0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

24.3K

Stars

JavaScript

Language

380.6K

Lines of Code

1.5K

Files

130

Pattern Hits

2026-10-31

Scan Date

0.02

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 1.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 91 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.6/100 · LOW

Are imports declared and package/API names verified? 39 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 32 finding(s).

PR Review Velocity Impact 3.9/100 · LOW

Which changes need focused human review? 130 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 1HIGH 31MEDIUM 5LOW 93

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 130 distinct pattern matches across 12 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.

Cross-Language Confusion (JS/TS)30 hits · 185 pts

Severity	File	Line	Snippet	Context
HIGH	test/manual-test-examples/p5.Table/matchRow/sketch.js	22	print(result.getString('name')); // Prints "Snake"	CODE
HIGH	test/manual-test-examples/p5.Table/getObject/sketch.js	21	print('Without a header column:', table.getObject());	CODE
HIGH	test/manual-test-examples/p5.Table/getObject/sketch.js	22	print('With a header column:', table.getObject('name'));	CODE
HIGH	test/manual-test-examples/p5.Table/findRows/sketch.js	27	print(rows[i].getString('name') + ': ' + rows[i].getString('type'));	CODE
HIGH	test/manual-test-examples/p5.Table/matchRows/sketch.js	27	print(rows[i].getString('name') + ': ' + rows[i].getString('type'));	CODE
HIGH⚡	test/manual-test-examples/p5.Table/trim/sketch.js	21	print(table.getColumn('name'));	CODE
HIGH⚡	test/manual-test-examples/p5.Table/trim/sketch.js	22	print(table.getColumn('type'));	CODE
HIGH⚡	test/manual-test-examples/p5.Table/trim/sketch.js	25	print(table.getColumn('name'));	CODE
HIGH⚡	test/manual-test-examples/p5.Table/trim/sketch.js	26	print(table.getColumn('type'));	CODE
HIGH⚡	…t/manual-test-examples/p5.Table/removeTokens/sketch.js	21	print(table.getColumn('name'));	CODE
HIGH⚡	…t/manual-test-examples/p5.Table/removeTokens/sketch.js	22	print(table.getColumn('type'));	CODE
HIGH⚡	…t/manual-test-examples/p5.Table/removeTokens/sketch.js	26	print(table.getColumn('name'));	CODE
HIGH⚡	…t/manual-test-examples/p5.Table/removeTokens/sketch.js	27	print(table.getColumn('type'));	CODE
HIGH	test/manual-test-examples/p5.Table/getColumn/sketch.js	21	print(table.getColumn('name'));	CODE
HIGH	…ual-test-examples/addons/p5.sound/peakDetect/sketch.js	32	print('source duration: ' + src_length);	CODE
HIGH	…manual-test-examples/async/loadJSON_callback/sketch.js	46	print(result); // result is ready!	CODE
HIGH⚡	…ual-test-examples/async/loadStrings_callback/sketch.js	18	print('In setup(), there are ' + result.length + ' lines in the result');	CODE
HIGH⚡	…ual-test-examples/async/loadStrings_callback/sketch.js	27	print(	CODE
HIGH⚡	…ual-test-examples/async/loadStrings_callback/sketch.js	30	print('Click the mouse to display a different random line!');	CODE
HIGH⚡	…al-test-examples/async/loadStrings_manyLines/sketch.js	21	print('In setup(), there are ' + result.length + ' lines in the result');	CODE
HIGH⚡	…al-test-examples/async/loadStrings_manyLines/sketch.js	30	print(	CODE
HIGH⚡	…al-test-examples/async/loadStrings_manyLines/sketch.js	33	print('Click the mouse to display a different random line!');	CODE
HIGH	…nual-test-examples/async/loadStrings_preload/sketch.js	28	print(	CODE
HIGH	…nual-test-examples/async/loadStrings_preload/sketch.js	31	print('Click the mouse to display a different random line!');	CODE
HIGH	…l-test-examples/learningprocessing/chp6/example_6_7.js	29	print(' The mouse was pressed! ');	CODE
HIGH	…l-test-examples/learningprocessing/chp6/example_6_4.js	13	print(x);	CODE
HIGH	…/learningprocessing/chp10/example_10_4/example_10_4.js	23	print(' 5 seconds have passed! ');	CODE
HIGH	…/learningprocessing/chp10/example_10_9/example_10_9.js	32	print(' 2 seconds have passed! ');	CODE
HIGH	…l-test-examples/learningprocessing/chp3/example_3_6.js	48	print('Take me to your leader!');	CODE
HIGH	…l-test-examples/learningprocessing/chp4/example_4_5.js	25	print(key);	CODE

