1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

6.5K

Stars

JavaScript

Language

183.9K

Lines of Code

624

Files

166

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 4.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 158 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 3.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 121 finding(s).

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 166 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 2HIGH 3MEDIUM 5LOW 156

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 166 distinct pattern matches across 8 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 Identifiers118 hits · 103 pts

Severity	File	Line	Snippet	Context
LOW	packages/imba-monarch/src/monarch/lexer.ts	670	export function createTokenizationSupport(modeId: string, lexer: monarchCommon.ILexer): ITokenizationSupport {	CODE
LOW	packages/imba-monarch/src/monarch/lexer.js	8	function MonarchStackElementFactory(maxCacheDepth) {	CODE
LOW	packages/imba-monarch/src/monarch/lexer.js	156	function MonarchClassicTokensCollector() {	CODE
LOW	packages/imba-monarch/src/monarch/lexer.js	516	export function createTokenizationSupport(modeId, lexer) {	CODE
LOW	packages/imba-language-core/test/harness.ts	23	export function createFixtureLanguageService(	CODE
LOW	packages/imba-language-core/test/harness.ts	104	export function createBareLanguageService(rootDir: string): LanguageService {	CODE
LOW	packages/imba-language-core/src/projectCompiler.ts	19	export function setProjectCompilerEnabled(value: boolean): void {	CODE
LOW	packages/imba-language-core/src/projectCompiler.ts	102	export function getProjectCompilerForFile(fileName: string): ProjectCompiler \| null {	CODE
LOW	packages/imba-language-core/src/projectCompiler.ts	111	export function markProjectCompilerFailed(packageDir: string): void {	CODE
LOW	packages/imba-language-core/src/plugins/imbaFolding.ts	27	export function computeIndentFoldingRanges(text: string): { startLine: number; endLine: number }[] {	CODE
LOW	…ages/imba-language-core/src/plugins/imbaDiagnostics.ts	24	export function createImbaDiagnosticsPlugin(typescript?: typeof ts): LanguageServicePlugin {	CODE
LOW	…s/imba-language-core/src/plugins/imbaSemanticTokens.ts	25	export function createImbaSemanticTokensPlugin(): LanguageServicePlugin {	CODE
LOW	…/imba-language-core/src/plugins/imbaDocumentSymbols.ts	93	export function createImbaDocumentSymbolsPlugin(): LanguageServicePlugin {	CODE
LOW	…imba-language-core/src/plugins/imbaWorkspaceSymbols.ts	13	export function createImbaWorkspaceSymbolsPlugin(): LanguageServicePlugin {	CODE
LOW	…s/imba-language-core/src/plugins/typescriptServices.ts	333	function stripImbaSpecifierEndings(edit: {	CODE
LOW	…ages/imba-language-core/src/plugins/imbaCompletions.ts	38	export function createImbaCompletionsPlugin(typescript: typeof ts): LanguageServicePlugin {	CODE
LOW	packages/imba-language-core/src/plugins/checkerUtils.ts	52	export function findGlobalNamespaceExports(	CODE
LOW	packages/imba-language-core/src/plugins/checkerUtils.ts	91	export function findModuleExportsByFileSuffix(	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8547	function isExternalModuleNameRelative(moduleName: string): boolean;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8556	function textSpanIntersectsWithTextSpan(span: TextSpan, other: TextSpan): boolean;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8558	function decodedTextSpanIntersectsWith(start1: number, length1: number, start2: number, length2: number): boolean;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8559	function textSpanIntersectsWithPosition(span: TextSpan, position: number): boolean;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8564	function textChangeRangeIsUnchanged(range: TextChangeRange): boolean;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8574	function collapseTextChangeRangesAcrossMultipleVersions(changes: readonly TextChangeRange[]): TextChangeRange;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8576	function isParameterPropertyDeclaration(node: Node, parent: Node): node is ParameterPropertyDeclaration;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8579	function walkUpBindingElementsAndPatterns(binding: BindingElement): VariableDeclaration \| ParameterDeclaration;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8586	function validateLocaleAndSetLanguage(locale: string, sys: {	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8741	function getEffectiveTypeParameterDeclarations(node: DeclarationWithTypeParameters): readonly TypeParameterDeclarati	