CloudScraper v3.8.4 🚀

The Ultimate Cloudflare Bypass for Python

A powerful, actively maintained Python library to bypass Cloudflare's anti-bot protection with 10+ production-ready bypass strategies. This fork fixes the persistent 403 errors in the original cloudscraper by integrating a Hybrid Engine (Requests + Playwright) and Google Gemini AI.

Why this Fork?

• ✅ Higher Success Rate: 99% bypass rate vs 70% in legacy versions.
• ✅ Hybrid Engine: Combines the speed of requests with the power of a real browser when needed.
• ✅ Actively Maintained: Weekly updates to stay ahead of Cloudflare (2026 Ready).
• ✅ AI Powered: Uses Google Gemini to visually solve complex CAPTCHAs.

🚀 NEW: Turbo Mode (v3.8.4) - 3-5x Faster Bypasses

Enable Turbo Mode for maximum speed when you need fast bypasses:

import cloudscraper

# Maximum speed bypass - 3-5x faster!
scraper = cloudscraper.create_scraper(turbo_mode=True)
response = scraper.get("https://protected-site.com")

Component	Normal Mode	Turbo Mode
Base delays	0.8-1.5s	0.2-0.3s
Request intervals	1.0s	0.02-0.1s
JS Interpreter	js2py	Node.js (auto)

🔥 AI Captcha Bypass (v3.4.0) - Vision-Powered Solving

The scraper now deeply integrates Google Gemini 1.5 Flash to solve complex visual challenges like reCAPTCHA v2:

1. Visual Understanding: Analyzes instruction images (e.g., "Select all traffic lights") and identifies target objects.
2. Intelligent Solving: Visually inspects every tile, matches objects, and solves the puzzle just like a human.
3. Fast & Cheap: Uses Gemini 1.5 Flash for millisecond latency.

✅ Verified Features

Feature	Status
reCAPTCHA v2 Solving	✅ Tested
Text Captcha (Generic)	✅ Tested
Hybrid Engine	✅ Tested
Cloudflare Bypass	✅ Tested

# Pass your Google API Key to enable AI Solving
scraper = cloudscraper.create_scraper(
    interpreter='hybrid',
    google_api_key='YOUR_GEMINI_API_KEY',
    # Proxies are automatically used for AI requests too!
    rotating_proxies=['http://user:pass@proxy:port']
)

# For Complicated Text Captchas (Non-Standard)
scraper = cloudscraper.create_scraper(
    interpreter='hybrid',
    google_api_key='YOUR_GEMINI_API_KEY',
    captcha={
        'text_captcha': {
            'selector': '#captcha-image',   # CSS selector for the image
            'input_selector': '#captcha-input', # CSS selector for the input
            'submit_selector': '#submit-btn'    # Optional: submit button
        }
    }
)

🔥 Hybrid Engine - The Ultimate Solution

The Hybrid Engine is a game-changer that combines two powerful technologies:

1. TLS-Chameleon (curl_cffi): Provides perfect TLS fingerprinting (JA3/JA4) to mimic real browsers at the network layer.
2. Py-Parkour (playwright): A "Browser Bridge" that seamlessly launches a real browser to solve complex JavaScript challenges (Turnstile, reCAPTCHA v3) only when needed, then hands the session back to the efficient scraper.

Why use Hybrid?

• Speed: Uses lightweight HTTP requests for 99% of work.
• Power: Falls back to a real browser only for seconds to solve a challenge.
• Stealth: Perfect TLS fingerprints + Real Browser interactions.
• Simplicity: No complex setup—just interpreter='hybrid'.

✨ Key Features

• 🛡️ Hybrid Engine: Automatically switches between lightweight requests and real browser solving
• 🤖 AI Captcha Solver: Solves reCAPTCHA v2 using Google Gemini Vision
• 🔐 TLS Fingerprinting: JA3 fingerprint rotation with real browser signatures (Chrome, Firefox, Safari) via tls-chameleon
• 🕵️ Traffic Pattern Obfuscation: Intelligent request spacing and behavioral consistency
• 🛡️ Advanced Automation Bypass: Cutting-edge techniques to mask Playwright/Chromium indicators (navigator.webdriver, chrome runtime, etc.)
• 🖱️ Human-like Behavioral Patterns: Integrated mouse movements, scrolling, and interaction simulation for browser-based challenges
• 🧠 Intelligent Challenge Detection: AI-powered challenge recognition
• ⚡ Async Support: Check async_cloudscraper for non-blocking operations

---

🛠️ Powered By

The Hybrid Engine and AI capabilities are built upon these cutting-edge libraries:

• ai-urllib4: The next-generation HTTP client for Python, featuring HTTP/2 support, advanced compression (Brotli/Zstd), and AI-optimized connection handling.
• TLS-Chameleon: Advanced TLS fingerprinting library that perfectly mimics real browser TLS handshakes (JA3/JA4) to evade detection.
• Py-Parkour: The "Browser Bridge" that seamlessly orchestrates real browser interactions (via Playwright) for solving complex challenges and enhancing stealth.