Over-Commented Block39 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	test/unit/io/saveTable.js	61	test('should download a file with expected contents (html)', async () => {	COMMENT
LOW	test/unit/io/saveTable.js	81	// // while displaying. But they will still remain a part of the parsed DOM and hence must be removed.	COMMENT
LOW	test/unit/image/loading.js	1	import { mockP5, mockP5Prototype, httpMock } from '../../js/mocks';	COMMENT
LOW	test/unit/image/loading.js	21	// sketch.clear();	COMMENT
LOW	test/unit/image/loading.js	101	assert.isTrue(pImg instanceof mockP5.Image);	COMMENT
LOW	test/unit/image/loading.js	141	// }).then(function() {	COMMENT
LOW	test/unit/image/loading.js	201	// myp5.loadImage('unit/assets/target.gif', resolve, reject);	COMMENT
LOW	test/unit/dom/p5.Element.js	1	// import p5 from '../../../src/app.js';	COMMENT
LOW	test/unit/dom/dom.js	501	});	COMMENT
LOW	test/unit/dom/dom.js	981	assert.instanceOf(testElement.elt, HTMLInputElement);	COMMENT
LOW	test/unit/dom/dom.js	1001		COMMENT
LOW	test/unit/dom/p5.MediaElement.js	61	assert.instanceOf(sourceEl, HTMLSourceElement);	COMMENT
LOW	test/unit/dom/p5.MediaElement.js	221		COMMENT
LOW	test/manual-test-examples/p5.Table/saveTable/sketch.js	21	save(table, 'animals.csv');	COMMENT
LOW	…manual-test-examples/async/loadJSON_callback/sketch.js	1	// This example gets weather for any city based on user input.	COMMENT
LOW	…manual-test-examples/webgl/geometryImmediate/sketch.js	61	// QUAD_STRIP and TRIANGLE_STRIP need the vertices of each shared side	COMMENT
LOW	…l-test-examples/learningprocessing/chp3/example_3_1.js	1	// Learning Processing	COMMENT
LOW	…/manual-test-examples/saveData/saveJSONArray/sketch.js	21	}	COMMENT
LOW	…ples/tutorials/Integrating-other-libraries/0/sketch.js	1	// This shows an example of using the "Api example" code from	COMMENT
LOW	src/shape/2d_primitives.js	41	start = start - constants.TWO_PI * Math.floor(start / constants.TWO_PI);	COMMENT
LOW	src/core/main.js	301	// Record the time when the draw loop starts so that millis() starts at 0	COMMENT
LOW	src/core/p5.Renderer3D.js	1621	// We need to explicitly set uSampler back to an empty texture here.	COMMENT
LOW	src/core/p5.Renderer2D.js	861	this.drawingContext.translate(x, y);	COMMENT
LOW	src/friendly_errors/stacktrace.js	1	/**	COMMENT
LOW	src/friendly_errors/stacktrace.js	341	};	COMMENT
LOW	src/friendly_errors/fes_core.js	321	// setup/draw are more likely to be defined due to JS function hoisting.)	COMMENT
LOW	src/friendly_errors/param_validator.js	41		COMMENT
LOW	src/friendly_errors/param_validator.js	361	item => !z.validate(item, undefined)	COMMENT
LOW	src/webgpu/p5.RendererWebGPU.js	2701	//////////////////////////////////////////////	COMMENT
LOW	src/webgpu/p5.RendererWebGPU.js	3441		COMMENT
LOW	src/webgl/p5.Texture.js	241	updated = true;	COMMENT
LOW	src/webgl/p5.Camera.js	1601	// prepare eye vector and center vector of argument cameras.	COMMENT
LOW	src/webgl/p5.Camera.js	1661	// This matrix represents the difference between the two.	COMMENT
LOW	src/math/Matrices/MatrixNumjs.js	921	// return _makeFrustum(xmin, xmax, ymin, ymax, znear, zfar);	COMMENT
LOW	src/math/Matrices/MatrixNumjs.js	941	// }	COMMENT
LOW	src/math/Matrices/Matrix.js	2061	// return _makeFrustum(xmin, xmax, ymin, ymax, znear, zfar);	COMMENT
LOW	src/math/Matrices/Matrix.js	2081	// }	COMMENT
LOW	src/image/loading_displaying.js	701		COMMENT
LOW	src/strands/strands_transpiler.js	721	) {	COMMENT

