AI Slop Code Risk Monitor

kunchenguid/lavish-axi

SlopCodeMonitor badge for kunchenguid/lavish-axi Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).
3.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for kunchenguid/lavish-axi. SynthScan examined 85,926 lines of code across 173 source files, recording 255 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 3.2 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

3.2
Adjusted Signal
3.2
Raw Pattern Score
100%
Time Factor
—
Last Push
—
Stars
—
Language
85.9K
Lines of Code
173
Files
255
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 11.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 231 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 12.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 210 finding(s).

PR Review Velocity Impact 16.1/100 · LOW

Which changes need focused human review? 255 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 23LOW 232

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 255 distinct pattern matches across 6 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 Identifiers190 hits · 171 pts
SeverityFileLineSnippetContext
LOWtest/server.test.js48function normalizeCssForAssertions(css) {CODE
LOWtest/server.test.js4306async function openShutdownBroadcastServer() {CODE
LOWtest/cli-output.test.js92function assertObservablePollWakePath(text) {CODE
LOWtest/cli-output.test.js1209function parseSuggestedShareCommand(text) {CODE
LOWtest/cli-agent-reply.test.js26function assertConciseFirstGuidance(text) {CODE
LOWtest/cli-agent-reply.test.js44function assertStructuredAgentHtml(html) {CODE
LOWtest/release-ci-exclusions.test.js145function pullRequestFilterCoverage(pr) {CODE
LOWtest/chrome-client-queue.test.js1756async function exhaustOneBeginLoadAttempt(chrome) {CODE
LOWtest/chrome-client-queue.test.js6277async function initializeInlineWhiteboard(chrome, token = "inline-channel") {CODE
LOWtest/chrome-client-queue.test.js9116async function whiteboardInitWithLibraries({ librariesResponse, sourcesVersion }) {CODE
LOWtest/mobile-conversation-sheet.browser.test.js187 function assertPopulatedComposerUsable(g) {CODE
LOWsrc/session-store.js1075function normalizeStoredArtifactLoad(stored) {CODE
LOWsrc/session-store.js1135function normalizeArtifactFailures(failures) {CODE
LOW⚡src/export-bundle.js318function isRawTextElementForNamespace(tagName, elementNamespace) {CODE
LOW⚡src/export-bundle.js323async function transformInertContentElement(token, body, closeTag, baseDir, ctx) {CODE
LOW⚡src/export-bundle.js329async function transformPlaintextElement(token, body, baseDir, ctx) {CODE
LOW⚡src/export-bundle.js2897function findInlineModuleImportRefs(source) {CODE
LOW⚡src/export-bundle.js2901function findInlineDynamicImportRefs(source) {CODE
LOW⚡src/export-bundle.js2907function findInlineModuleImportRefTokens(source) {CODE
LOWsrc/export-bundle.js265function isEffectiveSelfClosingTag(tagName, selfClosing, openStack = [], elementNamespace = null) {CODE
LOWsrc/export-bundle.js428async function transformUnterminatedRawTextElement(token, body, baseDir, ctx, options = {}) {CODE
LOWsrc/export-bundle.js472function transformInertRawTextElement(token, body, closeTag, baseDir, ctx, options = {}) {CODE
LOWsrc/export-bundle.js497function scrubRawTextBodyWithoutInlining(tagName, attrs, body, baseDir, ctx, options = {}) {CODE
LOWsrc/export-bundle.js601async function inlineRenderResourceAttrs(tagName, attrs, baseDir, ctx) {CODE
LOWsrc/export-bundle.js688function hasStylesheetBehaviorAttrs(attrs) {CODE
LOWsrc/export-bundle.js692function scrubGeneratedHtmlAttrValue(value, ctx) {CODE
LOWsrc/export-bundle.js888function isSrcsetCandidateSeparator(value, commaIndex) {CODE
LOWsrc/export-bundle.js1044function warnExternalizedCssImport(item, baseDir, ctx, depth, importIndex, failureIndex, failureCause, classification) {CODE
LOWsrc/export-bundle.js1250function scrubCssRefsWithoutInlining(css, baseDir, ctx, options = {}) {CODE
LOWsrc/export-bundle.js1254function scrubCssRefsWithoutInliningInner(css, baseDir, ctx, options) {CODE
LOWsrc/export-bundle.js1350function scrubCssImageSetArgsWithoutInlining(args, baseDir, ctx, options) {CODE
LOWsrc/export-bundle.js1394function scrubCssRefWithoutInlining(ref, baseDir, ctx, options) {CODE
LOWsrc/export-bundle.js1421function shouldWarnRedactedLocalRefAsUnresolved(options = {}) {CODE
LOWsrc/export-bundle.js1523async function rewriteCssStringUrlOperand(ref, baseDir, ctx, outputBaseDir, options = {}) {CODE
LOWsrc/export-bundle.js1703function parseCssConditionalAtRuleBlock(css, index) {CODE