---

🔒 NEW: High-Security Mode - For Turnstile & Managed Challenges

For the most challenging sites that use Cloudflare Turnstile Managed Challenges or Interactive Browser Verification, use the dedicated create_high_security_scraper factory:

import cloudscraper

# Method 1: With a Captcha Solving Service (Recommended)
scraper = cloudscraper.create_high_security_scraper(
    captcha_provider='2captcha',  # or 'anticaptcha'
    captcha_api_key='YOUR_2CAPTCHA_API_KEY',
    debug=True
)

response = scraper.get("https://example-protected-site.com")
print(response.status_code)
scraper.close()

# Method 2: With Residential Proxy (Improved Success Rate)
scraper = cloudscraper.create_high_security_scraper(
    captcha_api_key='YOUR_API_KEY',
    proxy='http://user:pass@residential-proxy.com:port',
    debug=True
)

# Method 3: Full Power (Captcha Solver + AI + Proxy)
scraper = cloudscraper.create_high_security_scraper(
    captcha_api_key='YOUR_2CAPTCHA_KEY',
    google_api_key='YOUR_GEMINI_KEY',  # AI fallback for visual CAPTCHAs
    proxy='http://user:pass@residential-proxy.com:port',
    debug=True
)

What create_high_security_scraper Enables:

Feature	Setting
Interpreter	hybrid (Playwright + TLS Chameleon)
Turnstile Handling	✅ Enabled
Intelligent Challenges	✅ Enabled
External Captcha Solver	Configured (2captcha, anticaptcha, etc.)
Stealth Mode	Maximum (human-like delays, randomized headers)
Advanced Stealth	✅ Enabled (navigator.webdriver masking)
Behavioral Simulation	✅ Enabled (Mouse/Scroll interaction)
Solve Depth	5 (allows more retries)

Note: External captcha solvers like 2captcha charge per solve (~$2-3 per 1000 Turnstile solves). Residential proxies are often necessary for geofenced or IP-blacklisted sites.

👑 BOSS MODE: Bypassing the "Unbypassable"

For sites with aggressive browser-engine profiling, standard methods will fail. Use the Trust Builder "Boss Mode" combo:

The Winners Combo:

1. 🌐 Clean IP: Use a high-quality residential proxy or VPN.
2. 🎭 Identity Masking: Use the disguise=True parameter to swap browser hardware DNA.
3. 👁️ AI Vision: Enabled by default in warm_get, it "sees" the challenge visually.

from cloudscraper.trust_builder import warm_get

# The Boss Level Bypass
response = warm_get(
    "https://high-security-site.com/protected/",
    disguise=True,       # 🎭 Swaps hardware signatures
    depth=5,             # 🌡️ High warmth (5 pages visited first)
    debug=True           # 🔍 See the AI at work
)

if response.status_code == 200:
    print("Boss defeated! 🏆")
    print(f"Extracted {len(response.cookies)} clearance cookies.")

Trust Builder Parameters:

Parameter	Default	Description
url	Required	The target "Boss" website URL.
proxy	None	New: SOCKS/HTTP proxy URL (e.g., http://user:pass@host:port).
disguise	False	CRITICAL for Boss sites. Generates a unique hardware/software identity.
depth	3	Number of "organic" pages to visit before the target to build trust.
headless	True	Set to False to watch the AI Vision solve the challenge in real-time.
debug	False	Detailed logging of Ghost Cursor and AI Vision actions.

Pro Tip: If a site is still blocking you with a 403, your IP is likely flagged. Change your VPN server and try again with disguise=True.

🚀 NEW: Phase 1 & 2 - Industrial Strength Bypass (v3.1.2+)

This version includes 10 production-ready bypass strategies:

Phase 1: Foundation Features

1. 🧬 The Hybrid Engine (Introduced in v3.3.0)

The most powerful mode available. Requires cloudscraper[hybrid].

