AI Slop Code RIsk Monitor

botswin/BotBrowser

Advanced Privacy Browser Core with Unified Fingerprint Defense: Cloudflare, Akamai, Kasada, Shape, DataDome, PerimeterX, hCaptcha, FunCaptcha, Imperva, reCAPTCHA, ThreatMetrix, Adscore

6.3 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for botswin/BotBrowser, a TypeScript project with 2,634 GitHub stars. SynthScan examined 35,001 lines of code across 220 source files, recording 80 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 6.3 (Moderate 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.

6.3
Adjusted Signal
6.3
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
2.6K
Stars
TypeScript
Language
35.0K
Lines of Code
220
Files
80
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 5.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 26 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 22.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 63 finding(s).

PR Review Velocity Impact 25.4/100 · MEDIUM

Which changes need focused human review? 80 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 7MEDIUM 45LOW 28

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 80 distinct pattern matches across 11 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.

Decorative Section Separators45 hits · 146 pts
SeverityFileLineSnippetContext
MEDIUM⚡docs/benchmarks/config.js20// ── Browser binary paths ──────────────────────────────────────────────COMMENT
MEDIUM⚡docs/benchmarks/config.js29// ── Profiles base directory ───────────────────────────────────────────COMMENT
MEDIUM⚡docs/benchmarks/config.js35// ── Profile discovery ────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/config.js108// ── Build config object ───────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/utils.js13// ── Memory & Process Measurement ──────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/utils.js102// ── Statistics ─────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/utils.js121// ── System Info ────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/utils.js136// ── Result Storage ─────────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/utils.js156// ── HTTP Static File Server ────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/utils.js235// ── Timing Helpers ─────────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/utils.js251// ── CLI Argument Parsing ───────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/utils.js282// ── Console Formatting ─────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/run-all.js37// ── Pre-flight Checks ──────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/run-all.js114// ── Run a child script ─────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/run-all.js152// ── Main ───────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-baseline.js30// ── Test Configurations ────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-baseline.js46// ── Browser Launch ─────────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-baseline.js76// ── Benchmark Suite Runners ────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-baseline.js185// ── Fingerprint API Overhead ───────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-baseline.js202// ── Page Load Timing ───────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-baseline.js247// ── Main ───────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-baseline.js306 // ── Standard Benchmarks (INTERLEAVED to eliminate warm-up bias) ──────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-baseline.js370 // ── Fingerprint API Overhead (per config, single run) ──────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-baseline.js385 // ── Page Load Timing (per config) ──────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-baseline.js404 // ── Summary ──────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-scale.js43// ── Local page for load testing ────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-scale.js57// ── Canvas hash for isolation check ────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-scale.js74// ── Canvas toDataURL latency under load ────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-scale.js101// ── Multi-Instance Test ────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-scale.js184// ── Per-Context Test ───────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-scale.js303// ── Context Create/Destroy Cycle Test ──────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-scale.js368// ── Main ───────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-scale.js391 // ── Scale Tests ──────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-scale.js418 // ── Lifecycle Test ───────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/scripts/bench-scale.js429 // ── Summary ──────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/pages/fingerprint-bench.html83 // ── Canvas 2D ──────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/pages/fingerprint-bench.html102 // ── WebGL ──────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/pages/fingerprint-bench.html130 // ── WebGL2 ─────────────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/pages/fingerprint-bench.html143 // ── AudioContext ───────────────────────────────────────COMMENT
