0.1

Adjusted Signal

0.1

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

12.4K

Stars

TypeScript

Language

1.7M

Lines of Code

4.8K

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 0.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 43 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 28 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 30 finding(s).

PR Review Velocity Impact 0.5/100 · LOW

Which changes need focused human review? 75 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 8HIGH 4MEDIUM 0LOW 63

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 75 distinct pattern matches across 9 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.

Hallucination Indicators8 hits · 80 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/main.ts	104	} else if (vscode.window.activeTextEditor && vscode.window.activeTextEditor.document.languageId.toLowerCase() ==	CODE
CRITICAL	src/core/commands.ts	111	if (lw.extra.liveshare.handle.command.syncTeX()) {	CODE
CRITICAL	src/core/root.ts	213	logger.log(`The active document cannot be used as the root file: ${vscode.window.activeTextEditor.document.uri.t	CODE
CRITICAL	src/core/root.ts	240	logger.log(`The active document cannot be used as the root file: ${vscode.window.activeTextEditor.document.uri.t	CODE
CRITICAL	src/preview/viewer.ts	64	clientSet = lw.extra.liveshare.handle.viewer.refresh(pdfUri.fsPath, clientSet)	CODE
CRITICAL	src/preview/viewer.ts	278	if (lw.extra.liveshare.handle.viewer.reverseSyncTeX(websocket, uri, data)) {	CODE
CRITICAL	src/preview/viewer.ts	316	if (lw.extra.liveshare.handle.viewer.syncTeX(websocket, data)) {	CODE
CRITICAL	src/preview/server.ts	253	if (await lw.extra.liveshare.handle.server.request(request, response)) {	CODE

Cross-Language Confusion4 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH⚡	dev/editviewer.py	28	.replace('''this.removePageBorders = options.removePageBorders \|\| false;''', '''this.removePageBorders =	CODE
HIGH⚡	dev/editviewer.py	31	.replace('''this.setTitle(title \|\| url);''', '''// this.setTitle(title \|\| url);''') \	CODE
HIGH⚡	dev/editviewer.py	34	.replace('''(!event.shiftKey \|\| window.chrome \|\| window.opera)) {''', '''(!event.shiftKey \|\| window.chro	CODE
HIGH	dev/editviewer.py	46	.replace('''hPadding = vPadding = 0;''', '''if (this._scrollMode === ScrollMode.HORIZONTAL \|\| this._spre	CODE

Hyper-Verbose Identifiers26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	test/units/07_outline/bibtex.test.ts	21	async function buildFromParsedBibContent() {	CODE
LOW	viewer/components/gui.ts	116	function registerAutoReloadCheckBox() {	CODE
LOW	dev/pyintel/uni.py	10	def remove_relation_character(description):	CODE
LOW	dev/pyintel/uni.py	39	def generate_unimathsymbols_intel(infile, json_out):	CODE
LOW	src/main.ts	167	function registerLatexWorkshopCommands(extensionContext: vscode.ExtensionContext) {	CODE
LOW	src/locate/pair.ts	115	function buildMacroPairTreeFromNode(doc: vscode.TextDocument, node: Ast.Node, next: Ast.Node \| undefined, parentMacroPai	CODE
LOW	src/locate/pair.ts	258	function walkThruForSurroundingPairs(pos: vscode.Position, macroPairTree: MacroPair[]): MacroPair[] {	CODE
LOW	src/locate/pair.ts	305	function walkThruForPairsNextToPosition(pos: vscode.Position, macroPairTree: MacroPair[]): MacroPair[] {	CODE
LOW	src/locate/synctex.ts	187	function getCurrentEditorCoordinates(): {line: number, column: number, inputFileUri: vscode.Uri} \| undefined {	CODE
LOW	src/locate/synctex.ts	609	function getViewColumnOfVisibleTextEditor(): vscode.ViewColumn \| undefined {	CODE
LOW	src/locate/synctex.ts	663	function getColumnBySurroundingText(line: string, textBeforeSelectionFull: string, textAfterSelectionFull: string) {	CODE
LOW	src/lint/latex-code-actions.ts	151	function replaceWhitespaceOnLineBefore(document: vscode.TextDocument, position: vscode.Position, replaceWith: string) {	CODE
LOW	src/lint/latex-code-actions.ts	171	function replaceRangeWithRepeatedString(document: vscode.TextDocument, range: vscode.Range, replacementString: string) {	CODE
LOW	src/lint/latex-code-actions.ts	175	function replaceMathDelimitersInRange(document: vscode.TextDocument, range: vscode.Range, oldDelim: '$' \| '$$', startDel	CODE
LOW	src/core/file.ts	178	function hasLaTeXClassPackageLangId(langId: string): boolean {	CODE
LOW	src/parse/find.ts	100	function getFirstRememberedSubstring(s: string, pat: RegExp): string {	CODE
LOW	src/completion/completer/completerutils.ts	55	export function filterNonLetterSuggestions(suggestions: CompletionItem[], typedText: string, pos: vscode.Position): Comp	CODE
LOW	src/utils/utils.ts	296	export function replaceArgumentPlaceholders(rootFile: string, tmpDir: string): (arg: string) => string {	CODE
LOW	src/utils/logger.ts	187	function showErrorMessageWithCompilerLogButton(message: string) {	CODE
LOW	src/utils/logger.ts	205	function showErrorMessageWithExtensionLogButton(message: string) {	CODE
LOW	src/language/selection.ts	60	function nodeStackToSelectionRange(stack: Ast.Node[]): vscode.SelectionRange {	CODE
LOW	src/compile/build.ts	56	export function isFileExcludedFromBuildOnSave(filePath: string): boolean {	CODE
LOW	src/outline/structure.ts	90	function getCachedDataRootFileName(sections: TeXElement[]): string \| undefined {	CODE
LOW	src/preview/viewer.ts	406	function showInvisibleWebviewPanel(pdfUri: vscode.Uri): boolean {	CODE
LOW	src/preview/server.ts	138	function getConfiguredExternalOrigin(): string \| undefined {	CODE
LOW	src/extras/liveshare.ts	301	function handleViewerReverseSyncTeX(websocket: ws, uri: vscode.Uri, data: Extract<ClientRequest, { type: 'reverse_syncte	CODE