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8742	function getEffectiveConstraintOfTypeParameter(node: TypeParameterDeclaration): TypeNode \| undefined;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8750	function skipPartiallyEmittedExpressions(node: Expression): Expression;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8751	function skipPartiallyEmittedExpressions(node: Node): Node;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8753	function isBreakOrContinueStatement(node: Node): node is BreakOrContinueStatement;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8774	function isTemplateMiddleOrTemplateTail(node: Node): node is TemplateMiddle \| TemplateTail;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8775	function isImportOrExportSpecifier(node: Node): node is ImportSpecifier \| ExportSpecifier;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8776	function isTypeOnlyImportDeclaration(node: Node): node is TypeOnlyImportDeclaration;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8777	function isTypeOnlyExportDeclaration(node: Node): node is TypeOnlyExportDeclaration;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8778	function isTypeOnlyImportOrExportDeclaration(node: Node): node is TypeOnlyAliasDeclaration;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8780	function isStringTextContainingNode(node: Node): node is StringLiteral \| TemplateLiteralToken;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8789	function isAutoAccessorPropertyDeclaration(node: Node): node is AutoAccessorPropertyDeclaration;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8793	function isObjectLiteralElementLike(node: Node): node is ObjectLiteralElementLike;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8800	function isFunctionOrConstructorTypeNode(node: Node): node is FunctionTypeNode \| ConstructorTypeNode;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8802	function isPropertyAccessOrQualifiedName(node: Node): node is PropertyAccessExpression \| QualifiedName;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8824	function isStringLiteralOrJsxExpression(node: Node): node is StringLiteral \| JsxExpression;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8828	function isJSDocCommentContainingNode(node: Node): boolean;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8832	function hasOnlyExpressionInitializer(node: Node): node is HasExpressionInitializer;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8973	function isTypeParameterDeclaration(node: Node): node is TypeParameterDeclaration;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8980	function isClassStaticBlockDeclaration(node: Node): node is ClassStaticBlockDeclaration;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8984	function isCallSignatureDeclaration(node: Node): node is CallSignatureDeclaration;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8985	function isConstructSignatureDeclaration(node: Node): node is ConstructSignatureDeclaration;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	8986	function isIndexSignatureDeclaration(node: Node): node is IndexSignatureDeclaration;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	9009	function isTemplateLiteralTypeSpan(node: Node): node is TemplateLiteralTypeSpan;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	9010	function isTemplateLiteralTypeNode(node: Node): node is TemplateLiteralTypeNode;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	9015	function isObjectLiteralExpression(node: Node): node is ObjectLiteralExpression;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	9016	function isPropertyAccessExpression(node: Node): node is PropertyAccessExpression;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	9017	function isElementAccessExpression(node: Node): node is ElementAccessExpression;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	9020	function isTaggedTemplateExpression(node: Node): node is TaggedTemplateExpression;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	9021	function isTypeAssertionExpression(node: Node): node is TypeAssertion;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	9022	function isParenthesizedExpression(node: Node): node is ParenthesizedExpression;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	9068	function isVariableDeclarationList(node: Node): node is VariableDeclarationList;	CODE
LOW⚡	packages/typescript-imba-plugin/src/ts.d.ts	9077	function isNamespaceExportDeclaration(node: Node): node is NamespaceExportDeclaration;	CODE
58 more matches not shown…

