AI Slop Code Risk Monitor

jo-inc/camofox-browser

Name: jo-inc/camofox-browser — JavaScript Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Stealth headless browser for AI agents — bypass Cloudflare, bot detection, and anti-scraping. Drop-in Puppeteer/Playwright replacement.

1.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for jo-inc/camofox-browser, a JavaScript project with 12,084 GitHub stars. SynthScan examined 51,919 lines of code across 214 source files, recording 51 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.1 (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.

1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-23

Last Push

12.1K

Stars

JavaScript

Language

51.9K

Lines of Code

214

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 3.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 37 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 2.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 31 finding(s).

PR Review Velocity Impact 4.8/100 · LOW

Which changes need focused human review? 51 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 51

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 51 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 Identifiers31 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	postinstall.js	40	export function externalExecutableFromEnv(env = process.env) {	CODE
LOW	server.js	607	function navigationRequestTimeoutMs() {	CODE
LOW	server.js	614	function tabCreateRequestTimeoutMs() {	CODE
LOW	server.js	706	function scheduleBrowserIdleShutdown() {	CODE
LOW	server.js	738	function camoufoxInstallRemediation() {	CODE
LOW	server.js	893	function getExternalCamoufoxLaunch() {	CODE
LOW	server.js	1110	async function buildLaunchOptionsWithGeoipFallback(baseOptions, attemptMeta) {	CODE
LOW	server.js	1461	async function createPageWithRecoveryForUser(userId, session, { trace = false } = {}) {	CODE
LOW	tests/unit/launchCompat.test.js	116	expect(serverSource).toContain('function navigationRequestTimeoutMs()');	CODE
LOW	tests/unit/idleShutdown.test.js	9	function createIdleShutdownScheduler({ getSessionsSize, hasBrowser, closeBrowser, setTimeoutFn, clearTimeoutFn }) {	CODE
LOW	tests/unit/idleShutdown.test.js	12	function scheduleBrowserIdleShutdown(timeoutMs) {	CODE
LOW	tests/unit/timeoutContinuation.test.js	35	expect(source).toContain('function tabCreateRequestTimeoutMs()');	CODE
LOW	lib/camoufox-executable.js	183	function ensureMacCamoufoxJsCompatibility(executablePath, resourceDir, cacheDir) {	CODE
LOW	lib/camoufox-executable.js	199	export function prepareExternalCamoufoxExecutable(executablePath, { cacheDir } = {}) {	CODE
LOW	lib/proxy.js	279	export function buildDecodoBackconnectUsername(baseUsername, options) {	CODE
LOW	lib/windows-processes.js	29	function queryWindowsProcessesAsync() {	CODE
LOW	lib/process-ownership.js	23	export function snapshotOwnedBrowserProcesses(rootPid, procRoot = '/proc') {	CODE
LOW	lib/process-ownership.js	48	export function profilePathsFromProcessSnapshot(snapshot) {	CODE
LOW	lib/process-ownership.js	64	export function survivingOwnedBrowserProcesses(snapshot, procRoot = '/proc') {	CODE
LOW	lib/google-serp.js	3	function pageHasGoogleOrganicResult() {	CODE
LOW	lib/downloads.js	34	async function removeDownloadFileIfPresent(record) {	CODE
LOW	lib/downloads.js	64	function downloadEventOccurredSince(tabState, sequence) {	CODE
LOW	lib/downloads.js	147	function attachNavigationResponseTracker(tabState) {	CODE
LOW	lib/browser-processes.js	8	export function selectBrowserProcessVictims(entries, { myPid, excludePid = null } = {}) {	CODE
LOW	lib/browser-processes.js	17	export function snapshotBrowserProcessPids({ myPid = process.pid, excludePid = null } = {}) {	CODE
LOW	lib/config.js	241	function windowsProcessEnvironment() {	CODE
LOW	lib/persistence.js	22	async function loadPersistedStorageState(profileDir, userId, logger = console) {	CODE
LOW	lib/plugin-capabilities.js	1	export function createVirtualDisplayRegistry(defaultFactory) {	CODE
LOW	lib/browser-errors.js	92	export function isElementInteractionError(err) {	CODE
LOW	lib/tmp-cleanup.js	72	export function cleanupStaleFirefoxProfiles({ tmpDir, minAgeMs = 2 * 60 * 1000, now = Date.now(), protectedPaths = [] }	CODE
LOW	lib/new-page-recovery.js	3	export async function createPageWithSessionRecovery({	CODE

Fake / Example Data12 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW⚡	openclaw.plugin.json	72	"placeholder": "http://localhost:9377"	CODE
LOW⚡	openclaw.plugin.json	76	"placeholder": "9377"	CODE
LOW⚡	openclaw.plugin.json	83	"placeholder": "5"	CODE
LOW⚡	openclaw.plugin.json	87	"placeholder": "3"	CODE
LOW⚡	openclaw.plugin.json	91	"placeholder": "600000"	CODE
LOW⚡	openclaw.plugin.json	95	"placeholder": "300000"	CODE
LOW⚡	openclaw.plugin.json	99	"placeholder": "128"	CODE
LOW⚡	openclaw.plugin.json	103	"placeholder": "Leave empty to disable cookie import"	CODE
LOW⚡	openclaw.plugin.json	107	"placeholder": "Leave empty for localhost-only access"	CODE
LOW⚡	openclaw.plugin.json	114	"placeholder": "https://camofox-telemetry.askjo.workers.dev/report"	CODE
LOW	tests/helpers/testSite.js	317	<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore	CODE
LOW	tests/helpers/testSite.js	317	<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	server.js	1561	// Guarded on proxyPool?.canRotateSessions, exactly as the proxy-error branch above	COMMENT
LOW	release.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/vnc/vnc-watcher.sh	1	#!/bin/sh	COMMENT
LOW	lib/reporter.js	461	}	COMMENT
LOW	lib/proxy.js	21	password: decodeProxyCredential(proxy.password),	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/windows-utm/build-fat-bootstrap.py	3		CODE
LOW	tools/windows-utm/build-fat-bootstrap.py	3		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	run.sh	21	# Check if camoufox browser is installed	COMMENT