Hyper-Verbose Identifiers32 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	visual-report.js	164	function createActualScreenshotMap() {	CODE
LOW	test/unit/core/structure.js	103	function assertCanPreserveRenderState(work) {	CODE
LOW	test/unit/webgl/p5.RendererGL.js	162	function buildShaderWithTransforms() {	CODE
LOW	test/unit/webgl/p5.Framebuffer.js	271	function setupAndReturnFramebuffer() {	CODE
LOW	test/unit/webgl/p5.Geometry.js	702	function assertGeometryRendersMatch(drawGeometry, lightingModes) {	CODE
LOW	src/strands/ir_dag.js	13	export function createDirectedAcyclicGraph() {	CODE
LOW	src/strands/ir_dag.js	33	export function getOrCreateNode(graph, node) {	CODE
LOW	src/strands/ir_dag.js	90	export function propagateTypeToAssignOnUse(	CODE
LOW	src/strands/p5.strands.js	87	function initPersistentStrandsContext(ctx) {	CODE
LOW	src/strands/p5.strands.js	93	function createBuiltinGlobalsCache(dag) {	CODE
LOW	src/strands/p5.strands.js	159	function resetTransientStrandsContext(ctx) {	CODE
LOW	src/strands/strands_transpiler.js	88	function collectUniformCallbackNames(ast) {	CODE
LOW	src/strands/strands_transpiler.js	164	function throwIfLoopProtectionInserted(ast) {	CODE
LOW	src/strands/strands_transpiler.js	191	function statementContainsStrandsControlFlow(stmt) {	CODE
LOW	src/strands/strands_transpiler.js	328	function replaceIdentifierReferences(node, oldName, newName) {	CODE
LOW	src/strands/strands_transpiler.js	1695	function functionHasSetInControlFlow(functionNode) {	CODE
LOW	src/strands/strands_transpiler.js	1756	function transformFunctionSetCalls(functionNode) {	CODE
LOW	src/strands/strands_transpiler.js	1904	function transformSetCallsInControlFlow(ast, names) {	CODE
LOW	src/strands/strands_transpiler.js	1956	function transformHelperFunctionEarlyReturns(ast, names) {	CODE
LOW	src/strands/strands_names.js	23	export function createStrandsShaderNameMap() {	CODE
LOW	src/strands/strands_names.js	45	export function createStrandsShaderNameState(nextSuffix = 0) {	CODE
LOW	src/strands/strands_names.js	98	export function getOrCreateInternalShaderName(	CODE
LOW	src/strands/strands_names.js	98	export function getOrCreateInternalShaderName(	CODE
LOW	src/strands/ir_builders.js	97	function resolveMatrixBinaryOpType(leftType, rightType, opCode) {	CODE
LOW	src/strands/ir_builders.js	1058	export function createStructArrayElementProxy(	CODE
LOW	src/strands/strands_api.js	66	function getOrCreateUniformNode(	CODE
LOW	src/strands/strands_api.js	117	function installBuiltinGlobalAccessors(strandsContext) {	CODE
LOW	src/strands/strands_api.js	201	function installInstanceIndexAccessor(strandsContext) {	CODE
LOW	src/strands/strands_api.js	295	export function restoreTemporaryProperties(strandsContext) {	CODE
LOW	src/strands/strands_api.js	400	function rejectLoopExitWithHelpers(statement) {	CODE
LOW	src/strands/strands_api.js	462	function rejectInExpressionOperand(subject) {	CODE
LOW	src/strands/strands_api.js	1887	export function createShaderHooksFunctions(strandsContext, fn, shader) {	CODE

