AI Slop Code Risk Monitor

citrolabs/ego-lite

SlopCodeMonitor badge for citrolabs/ego-lite Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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3.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for citrolabs/ego-lite, a JavaScript project with 21,021 GitHub stars. SynthScan examined 28,309 lines of code across 116 source files, recording 93 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 3.4 (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.

3.4
Adjusted Signal
3.4
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
21.0K
Stars
JavaScript
Language
28.3K
Lines of Code
116
Files
93
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 15.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 92 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 15.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 92 finding(s).

PR Review Velocity Impact 15.2/100 · LOW

Which changes need focused human review? 93 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 0LOW 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 93 distinct pattern matches across 2 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 Identifiers92 hits · 96 pts
SeverityFileLineSnippetContext
LOWpackage/ego-browser/src/snapshot-result.ts102function omitUnusableLocatorStatus(text: string): string {CODE
LOWpackage/ego-browser/src/snapshot-result.ts147function findSnapshotMetadataStart(text: string): number {CODE
LOWpackage/ego-browser/src/snapshot-result.ts290export async function preparePageSnapshotResult(CODE
LOWpackage/ego-browser/src/snapshot-result.ts435function snapshotLocatorCandidates(refs: SnapshotRef[]) {CODE
LOWpackage/ego-browser/src/helpers.ts184async function createTaskSpaceResolution(CODE
LOWpackage/ego-browser/src/helpers.ts336async function initializeResolvedTaskSpace(resolution) {CODE
LOWpackage/ego-browser/src/helpers.ts394async function selectTaskSpaceIfProvided(CODE
LOWpackage/ego-browser/src/clipboard.ts114function beginNativeClipboardTransaction(CODE
LOWpackage/ego-browser/src/clipboard.ts138function beginDarwinClipboardTransaction(CODE
LOWpackage/ego-browser/src/clipboard.ts224function windowsHtmlClipboardFormat(html: string): Buffer {CODE
LOWpackage/ego-browser/src/clipboard.ts310function describeClipboardArgument(value: unknown): string {CODE
LOWpackage/ego-browser/src/page-discovery.ts32export function refreshUnhandledPageNotice(CODE
LOWpackage/ego-browser/src/page-discovery.ts74export function subscribeUnhandledPageNotices(CODE
LOWpackage/ego-browser/src/page-discovery.ts82export function consumeUnhandledPageNotices(): UnhandledPageNotice[] {CODE
LOWpackage/ego-browser/src/ref-state.ts8export function registerSnapshotForRefRefresh(fn: () => Promise<unknown>) {CODE
LOWpackage/ego-browser/src/skill-migration.ts39export function createStaleEgoBrowserGuard(): Record<string, unknown> {CODE
LOWpackage/ego-browser/src/skill-migration.ts58export function installStaleEgoBrowserGuard(CODE
LOWpackage/ego-browser/src/browser-runtime.ts104export function isRetryableFrameLifecycleError(CODE
LOWpackage/ego-browser/src/browser-runtime.ts1084async function enableNetworkTrackingForSession(CODE
LOWpackage/ego-browser/src/browser-runtime.ts1222function initializeAutoAttachedTarget(CODE
LOWpackage/ego-browser/src/browser-runtime.ts1257function clearIgnoredFaviconRequest(CODE
LOWpackage/ego-browser/src/browser-runtime.ts1533function rejectCommandsBlockedByDialog(CODE
LOWpackage/ego-browser/src/browser-runtime.ts1555function rejectFileChooserInterception(target, error: Error) {CODE
LOWpackage/ego-browser/src/browser-runtime.ts1563export function browserSnapshotRefsToRefMap(refMap, refs = []) {CODE
