1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

6.4K

Stars

TypeScript

Language

52.9K

Lines of Code

358

Files

Pattern Hits

2026-10-31

Scan Date

0.01

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 4.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 51 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.2/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 7.9/100 · 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 3HIGH 0MEDIUM 1LOW 54

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 Block35 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	tsconfig.base.json	1	{	COMMENT
LOW	tsconfig.base.json	21	// "jsxImportSource": "", /* Specify module specifier used to import the JSX factory func	COMMENT
LOW	tsconfig.base.json	41	/* JavaScript Support */	COMMENT
LOW	tsconfig.base.json	61	// "inlineSources": true, /* Include source code in the sourcemaps inside the emitted Jav	COMMENT
LOW	tsconfig.base.json	81	// "strictPropertyInitialization": true, /* Check for class properties that are declared but not set in	COMMENT
LOW	defaults/config.js	1	"use strict";	COMMENT
LOW	defaults/config.js	21	// ### `host`	COMMENT
LOW	defaults/config.js	41	//	COMMENT
LOW	defaults/config.js	61	maxHistory: 10000,	COMMENT
LOW	defaults/config.js	81	enable: false,	COMMENT
LOW	defaults/config.js	101	//	COMMENT
LOW	defaults/config.js	121	//	COMMENT
LOW	defaults/config.js	141	//	COMMENT
LOW	defaults/config.js	161	prefetchMaxSearchSize: 50,	COMMENT
LOW	defaults/config.js	181	// Files are stored in the `${THELOUNGE_HOME}/uploads` folder, do not expire,	COMMENT
LOW	defaults/config.js	201	maxFileSize: 10240,	COMMENT
LOW	defaults/config.js	221	// ## Default network	COMMENT
LOW	defaults/config.js	241	// - `nick`: Nick name. Percent signs (`%`) will be replaced by random	COMMENT
LOW	defaults/config.js	281	// When set to `true`, users will not be able to modify host, port and TLS	COMMENT
LOW	defaults/config.js	301	// `[]`. Logging is also controlled per user individually in the `log` key of	COMMENT
LOW	defaults/config.js	321	storagePolicy: {	COMMENT
LOW	defaults/config.js	341	// IRC server. Note that this requires to obtain a password from the IRC	COMMENT
LOW	defaults/config.js	361	//	COMMENT
LOW	defaults/config.js	381	// The available keys for the `identd` object are:	COMMENT
LOW	defaults/config.js	401		COMMENT
LOW	defaults/config.js	421	// - a base DN `searchDN/base`. Only children nodes of this DN will likely	COMMENT
LOW	defaults/config.js	441		COMMENT
LOW	defaults/config.js	461	// - `baseDN`: LDAP base DN, alternative to `searchDN`. For example, set it	COMMENT
LOW	defaults/config.js	481	// by default.	COMMENT
LOW	defaults/config.js	501	debug: {	COMMENT
LOW	client/css/style.css	301	#viewport .rt::before,	COMMENT
LOW	client/css/style.css	321	#chat .msg[data-type="part"] .from::before,	COMMENT
LOW	client/css/style.css	341	#chat .msg-statusmsg span::before,	COMMENT
LOW	client/css/style.css	1541		COMMENT
LOW	client/css/style.css	1581	padding: 6px;	COMMENT

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	server/plugins/irc-events/connection.ts	65	text: "Enabled capabilities: " + network.irc.network.cap.enabled.join(", "),	CODE
CRITICAL	server/plugins/inputs/msg.ts	48	network.irc.network.options.CHANTYPES.includes(char)	CODE
CRITICAL	client/js/autocompletion.ts	286	const users = store.state.activeChannel.channel.users.slice();	CODE

Hyper-Verbose Identifiers9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	server/plugins/messageStorage/sqlite.ts	527	function parseSearchRowsToMessages(	CODE
LOW	scripts/changelog.js	500	function pullRequestNumbersInCommits(commits) {	CODE
LOW	scripts/changelog.js	617	function hasLabelOrAnnotatedComment({labels, comments}, expected) {	CODE
LOW	client/js/webpush.ts	85	function isAllowedServiceWorkersHost() {	CODE
LOW	client/js/store.ts	22	function detectDesktopNotificationState(): DesktopNotificationState {	CODE
LOW	client/js/socket-events/init.ts	153	function emitNamesOrMarkUsersOudated(chan: ClientChan) {	CODE
LOW	client/js/helpers/contextMenu.ts	32	export function generateChannelContextMenu(	CODE
LOW	client/js/helpers/contextMenu.ts	242	export function generateInlineChannelContextMenu(	CODE
LOW	client/js/helpers/settingsTabs.ts	3	export function shouldShowGeneralSettings() {	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/changelog.js	920	// Step 1: Generate a changelog entry	COMMENT
LOW	scripts/changelog.js	944	// Step 2: Write that changelog entry into the CHANGELOG.md file	COMMENT
LOW	scripts/changelog.js	968	// Step 4: Print out some information about what just happened to the console	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/changelog.js	920	// Step 1: Generate a changelog entry	COMMENT
LOW	scripts/changelog.js	944	// Step 2: Write that changelog entry into the CHANGELOG.md file	COMMENT
LOW	scripts/changelog.js	968	// Step 4: Print out some information about what just happened to the console	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	test/plugins/link.ts	9	const loremIpsum = `Lorem ipsum dolor sit amet, consectetur adipiscing elit.\	CODE
LOW	test/plugins/link.ts	9	const loremIpsum = `Lorem ipsum dolor sit amet, consectetur adipiscing elit.\	CODE
LOW	test/shared/findLinks.ts	357	const input = "mail@example.com mailto:mail@example.org";	CODE
LOW	test/shared/findLinks.ts	365	link: "mailto:mail@example.org",	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/changelog.js	487	// Chain several of the functions above together. Essentially, returns an	COMMENT

thelounge/thelounge

Open-Source Code Quality, Security and Technical Debt Review