1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-08-10

Last Push

5.6K

Stars

TypeScript

Language

51.0K

Lines of Code

253

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 4.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 46 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 2.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 29 finding(s).

PR Review Velocity Impact 4.8/100 · LOW

Which changes need focused human review? 48 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 1LOW 47

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 48 distinct pattern matches across 5 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 Identifiers29 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	gen_test_data.py	61	def block_forward_with_capture(tModule, x):	CODE
LOW	gen_test_data.py	78	def transformer_forward_with_capture(tModule, x):	CODE
LOW	src/llm/GptModel.ts	199	export function readModelResultsBackWhenReady(model: IGpuGptModel) {	CODE
LOW	src/llm/GptModel.ts	952	function createCopyOutputToInputLayer(layerBuilder: ILayerBuilder, prevOutput: IBufferTex, currInput: IBufferTex) {	CODE
LOW	src/llm/walkthrough/Walkthrough04_SelfAttention.tsx	655	export function focusSelfAttentionHeadTimers(args: IWalkthroughArgs, duration: number) {	CODE
LOW	src/llm/components/ModelCard.ts	102	export function sortABCInputTokenToString(a: number) {	CODE
LOW	src/cpu/CanvasEventHandler.tsx	446	function handleWireLabelAnchorDrag(end: boolean, globalRef: IElRef, origModelPos: Vec3, newModelPos: Vec3, mtx: Affi	CODE
LOW	src/cpu/SubSchematics.tsx	118	export function getCompSubSchematicForSnapshot(sharedContext: ISharedContext, snapshot: IEditSnapshot, comp: IComp): IEd	CODE
LOW	src/cpu/SubSchematics.tsx	148	export function getCompSubSchematicForPrefix(sharedContext: ISharedContext, snapshot: IEditSnapshot, prefix: string): IE	CODE
LOW	src/cpu/CpuExecution.tsx	890	export function stepExecutionCombinatorial(exeModel: IExeSystem, disableBackProp = false) {	CODE
LOW	src/cpu/CpuExecution.tsx	1181	export function backpropagateUnusedSignals(exeSystem: IExeSystem, blockOrder: number[]) {	CODE
LOW	src/cpu/ImportExport.tsx	344	export function lsSchematicToSchematicDef(lsSchematic: ILSSchematic, compLibrary: CompLibrary): ISchematicDef {	CODE
LOW	src/cpu/ImportExport.tsx	374	export function editSnapshotToLsSchematic(id: string, editSnapshot: IEditSnapshot): ILSSchematic {	CODE
LOW	src/cpu/render/SchematicRender.tsx	559	function renderComponentBoundingBox(cvs: ICanvasState, editorState: IEditorState, layout: IEditSnapshot, idPrefix: strin	CODE
LOW	src/cpu/render/SchematicRender.tsx	575	function renderInnerDisplayBoundingBox(cvs: ICanvasState, editorState: IEditorState, layout: IEditSnapshot, idPrefix: st	CODE
LOW	src/cpu/library/CompLibrary.tsx	90	export function createLibraryItemFromComp(compDef: ICompDef<any>): ILibraryItem {	CODE
LOW	src/cpu/sidebars/SchematicDetails.tsx	26	function handleParentCompDefIdUpdate(end: boolean, value: string) {	CODE
LOW	src/cpu/sidebars/SchematicDetails.tsx	37	function handleInnerDisplayBoundary() {	CODE
LOW	src/cpu/sidebars/SchematicDetails.tsx	44	function handleRemoveInnerDisplayBoundary() {	CODE
LOW	src/cpu/sidebars/CompDetails.tsx	44	function handleInternalSchematicAddNew() {	CODE
LOW	src/cpu/comps/RiscvInsDecode.tsx	14	export function createRiscvInsDecodeComps(_args: ICompBuilderArgs): ICompDef<any>[] {	CODE
LOW	src/cpu/comps/BinaryGatesMulti.tsx	27	export function createBinaryGateMultiComps(_args: ICompBuilderArgs): ICompDef<any>[] {	CODE
LOW	src/fluidsim/FluidSimMain.tsx	266	function calcDivergenceFreeVelocityField(arrFrom: Float32Array, arrTo: Float32Array, pressure: Float32Array) {	CODE
LOW	src/codec/DeflateDecoder.ts	437	export function lengthSymbolToLengthFromNumber(symbol: number, extraBits: number) {	CODE
LOW	src/codec/renderDeflateBlock.ts	85	function populateDeflateBlockAnimSteps(data: IDeflateData, block: IDeflateBlock) {	CODE
LOW	src/utils/keyboard.ts	97	export function useCreateGlobalKeyboardDocumentListener() {	CODE
LOW	src/utils/data.ts	72	export function getOrAddToMap<K, V>(map: Map<K, V>, key: K, valueFn: () => V): V {	CODE
LOW	src/utils/pointer.ts	326	function mouseEventFromEventAndSingleTouch(ev: TouchEvent, touch: TouchSimple): TouchEvent & IMouseEvent {	CODE
LOW	src/utils/pointer.ts	330	function extractClientPosFromTouch(touch: TouchSimple) {	CODE

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	src/llm/Annotations.ts	161	}	COMMENT
LOW	src/llm/render/blurRender.ts	21	// we're after the outline of the original objects.	COMMENT
LOW	src/llm/components/DataFlow.ts	661	// opts: fontOpts,	COMMENT
LOW	src/llm/components/ModelCard.ts	81	// addParam("n_vocab = ", vocabSize.toString(), dimStyleColor(DimStyle.n_vocab));	COMMENT
LOW	src/cpu/CpuExecution.tsx	661	}	COMMENT
LOW	src/cpu/CpuExecution.tsx	761	// return netPhase && netPhase.netIdx === relevantNetIdx;	COMMENT
LOW	src/cpu/tests/build.sh	1	#!/bin/sh	COMMENT
LOW	src/cpu/comps/Addressing.tsx	81	// read from busCtrl, busAddr	COMMENT
LOW	src/cpu/comps/RiscvInsDecode.tsx	201	// let addr = base + offset;	COMMENT
LOW	src/cpu/comps/CompHelpers.ts	141	// size: (width, height)	COMMENT
LOW	src/cpu/comps/CompPort.tsx	201	data.value = srcPort.value;	COMMENT
LOW	src/cpu/comps/peripheral/LedOutputSimple.tsx	121	busData.ioDir = isRead ? IoDir.Out : IoDir.In;	COMMENT
LOW	src/codec/DeflateDecoder.ts	1		COMMENT
LOW	src/codec/renderOutputArray.ts	1	import { inverseLerp } from "../llm/walkthrough/Walkthrough04_SelfAttention";	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	gen_test_data.py	1		CODE
LOW	gen_test_data.py	2		CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/llm/LayerView.tsx	130	async function getData() {	CODE
LOW	src/llm/LayerView.tsx	146	async function getData() {	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/llm/walkthrough/Walkthrough06_Projection.tsx	38	It's worth noting that in GPT, the length of the vectors within a head (${c_dimRef('A = 16', DimStyle.A)}) is equal to $	CODE

bbycroft/llm-viz

Open-Source Code Quality, Security and Technical Debt Review