Over-Commented Block12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/codeql-analysis.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/codeql-analysis.yml	61	# https://git.io/JvXDl	COMMENT
LOW	dev/latex3command.py	101		COMMENT
LOW	dev/pyintel/parse_tlpdb.py	1	#!/usr/bin/env python	COMMENT
LOW	dev/pyintel/parse_tlpdb.py	21	# from this software without specific prior written permission.	COMMENT
LOW	src/locate/synctex.ts	141	*	COMMENT
LOW	src/locate/synctex.ts	161	// const pos = line.indexOf(':')	COMMENT
LOW	src/locate/synctex.ts	421	// command = path.resolve(lw.extensionRoot, './scripts/synctex.bat')	COMMENT
LOW	src/locate/synctex.ts	441	// proc.stderr.on('data', newStderr => {	COMMENT
LOW	src/locate/synctex.ts	481	/**	COMMENT
LOW	src/utils/utils.ts	201	// }	COMMENT
LOW	src/language/folding.ts	141	const opStack: { keyword: string, index: number }[] = []	COMMENT

Fake / Example Data9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	dev/packages/zebra-goodies.json	80	"name": "placeholder",	CODE
LOW	dev/packages/zebra-goodies.json	87	"name": "placeholder",	CODE
LOW	dev/packages/minted.json	299	"placeholder",	CODE
LOW	dev/packages/class-pagelayout.json	441	"name": "placeholder",	CODE
LOW	dev/packages/class-pagelayout.json	527	"placeholder",	CODE
LOW	dev/packages/tcolorboxlibraryposter.json	145	"placeholder"	CODE
LOW	data/packagenames.json	1409	"detail": "A Polish version of “lorem ipsum…” in the form of a LaTeX package",	CODE
LOW	data/packagenames.json	6714	"detail": "Easy access to the Lorem Ipsum dummy text",	CODE
LOW	data/packages/minted.json	299	"placeholder",	CODE

Unused Imports7 hits · 7 pts

Severity	File	Line	Context
LOW	dev/latex3command.py	8	CODE
LOW	dev/latex3command.py	10	CODE
LOW	dev/latex3command.py	11	CODE
LOW	dev/pyintel/__init__.py	1	CODE
LOW	dev/pyintel/__init__.py	2	CODE
LOW	dev/pyintel/__init__.py	3	CODE
LOW	dev/pyintel/parse_tlpdb.py	50	CODE

Excessive Try-Catch Wrapping4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	dev/unimathsymbols.py	11	except Exception:	CODE
LOW	dev/pyintel/parse_tlpdb.py	323	except Exception as e:	CODE
LOW	dev/pyintel/parse_tlpdb.py	341	except Exception as e:	CODE
LOW	dev/pyintel/parse_tlpdb.py	425	except Exception as exc:	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	dev/pyintel/pkgcommand.py	209	CODE
LOW	dev/pyintel/ctanpkg.py	76	CODE
LOW	dev/pyintel/parse_tlpdb.py	147	CODE
LOW	dev/pyintel/parse_tlpdb.py	207	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/completion/completer/macro.ts	21	function getData() { return data }	CODE

James-Yu/LaTeX-Workshop

Open-Source Code Quality, Security and Technical Debt Review