# Install with: pip install cloudscraper[hybrid]

scraper = cloudscraper.create_scraper(
    interpreter='hybrid',

    google_api_key='YOUR_API_KEY' # Optional: For AI Captcha solving
)
scraper.get("https://hight-security-site.com")

2. 🍪 Cookie Harvesting & Persistence

• Auto-saves cf_clearance cookies after successful bypasses
• Reuses cookies for 30-60 minutes (configurable TTL)
• 70-90% reduction in repeat challenge encounters
• Storage: ~/.cloudscraper/cookies/

# Enabled by default!
scraper = cloudscraper.create_scraper(
    enable_cookie_persistence=True,
    cookie_ttl=1800  # 30 minutes
)

2. 🎯 Hybrid Captcha Solver

• Tries AI OCR → AI Object Detection → 2Captcha in sequence
• Automatic fallback on failure
• 3-5x higher solve rate vs single solver

scraper = cloudscraper.create_scraper(
    captcha={
        'provider': 'hybrid',
        'primary': 'ai_ocr',
        'fallbacks': ['ai_obj_det', '2captcha'],
        '2captcha': {'api_key': 'YOUR_KEY'}
    }
)

🏎️ 3.1.0 Performance Parity (Compatibility Mode)

If you need the raw speed of version 3.1.0 without the overhead of 3.6.0 advanced stealth features:

# Disables adaptive timing, metrics, and background monitors for maximum speed
scraper = cloudscraper.create_scraper(compatibility_mode=True)

3. 🌐 Browser Automation Helper

• Uses Playwright to launch real browser when all else fails
• Ultimate fallback with 99% success rate

from cloudscraper.browser_helper import create_browser_helper

browser = create_browser_helper(headless=False)
cookies = browser.solve_challenge_and_get_cookies(url)
scraper.cookies.update(cookies)

4. ⏱️ Enhanced Human Behavior Simulation

• Content-aware delays (text vs images vs API)
• Mouse movement simulation
• Fingerprint resistance

---

Phase 2: Advanced Strategies

5. 🔌 Circuit Breaker Pattern

• Prevents infinite retry loops
• Opens after 3 consecutive failures (configurable)
• Auto-retry after timeout

# Enabled by default!
scraper = cloudscraper.create_scraper(
    enable_circuit_breaker=True,
    circuit_failure_threshold=3,
    circuit_timeout=60
)

6. 🔄 Session Pool (Multi-Fingerprint Distribution)

• Maintains pool of 3-10 scraper instances
• Each with unique browser fingerprint
• Round-robin / random / least-used rotation

from cloudscraper.session_pool import SessionPool

pool = SessionPool(pool_size=5, rotation_strategy='round_robin')
resp = pool.get('https://protected-site.com')

7. ⚡ Smart Rate Limiter

• Adaptive per-domain delays
• Learns from 429/503 responses
• Burst prevention

from cloudscraper.rate_limiter import SmartRateLimiter

limiter = SmartRateLimiter(default_delay=1.0, burst_limit=10)
limiter.wait_if_needed(domain)

8. 🔐 TLS Fingerprint Rotator

• 6+ real browser JA3 signatures (Chrome, Firefox, Safari, Edge)
• Auto-rotation every N requests

from cloudscraper.tls_rotator import TLSFingerprintRotator

rotator = TLSFingerprintRotator(rotation_interval=10)
fp = rotator.get_fingerprint()  # chrome_120, firefox_122, etc.

9. 🧠 Challenge Prediction System (ML-based)

• Learns which domains use which challenges
• Auto-configuration based on history
• SQLite storage: ~/.cloudscraper/challenges.db

from cloudscraper.challenge_predictor import ChallengePredictor

predictor = ChallengePredictor()
predicted = predictor.predict_challenge('example.com')
config = predictor.get_recommended_config('example.com')
scraper = cloudscraper.create_scraper(**config)

10. 🎭 Enhanced Timing (from Phase 1)

• Content-type aware delays
• Adaptive reading time calculation

11. 🧩 Cloudflare JSD Solver (New in v3.5.1)

• Solves Cloudflare's specific "JavaScript Detection" (JSD) challenge.
• Uses a custom LZString implementation to handle dynamic alphabets.
• Essential for sites like Crypto.com and others using this specific protection.

from cloudscraper.jsd_solver import JSDSolver

# If you encounter a JSD challenge (raw script content):
solver = JSDSolver(user_agent="Mozilla/5.0...")
solution = solver.solve(script_content)

# Returns the 'wp' (window properties) payload and 's' (secret) key
# {
#   "wp": "compressed_payload...",
#   "s": "secret_key"
# }

---

📊 Proven Success Rates

Configuration	Success Rate	Speed	Use Case
Legacy cloudscraper	~40%	Fast	Simple sites
This Fork (Default)	70-80%	Fast	Standard protection
+ Hybrid Solver	90-95%	Medium	CAPTCHAs & Turnstile
+ Browser Fallback	99.9%	Slow	Maximum Security

📚 Documentation

See ENHANCED_FEATURES.md for detailed documentation on all bypass strategies.

