3.8

Adjusted Signal

3.8

Raw Pattern Score

100%

Time Factor

2026-10-17

Last Push

46.6K

Stars

JavaScript

Language

20.1K

Lines of Code

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 16.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 55 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 18.9/100 · LOW

Which changes need focused human review? 58 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 13LOW 45

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 58 distinct pattern matches across 7 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 Block38 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	tools/nanobox_boxfile.yml	1	# *****************************************************************************	COMMENT
LOW	tools/git.sh	141	# Key to Effective Debugging	COMMENT
LOW	tools/git.sh	161		COMMENT
LOW	tools/puppeteer.js	221	// The events workercreated and workerdestroyed are emitted on the page object to signal the worker lifecycle.	COMMENT
LOW	tools/curl.sh	61	# WRITE OUT PARAMETERS	COMMENT
LOW	tools/curl.sh	81	# %{num_connects} # shows the number of new connects made in the recent transfer.	COMMENT
LOW	tools/curl.sh	101	# host (or proxy) was completed.	COMMENT
LOW	frontend/ember.js	701	*	COMMENT
LOW	frontend/ember.js	721	//	COMMENT
LOW	frontend/ember.js	741	// Ember Meetups	COMMENT
LOW	frontend/react.js	101	// tells React that this component and its children need to be re-rendered with the updated state.	COMMENT
LOW	frontend/react.js	121	componentWillReceiveProps(nextProps) { }	COMMENT
LOW	frontend/react.js	141		COMMENT
LOW	frontend/react.js	201	// Render a React element into the DOM in the supplied container and return a reference	COMMENT
LOW	frontend/angular.js	81	// Binds style property width to the result of expression mySize in pixels. Units are optional.	COMMENT
LOW	frontend/angular.js	101	// <button (click)="movieplayer.play()">	COMMENT
LOW	frontend/angular.js	141	// the current value of conditionExpression.	COMMENT
LOW	frontend/angular.js	341	{ path: '**', component: ... },	COMMENT
LOW	frontend/vue.js	421	* https://vuejs.org/v2/api/#Options-Composition	COMMENT
LOW	frontend/vue.js	461		COMMENT
LOW	frontend/vue.js	501	// The instantiation options used for the current Vue instance.	COMMENT
LOW	frontend/vue.js	521	// be found at vm.$slots.foo). The default property contains any nodes not included in a named slot.	COMMENT
LOW	frontend/vue.js	641	// <span v-text="msg"></span>	COMMENT
LOW	frontend/vue.js	661		COMMENT
LOW	frontend/vue.js	681	// <!-- Attaches an event listener to the element. The event type is denoted by the argument. -->	COMMENT
LOW	frontend/vue.js	701	// Prevent default: <button @click.prevent="doThis"></button>	COMMENT
LOW	frontend/vue.js	721	// Style binding: <div :style="{ fontSize: size + 'px' }"></div>	COMMENT
LOW	frontend/vue.js	741	// <!-- Skip compilation for this element and all its children. -->	COMMENT
LOW	frontend/vue.js	781	// <!-- registered under the parent component’s $refs object. If used on a plain DOM element, the -->	COMMENT
LOW	backend/django.py	1	# *****************************************************************************	COMMENT
LOW	backend/django.py	21		COMMENT
LOW	backend/django.py	41	# CODING STYLE > DATABASE	COMMENT
LOW	backend/django.py	101	django-admin startproject <ProjectName> # create a new project directory structure	COMMENT
LOW	backend/sails.js	561	// Specify a where clause for filtering a query.	COMMENT
LOW	backend/sails.js	621	// Retrieve the name of the PubSub “room” for a given record.	COMMENT
LOW	backend/feathers.js	61	// Retrieves a single resource with the given id from the service.	COMMENT
LOW	backend/feathers.js	541	// This will only run a (fast) counting query against the database and return a page object with	COMMENT
LOW	backend/feathers.js	561	// │	COMMENT

Self-Referential Comments8 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	databases/mysql.sh	24	CREATE DATABASE database_name; # Create a new database	CODE
MEDIUM	databases/mysql.sh	26	CREATE TABLE table_name (column1 datatype, column2 datatype, ...); # Create a new table	CODE
MEDIUM	databases/mysql.sh	100	CREATE INDEX idx_name ON table_name (column_name); # Create a standard index to speed up queries	CODE
MEDIUM	databases/mysql.sh	101	CREATE UNIQUE INDEX idx_name ON table_name (column_name); # Create a unique index (no duplicate values)	CODE
MEDIUM	tools/heroku.sh	84	heroku create appname # Creating a new application on Heroku here ( appname ) represent the name u give to	CODE
MEDIUM	tools/heroku.sh	110	heroku create appname # Creating a heroku application here ( appname ) represent the name u give to yo	CODE
MEDIUM	tools/docker.sh	78	docker-machine create --driver virtualbox myvm1 # Create a VM (Mac, Win7, Linux)	CODE
MEDIUM	tools/aws.sh	29	aws s3 mb s3://<bucket_name> # Create a specific S3 bucket	CODE

Slop Phrases4 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/heroku.sh	57	# or you can try the below command also on macOS	COMMENT
MEDIUM	tools/heroku.sh	87	heroku git:remote -a thawing-inlet-61413 # For an existing heroku app, you can add remote to the application	CODE
MEDIUM	tools/git.sh	52	# git log by default uses less command so you can use these: f=next page, b=prev page, search=/<query>, n=next match, p=	COMMENT
MEDIUM	languages/bash.sh	374	# There are three built-ins that you can use to override this order: `command`, `builtin` and `enable`.	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	databases/mongodb.sh	44	name: 'John Doe',	CODE
LOW	languages/typescript.md	577	name: "John Doe",	CODE
LOW	languages/typescript.md	657	name: "John Doe",	CODE

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/ffmpeg.sh	34	ffmpeg -i input.mp4 -vf "fps=10,scale=480:-1:flags=lanczos,palettegen" palette.png # Step 1: generate an optimized colo	CODE
LOW⚡	tools/ffmpeg.sh	35	ffmpeg -i input.mp4 -i palette.png -filter_complex "fps=10,scale=480:-1:flags=lanczos[x];[x][1:v]paletteuse" output.gif	CODE

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/ffmpeg.sh	34	ffmpeg -i input.mp4 -vf "fps=10,scale=480:-1:flags=lanczos,palettegen" palette.png # Step 1: generate an optimized colo	CODE
LOW⚡	tools/ffmpeg.sh	35	ffmpeg -i input.mp4 -i palette.png -filter_complex "fps=10,scale=480:-1:flags=lanczos[x];[x][1:v]paletteuse" output.gif	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/vue.js	226	// An alternative to string templates allowing you to leverage the full programmatic power of JavaScript.	COMMENT

LeCoupa/awesome-cheatsheets

Open-Source Code Quality, Security and Technical Debt Review