LOWsrc/export-bundle.js1834function scrubFileUrlsInCommentBody(text, ctx) {CODE
LOWsrc/export-bundle.js1870function scrubClassicScriptFileUrlComments(source, ctx) {CODE
LOWsrc/export-bundle.js1942function isJsHtmlCloseCommentStart(input, index) {CODE
LOWsrc/export-bundle.js1979function findCssPreludeStatementEnd(css, index) {CODE
LOWsrc/export-bundle.js2013function skipCssWhitespaceAndComments(css, index) {CODE
LOWsrc/export-bundle.js2041function hasCssIdentifierBoundaryBefore(css, index) {CODE
LOWsrc/export-bundle.js2050function startsUnsupportedCssImportTail(tail) {CODE
LOWsrc/export-bundle.js2242function findFirstDocumentBaseHref(html) {CODE
LOWsrc/export-bundle.js2315function rootDirectoryFromBasePath(ref) {CODE
LOWsrc/export-bundle.js2377function resolveLocalPathPreservingTrailingSlash(baseDir, localPath) {CODE
LOWsrc/export-bundle.js2388function unresolvedDescriptorWarning(descriptor, ref) {CODE
LOWsrc/export-bundle.js2438function sanitizeSvgTextForDataUri(svg, baseDir, ctx) {CODE
LOWsrc/export-bundle.js2445function warnUnsupportedScriptTiming(ref, baseDir, ctx, options = {}) {CODE
LOWsrc/export-bundle.js2523function warnUnterminatedScriptSrc(ref, baseDir, ctx, options = {}) {CODE
LOWsrc/export-bundle.js2536function warnUnsupportedScriptType(ref, baseDir, ctx, options = {}) {CODE
LOWsrc/export-bundle.js2549function warnUnsupportedStylesheetType(ref, baseDir, ctx, options = {}) {CODE
LOWsrc/export-bundle.js2562function scrubUnsupportedStyleElementBody(css, baseDir, ctx) {CODE
LOWsrc/export-bundle.js2693function warnClassicScriptDynamicImports(body, baseDir, ctx) {CODE
LOWsrc/export-bundle.js2701function redactInlineModuleFileRefs(body, ctx, options = {}) {CODE
LOWsrc/export-bundle.js2718function warnInlineImportMapLocalRefs(body, baseDir, ctx) {CODE
LOWsrc/export-bundle.js2729function redactInlineImportMapFileRefs(body, ctx, options = {}) {CODE
LOWsrc/export-bundle.js2779function pushInlineModuleImportWarning(ctx, ref) {CODE
LOWsrc/export-bundle.js2787function pushInlineImportMapLocalRefWarning(ctx, ref) {CODE
LOWsrc/export-bundle.js2952function collectImportMapAddressRefs(imports, refs, seen) {CODE
LOWsrc/export-bundle.js3062function skipJsWhitespaceAndComments(source, index) {CODE
130 more matches not shown…
Decorative Section Separators20 hits · 60 pts
SeverityFileLineSnippetContext
MEDIUM.agents/skills/lavish-design/_ds_bundle.js1520// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.agents/skills/lavish-design/_ds_bundle.js1530// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.agents/skills/lavish-design/_ds_bundle.js1671// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.agents/skills/lavish-design/_ds_bundle.js1683// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.agents/skills/lavish-design/_ds_bundle.js1973// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.agents/skills/lavish-design/_ds_bundle.js1975// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.agents/skills/lavish-design/_ds_bundle.js2518// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.agents/skills/lavish-design/_ds_bundle.js2521// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.agents/skills/lavish-design/_ds_bundle.js2850// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.agents/skills/lavish-design/_ds_bundle.js2852// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/skills/lavish-design/ui_kits/editor/design-canvas.jsx131// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/skills/lavish-design/ui_kits/editor/design-canvas.jsx141// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/skills/lavish-design/ui_kits/editor/design-canvas.jsx250// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/skills/lavish-design/ui_kits/editor/design-canvas.jsx262// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/skills/lavish-design/ui_kits/editor/design-canvas.jsx499// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/skills/lavish-design/ui_kits/editor/design-canvas.jsx501// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/skills/lavish-design/ui_kits/editor/design-canvas.jsx823// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/skills/lavish-design/ui_kits/editor/design-canvas.jsx826// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/skills/lavish-design/ui_kits/editor/design-canvas.jsx956// ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/skills/lavish-design/ui_kits/editor/design-canvas.jsx958// ─────────────────────────────────────────────────────────────COMMENT
Over-Commented Block38 hits · 35 pts
SeverityFileLineSnippetContext