LOWpackage/ego-browser/src/cdp-eval.ts135export function decodeUnserializableJsValue(value) {CODE
LOWpackage/ego-browser/src/ego-errors.ts159function resolveUserControlMessage(err: unknown): string {CODE
LOW⚡package/ego-browser/src/element-resolver.ts1748function buildLocatorActionableFindJs(CODE
LOW⚡package/ego-browser/src/element-resolver.ts1755function buildLocatorActionableCountJs(CODE
LOW⚡package/ego-browser/src/element-resolver.ts1762function buildActionableElementsJs(CODE
LOWpackage/ego-browser/src/element-resolver.ts296async function resolveRefObjectIdWithRecoveredFrame(CODE
LOWpackage/ego-browser/src/element-resolver.ts384async function collectBackendNodeMatches(CODE
LOWpackage/ego-browser/src/element-resolver.ts429export async function validateLocatorBackendNodes(CODE
LOWpackage/ego-browser/src/element-resolver.ts463async function validateRoleLocatorBackendNodes(CODE
LOWpackage/ego-browser/src/element-resolver.ts536async function validateDomLocatorBackendNodes(CODE
LOWpackage/ego-browser/src/element-resolver.ts677function locatorContextMatchesCandidate(CODE
LOWpackage/ego-browser/src/element-resolver.ts697async function resolveRawSelectorObjectId(CODE
LOWpackage/ego-browser/src/element-resolver.ts734async function findUniqueRawSelectorContext(CODE
LOWpackage/ego-browser/src/element-resolver.ts841async function rawSelectorActionableCount(CODE
LOWpackage/ego-browser/src/element-resolver.ts944async function availableRuntimePageContexts(CODE
LOWpackage/ego-browser/src/element-resolver.ts1597async function findBackendNodeIdByRoleName(CODE
LOWpackage/ego-browser/src/element-resolver.ts1650async function findUniqueBackendNodeIdByRoleName(cdp, sessionId, role, name) {CODE
LOWpackage/ego-browser/src/element-resolver.ts1725function buildRawSelectorElementsJs(selector) {CODE
LOWpackage/ego-browser/src/element-resolver.ts1792async function firstActionabilityBlocker(CODE
LOWpackage/ego-browser/src/element-resolver.ts1874function buildBatchLocatorObjectsJs(locators) {CODE
LOWpackage/ego-browser/src/element-resolver.ts1944function actionabilityRequiresEnabled(CODE
LOWpackage/ego-browser/src/element-resolver.ts1950function actionabilityRequiresPointer(CODE
LOWpackage/ego-browser/src/element-resolver.ts2341function hasPlaywrightCompatibilitySyntax(value) {CODE
LOWpackage/ego-browser/src/element-resolver.ts2348function containsUnquotedTextPseudo(value) {CODE
LOW⚡package/ego-browser/src/page-model.ts3185function isRetryablePageEvaluationError(error: unknown): boolean {CODE
LOW⚡package/ego-browser/src/page-model.ts3194function isRuntimeEvaluateTransportTimeout(error: unknown): boolean {CODE
LOW⚡package/ego-browser/src/page-model.ts3202function isEvaluationExecutionDeadlineError(error: unknown): boolean {CODE
LOW⚡package/ego-browser/src/page-model.ts3209function isProtocolExecutionTimeout(CODE
LOW⚡package/ego-browser/src/page-model.ts3475function looksLikeWaitForFunctionOptions(value: unknown): boolean {CODE
LOW⚡package/ego-browser/src/page-model.ts3484function isNoJavaScriptDialogError(error: unknown): boolean {CODE
LOW⚡package/ego-browser/src/page-model.ts3491function validateSelectOptionChoice(CODE
LOWpackage/ego-browser/src/page-model.ts140function isRetryableElementStateError(CODE
LOWpackage/ego-browser/src/page-model.ts156function isRetryableResolutionError(CODE
LOWpackage/ego-browser/src/page-model.ts813export async function captureTaskSpaceUserBoundary(CODE
LOWpackage/ego-browser/src/page-model.ts820export async function initializeTaskSpaceHandle(CODE
LOWpackage/ego-browser/src/page-model.ts3116function serializeEvaluateArgument(CODE
32 more matches not shown…
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpackage/ego-browser/skill-body/SKILL.md277await page.fill("@21", "user@example.com");CODE