Structural Annotation Overuse8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	contributor_docs/decorators.md	64	### Step 1: Define behavior	COMMENT
LOW	contributor_docs/decorators.md	83	### Step 2: Register decorator	COMMENT
LOW⚡	…tributor_docs/project_wrapups/ghalestrilo_gsoc_2020.md	13	## Step 1: Studying UX	COMMENT
LOW⚡	…tributor_docs/project_wrapups/ghalestrilo_gsoc_2020.md	19	## Step 2: Feature Mapping	COMMENT
LOW⚡	…tributor_docs/project_wrapups/ghalestrilo_gsoc_2020.md	25	## Step 3: Prototyping	COMMENT
LOW	…tributor_docs/project_wrapups/ghalestrilo_gsoc_2020.md	42	## Step 4: Coding!	COMMENT
LOW	src/type/p5.Font.js	542	// Step 2: build base flat geometry - single shape	COMMENT
LOW	src/type/p5.Font.js	607	// Step 5: Create extruded geometry	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/webgl/GeometryBuilder.js	65	this.hasTransform = !this.renderer.states.uModelMatrix.mat4.every(	CODE

Fake / Example Data8 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	test/unit/type/p5.Font.js	20	const textString = 'Lorem ipsum dolor sit amet.';	CODE
LOW	test/unit/type/p5.Font.js	20	const textString = 'Lorem ipsum dolor sit amet.';	CODE
LOW	test/unit/dom/dom.js	1059	const testContent = 'Lorem ipsum';	CODE
LOW	test/manual-test-examples/type/index.html	55	p.fill(120).textStyle(p.NORMAL).textSize(13.5).text('Simple long Text: Lorem Ipsum is simply dummy text of the p	CODE
LOW⚡	test/js/modernizr.js	1563	'placeholder',	CODE
LOW⚡	test/js/modernizr.js	1564	'placeholder' in createElement('input') &&	CODE
LOW⚡	test/js/modernizr.js	1565	'placeholder' in createElement('textarea')	CODE
LOW	test/js/modernizr.js	2660	'Bacon ipsum dolor sit amet jerky velit in culpa hamburger et. Laborum dolor proident, enim dolore duis	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/js/modernizr.js	2	* https://modernizr.com/download/?-adownload-ambientlight-animation-apng-appearance-applicationcache-atobbtoa-audio-aud	COMMENT
MEDIUM	src/friendly_errors/sketch_verifier.js	210	// TODO: think of a more robust way to get the user's code. Refer to	COMMENT
MEDIUM	src/strands/ir_builders.js	676	// just used for booleans. Maybe this needs to be something more robust	COMMENT

Slop Phrases3 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	.github/first-timers.yml	1	# You can create the issue in a different repo than where the problem is. Just make sure you installed the bot on the co	COMMENT
MEDIUM	.github/first-timers.yml	5	# you can change the labels to suit your needs if "first-timers-only" is not what you are looking for.	COMMENT
MEDIUM	src/webgl/material.js	185	* Here is a simple example with a simple vertex shader that applies whatevre	COMMENT

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ibutor_docs/project_wrapups/anaisgonzalez_gsoc_2021.md	33	For the complex example, I started working on typographic textures in WEBGL first before bringing them in VR. These are	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/webgl/utils.js	115	// for webgl 1 we need to check if the texture is power of two	COMMENT
LOW	src/type/p5.Font.js	542	// Step 2: build base flat geometry - single shape	COMMENT
LOW	src/type/p5.Font.js	607	// Step 5: Create extruded geometry	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/strands/strands_api.js	1755	// TODO: implement member access operations	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/mockServiceWorker.js	124	async function handleRequest(event, requestId, requestInterceptedAt) {	CODE

processing/p5.js

Open-Source Code Quality, Security and Technical Debt Review