LOW.agents/skills/lavish-design/_ds_bundle.js1441//COMMENT
LOW.agents/skills/lavish-design/_ds_bundle.js1481 // Below ~4ch of label room: hide the label entirely, and drop the grip toCOMMENT
LOW…/skills/lavish-design/ui_kits/editor/design-canvas.jsx1// @ds-adherence-ignore -- omelette starter scaffold (raw elements/hex/px by design)COMMENT
LOW…/skills/lavish-design/ui_kits/editor/design-canvas.jsx101 // The header uses transform:scale (out-of-flow, so layout impact doesn'tCOMMENT
LOW…/skills/lavish-design/ui_kits/editor/design-canvas.jsx121// DCSection/DCArtboard children from the type-based walks below.COMMENT
LOW…/skills/lavish-design/ui_kits/editor/design-canvas.jsx241 <DCCtx.Provider value={api}>COMMENT
LOW…/skills/lavish-design/ui_kits/editor/design-canvas.jsx421 // Host's [readyGen] reset asks whether a canvas is present; itCOMMENT
LOW…/skills/lavish-design/ui_kits/editor/design-canvas.jsx561// Per-artboard export (kind: 'png' | 'html'). Both paths share the sameCOMMENT
LOW.github/workflows/no-mistakes-required.yml41 # - github-actions[bot] opens PRs via GITHUB_TOKENCOMMENT
LOWsrc/session-store.js41COMMENT
LOWsrc/session-store.js141 // it: only a newer `beginArtifactLoad` retires a load.COMMENT
LOWsrc/session-store.js1041 "request_sequence",COMMENT
LOWsrc/export-bundle.js1import { readFile, realpath, stat } from "node:fs/promises";COMMENT
LOWsrc/html-app.js1// Hosted sharing transport: publish a self-contained HTML page to ht-ml.appCOMMENT
LOWsrc/server.js121const LOOPBACK_OWNER_PROBE_TIMEOUT_MS = 500;COMMENT
LOWsrc/server.js261// A detached server should not live forever. When no browser chrome or agent pollCOMMENT
LOWsrc/server.js561 const rest = { ...result };COMMENT
LOWsrc/server.js641 // Origin and Host, so the two still match. The robust defense is a Host-headerCOMMENT
LOWsrc/server.js741COMMENT
LOWsrc/server.js1881 }COMMENT
LOWsrc/attachment-store.js1import crypto from "node:crypto";COMMENT
LOWsrc/attachment-store.js21// these three raster formats are accepted for v1 (SVG is an active-contentCOMMENT
LOWsrc/attachment-store.js41// the total exceed the cap (admission still refuses new uploads with 507 when onlyCOMMENT
LOWsrc/attachment-store.js61// Round a file's logical size up to whole allocation blocks (min one block for anyCOMMENT
LOWsrc/attachment-store.js341}COMMENT
LOWsrc/attachment-store.js441 } catch {COMMENT
LOWsrc/chrome-client.js281const ARTIFACT_SILENCE_PROBE_MS = 8000;COMMENT
LOWsrc/chrome-client.js381 // The in-memory state still works if browser storage is unavailable.COMMENT
LOWsrc/chrome-client.js2821// layout-issues drawer uses, and only when the reader asks for it.COMMENT
LOWsrc/artifact-sdk.js481 let ignoreNextClick = false;COMMENT
LOWsrc/artifact-sdk.js501 // it in add() BEFORE reading the file is what stops a multi-GB drop from beingCOMMENT
LOWsrc/whiteboard-frame.js1/* global document, window, FileReader, location */COMMENT
LOWsrc/mermaid-node.js1/* global document */COMMENT
LOWsrc/async-mutex.js1// A minimal promise-chain mutex. `SessionStore` owns one instance and serializesCOMMENT
LOWsrc/chat-messages.js1// The conversation transcript's two shapes: what a prompt becomes when it enters `session.chat`COMMENT
LOWsrc/artifact-revisions.js1// Helpers for reading an artifact's agent-declared revision registry.COMMENT
LOWsrc/artifact-revisions.js41 const palette = revisionPalette();COMMENT
LOWsrc/mermaid-source.js1import crypto from "node:crypto";COMMENT
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUM.agents/skills/lavish-design/_ds_bundle.js1431// @ds-adherence-ignore -- omelette starter scaffold (raw elements/hex/px by design)COMMENT
MEDIUM…/skills/lavish-design/ui_kits/editor/design-canvas.jsx1// @ds-adherence-ignore -- omelette starter scaffold (raw elements/hex/px by design)COMMENT
Fake / Example Data4 hits · 4 pts
SeverityFileLineSnippetContext
LOWtest/whiteboard-libraries.test.js77 [square("c"), text("Mobile", 16), text("Lorem ipsum dolor sit amet,\nconsectetur adipiscing elit", 2.5)],CODE
LOWtest/whiteboard-libraries.test.js77 [square("c"), text("Mobile", 16), text("Lorem ipsum dolor sit amet,\nconsectetur adipiscing elit", 2.5)],CODE
LOWlavish-editor-marketing/index.html1019 <span class="placeholder">Write a message for the agent...</span>CODE
LOWsrc/playbooks.js253 const label = el.name || el.labels?.[0]?.textContent?.trim() || el.getAttribute('aria-label')?.trim() || el.getACODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/server.js641 // Origin and Host, so the two still match. The robust defense is a Host-headerCOMMENT