MEDIUM⚡docs/benchmarks/pages/fingerprint-bench.html173 // ── Navigator Properties ───────────────────────────────COMMENT
MEDIUM⚡docs/benchmarks/pages/fingerprint-bench.html183 // ── Screen ─────────────────────────────────────────────COMMENT
MEDIUM⚡docs/benchmarks/pages/fingerprint-bench.html191 // ── Performance.now ────────────────────────────────────COMMENT
MEDIUM⚡docs/benchmarks/pages/fingerprint-bench.html197 // ── Font Measurement ───────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/pages/fingerprint-bench.html224 // ── Date/Timezone ──────────────────────────────────────COMMENT
MEDIUMdocs/benchmarks/pages/fingerprint-bench.html232 // ── Done ───────────────────────────────────────────────COMMENT
Magic Placeholder Names3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHdocs/guides/getting-started/GOOGLE_TRANSLATE.md47GOOGLE_API_KEY='YOUR_API_KEY' \CODE
HIGHdocs/guides/getting-started/GOOGLE_TRANSLATE.md63export GOOGLE_API_KEY='YOUR_API_KEY'CODE
HIGHdocs/guides/getting-started/GOOGLE_TRANSLATE.md74$env:GOOGLE_API_KEY = 'YOUR_API_KEY'CODE
Cross-File Repetition3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHdocker/cloudflare-docker/main.py0delete window.__playwright__binding__; delete window.__pwinitscripts;STRING
HIGHdocker/wizzair-docker/main.py0delete window.__playwright__binding__; delete window.__pwinitscripts;STRING
HIGHexamples/playwright/python/main.py0delete window.__playwright__binding__; delete window.__pwinitscripts;STRING
Hyper-Verbose Identifiers12 hits · 12 pts
SeverityFileLineSnippetContext
LOWCLI_FLAGS.md284function BotBrowserFindProxyForRequest(url, host, method, headersB64, bodyB64, bodyState) {CODE
LOWdocker/cloudflare-docker/main.py20async def get_frame_element_and_box(CODE
LOWtests/tests/utils.ts104export async function enableMouseMovementOverlay(page: Page) {CODE
LOWdocs/tools/canvaslab/canvas_replay_viewer.html1192 function regenerateExportCodeFromCurrentCards() {CODE
LOWdocs/guides/network/PROXY_CONFIGURATION.md192function BotBrowserFindProxyForRequest(url, host, method, headersB64, bodyB64, bodyState) {CODE
LOWdocs/guides/network/PAC_REQUEST_POLICY.md67function BotBrowserFindProxyForRequest(url, host, method, headersB64, bodyB64, bodyState) {CODE
LOWdocs/guides/network/PAC_REQUEST_POLICY.md120function BotBrowserFindProxyForRequest(url, host, method, headersB64, bodyB64, bodyState) {CODE
LOWdocs/guides/network/PAC_REQUEST_POLICY.md131function BotBrowserFindProxyForRequest(url, host, method, headersB64, bodyB64, bodyState) {CODE
LOWdocs/guides/network/PAC_REQUEST_POLICY.md208function BotBrowserFindProxyForRequest(url, host, method, headersB64, bodyB64, bodyState) {CODE
LOWdocs/guides/network/PAC_REQUEST_POLICY.md230function BotBrowserFindProxyForRequest(url, host, method, headersB64, bodyB64, bodyState) {CODE
LOWexamples/bot-script/cloudflare-turnstile.js102function enableDomainsAndStartMonitoring(targetId) {CODE
LOWexamples/playwright/python/per_context_proxy.py31async def create_bb_context_with_proxy(browser, cdp_session, proxy):CODE
Structural Annotation Overuse6 hits · 11 pts
SeverityFileLineSnippetContext
LOWtests/README.md42### Step 1: Research Environment SetupCOMMENT
LOWtests/README.md61### Step 2: Install & Run Research SuiteCOMMENT
LOW⚡examples/playwright/python/per_context_fingerprint.py42 # Step 1: snapshotCOMMENT
LOW⚡examples/playwright/python/per_context_fingerprint.py46 # Step 2: create contextCOMMENT
LOW⚡examples/playwright/python/per_context_fingerprint.py49 # Step 3: find new context IDCOMMENT
LOWexamples/playwright/python/per_context_fingerprint.py61 # Step 4: set flags (profile + optional proxy)COMMENT
Verbosity Indicators4 hits · 8 pts
SeverityFileLineSnippetContext
LOW⚡examples/playwright/python/per_context_fingerprint.py42 # Step 1: snapshotCOMMENT
LOW⚡examples/playwright/python/per_context_fingerprint.py46 # Step 2: create contextCOMMENT
LOW⚡examples/playwright/python/per_context_fingerprint.py49 # Step 3: find new context IDCOMMENT
LOWexamples/playwright/python/per_context_fingerprint.py61 # Step 4: set flags (profile + optional proxy)COMMENT
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHdocker/wizzair-docker/main.py70except:CODE
Example Usage Blocks2 hits · 3 pts
SeverityFileLineSnippetContext
LOWexamples/mirror/cli_launch.sh8# Usage:COMMENT
LOWscripts/install_botbrowser.sh7# Usage:COMMENT
Excessive Try-Catch Wrapping2 hits · 2 pts
SeverityFileLineSnippetContext
LOWexamples/playwright/python/per_context_proxy.py71 except Exception as e:CODE
LOWexamples/playwright/python/per_context_fingerprint.py173 except Exception as e:CODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWdocker/cloudflare-docker/main.py20CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWexamples/mirror/cli_launch.sh1#!/bin/bashCOMMENT