Over-Commented Block34 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	packages/zed-imba/src/imba.rs	1	use zed_extension_api::{self as zed, Result};	COMMENT
LOW	…ckages/typescript-imba-plugin/typings/imba.extras.d.ts	1	/// <reference path="./imba.events.d.ts" />	COMMENT
LOW	packages/imba/typings/imba.d.ts	81	ease: any;	COMMENT
LOW	packages/imba/polyfills/crypto/index.js	61		COMMENT
LOW	…polyfills/crypto/esm/lib/elliptic/lib/curve/edwards.js	161	var f = g.redSub(c);	COMMENT
LOW	…polyfills/crypto/esm/lib/elliptic/lib/curve/edwards.js	261	// H = B + A	COMMENT
LOW	…a/polyfills/crypto/esm/lib/elliptic/lib/curve/short.js	641	if (this.zOne) {	COMMENT
LOW	packages/imba/polyfills/crypto/esm/lib/hash/hash/sha.js	1	export {default as sha1} from "./sha/1";	COMMENT
LOW	…ls/crypto/esm/lib/string_decoder/lib/string_decoder.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	packages/imba/polyfills/util/index.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	packages/imba/polyfills/string_decoder/index.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	packages/imba/polyfills/path/path2.js	1	// 'path' module extracted from Node.js v8.11.1 (only the posix part)	COMMENT
LOW	packages/imba/polyfills/path/index.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	packages/imba/polyfills/stream/readable.js	281	//	COMMENT
LOW	packages/imba/polyfills/stream/writable.js	61	// encoding is 'binary' so we have to make this configurable.	COMMENT
LOW	packages/imba/polyfills/stream/transform.js	1	// a transform stream is a readable/writable stream where you do	COMMENT
LOW	packages/imba/polyfills/stream/transform.js	21	// _read(n) is called, it transforms the queued up data, calling the	COMMENT
LOW	packages/imba/polyfills/assert/index.js	41	// Originally from narwhal.js (http://narwhaljs.org)	COMMENT
LOW	packages/imba/polyfills/assert/index.js	281	// If both values are instances of typed arrays, wrap their underlying	COMMENT
LOW	packages/imba/polyfills/zlib/index.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	packages/imba/polyfills/zlib/zlib-lib/inflate.js	1381	if (copy > state.whave) {	COMMENT
LOW	packages/imba/polyfills/zlib/zlib-lib/deflate.js	321	function fill_window(s) {	COMMENT
LOW	packages/imba/polyfills/zlib/zlib-lib/deflate.js	441	// /* Previous high water mark below current data -- zero WIN_INIT	COMMENT
LOW	packages/imba/polyfills/zlib/zlib-lib/inffast.js	181		COMMENT
LOW	packages/imba/polyfills/zlib/zlib-lib/trees.js	1161	}	COMMENT
LOW	packages/imba/polyfills/url/index.js	1	// TODO Just use the native URL class	COMMENT
LOW	packages/imba/polyfills/url/index.js	181	var i, hec, l, p;	COMMENT
LOW	packages/imba/polyfills/querystring/index.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	packages/imba/polyfills/buffer/index.js	821	};	COMMENT
LOW	apps/imba.io/content/docs/usage.md	1	# Usage	COMMENT
LOW	apps/imba.io/src/util/mousetrap.js	561	// if a sequence name is not specified, but this is a sequence at	COMMENT
LOW	apps/imba.io/src/util/mousetrap.js	641	maxLevel = Math.max(maxLevel, callbacks[i].level);	COMMENT
LOW	apps/imba.io/src/util/mousetrap.js	681		COMMENT
LOW	apps/imba.io/src/util/mousetrap.js	801	// weird race condition if a sequence ends with the key	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ages/imba/polyfills/crypto/esm/lib/parse-asn1/index.js	91	var iters = parseInt(data.algorithm.decrypt.kde.kdeparams.iters.toString(), 10);	CODE
CRITICAL	…ages/imba/polyfills/crypto/esm/lib/parse-asn1/index.js	92	var algo = aesid[data.algorithm.decrypt.cipher.algo.join('.')];	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	apps/imba.io/content/reference.md	first level is ignored this is indented not indented	STRING
HIGH	apps/imba.io/content/docs/basic-syntax.md	first level is ignored this is indented not indented	STRING
HIGH	apps/imba.io/content/docs/literals.md	first level is ignored this is indented not indented	STRING

AI Slop Vocabulary4 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	packages/imba/scripts/bootstrap.compiler.js	1	!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.am	CODE
MEDIUM⚡	packages/imba/scripts/bootstrap.compiler.js	1	!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.am	CODE
MEDIUM⚡	packages/imba/scripts/bootstrap.compiler.js	1	!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.am	CODE
MEDIUM	packages/vscode-imba/syntaxes/imba.tmLanguage.json	836	"match": "(?xi) (?<![\\w-])\n[-+]? # Sign indicator\n\n(?:	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/imba-language-core/PLAN.md	318	### 2026-06-12 — F8: Zed extension scaffold (the LSP dividend) [superseded by v2 above]	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…es/imba-language-core/test/m2-attr-completions.test.ts	30	expect(labels).toContain('placeholder');	CODE
LOW	apps/imba.io/content/docs/data-binding.md	221	let people = [{name: 'Jane Doe', interests: ['Imba']}]	CODE
LOW	apps/imba.io/public/imdb.js	745	"character": "John Doe"	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…ls/crypto/esm/lib/string_decoder/lib/string_decoder.js	248	// number of bytes available, we need to check if we end on a leading/high	COMMENT

imba/imba

Open-Source Code Quality, Security and Technical Debt Review