css/intermediate_css_concepts/custom_properties.md	89	<p class="exciting-paragraph">Lorem ipsum dolor sit amet.</p>	CODE
LOW⚡	…tml_css/intermediate_css_concepts/custom_properties.md	89	<p class="exciting-paragraph">Lorem ipsum dolor sit amet.</p>	CODE
LOW	ruby/basic_ruby/methods.md	179	"Jane Doe"	CODE

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ails/advanced_forms_and_activerecord/forms_advanced.md	122	There are a couple new aspects to this process. With `#fields_for`, you basically create a form within a form (which sh	CODE

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…kdownlint/TOP012_headingLevels/TOP012_headingLevels.js	26	function getAssignmentPanelLineRange(lines) {	CODE
LOW	…_defaultSectionContent/TOP003_defaultSectionContent.js	165	function getAssignmentSectionErrors(sectionTokens) {	CODE
LOW	…P013_descriptiveHeadings/TOP013_descriptiveHeadings.js	31	function removeTrailingPunctuation(text) {	CODE
LOW	foundations/javascript_basics/clean_code.md	244	function extractTextWithinBrackets(text) {	CODE

Modern AI Meta-Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	ruby_on_rails/rails_sprinkles/turbo.md	344	- Check out this tutorial on [Turbo Frames and Turbo Stream](https://www.hotrails.dev/turbo-rails/turbo-frames-and-turbo	CODE
MEDIUM	ruby/testing_ruby_with_rspec/introduction_to_rspec.md	196	At this point, refactoring isn't necessary. The `#add` method is essentially a one line method. As you progress in your	CODE

Over-Commented Block3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	ruby_on_rails/rails_basics/routing.md	141	# code to grab the proper Post so it can be	COMMENT
LOW	ruby/basic_ruby/nested_collections.md	161	end	COMMENT
LOW	ruby/basic_ruby/nested_collections.md	181	teacher_mailboxes.flatten.each do \|teacher\|	COMMENT

TheOdinProject/curriculum

Open-Source Code Quality, Security and Technical Debt Review