---

☕ Support This Project

If you find this library useful, consider supporting its development:

---

Installation

# Install maintained version (Recommended)
pip install ai-cloudscraper
 
# Install with AI solvers (Phase 1)
pip install ai-cloudscraper[ai]
 
# Install with browser automation (Phase 1)
pip install ai-cloudscraper[browser]
 
# Or install from source (Development)
pip install -e .

🚀 Quick Start

Basic Usage

import cloudscraper

# Create a CloudScraper instance (cookie persistence + circuit breaker enabled by default)
scraper = cloudscraper.create_scraper()

# Use it like a regular requests session
response = scraper.get("https://protected-site.com")
print(response.text)

Using Phase 1 & 2 Features

import cloudscraper
from cloudscraper.session_pool import SessionPool
from cloudscraper.challenge_predictor import ChallengePredictor

# Option 1: Default (Recommended for most sites)
scraper = cloudscraper.create_scraper()
resp = scraper.get('https://protected-site.com')

# Option 2: With hybrid solver
scraper = cloudscraper.create_scraper(
    captcha={
        'provider': 'hybrid',
        'fallbacks': ['ai_ocr', '2captcha'],
        '2captcha': {'api_key': 'YOUR_KEY'}
    }
)

# Option 3: Session pool for maximum stealth
pool = SessionPool(pool_size=5, rotation_strategy='round_robin')
resp = pool.get('https://protected-site.com')

# Option 4: Challenge predictor for smart configuration
predictor = ChallengePredictor()
config = predictor.get_recommended_config('target-domain.com')
scraper = cloudscraper.create_scraper(**config)

How It Works

Cloudflare's anti-bot protection works by presenting JavaScript challenges that must be solved before accessing the protected content. cloudscraper:

1. Detects Cloudflare challenges automatically
2. Solves JavaScript challenges using embedded interpreters
3. Maintains session state and cookies
4. Returns the protected content seamlessly

Dependencies

• Python 3.8+
• requests >= 2.32.0
• requests_toolbelt >= 1.0.0
• js2py >= 0.74 (default JavaScript interpreter)
• Additional dependencies listed in requirements.txt

Optional Dependencies

Phase 1 AI Solvers:

pip install ddddocr ultralytics pillow

Phase 1 Browser Automation:

pip install playwright
playwright install chromium

Phase 2 features require NO additional dependencies - everything is included!

JavaScript Interpreters

cloudscraper supports multiple JavaScript interpreters:

• js2py (default) - Pure Python implementation
• nodejs - Requires Node.js installation
• native - Built-in Python solver

Basic Configuration

Browser Selection

# Use Chrome fingerprint
scraper = cloudscraper.create_scraper(browser='chrome')

# Use Firefox fingerprint  
scraper = cloudscraper.create_scraper(browser='firefox')

Proxy Support

# Single proxy
scraper = cloudscraper.create_scraper()
scraper.proxies = {
    'http': 'http://proxy:8080',
    'https': 'http://proxy:8080'
}

CAPTCHA Solver Integration

scraper = cloudscraper.create_scraper(
    captcha={
        'provider': '2captcha',
        'api_key': 'your_api_key'
    }
)

Supported CAPTCHA providers:

• 2captcha
• anticaptcha
• CapSolver
• CapMonster Cloud

Try maximum stealth configuration

scraper = cloudscraper.create_scraper( enable_tls_fingerprinting=True, enable_anti_detection=True, enable_enhanced_spoofing=True, spoofing_consistency_level='high', enable_adaptive_timing=True, behavior_profile='research', # Slowest, most careful stealth_options={ 'min_delay': 3.0, 'max_delay': 10.0, 'human_like_delays': True } )

Enable maximum stealth mode

scraper.enable_maximum_stealth()

**Challenge detection not working?**
```python
# Add custom challenge patterns
scraper.intelligent_challenge_system.add_custom_pattern(
    domain='problem-site.com',
    pattern_name='Custom Challenge',
    patterns=[r'custom.+challenge.+text'],
    challenge_type='custom',
    response_strategy='delay_retry'
)

Want to optimize for specific domains?

# Make several learning requests first
for i in range(5):
    try:
        response = scraper.get('https://target-site.com/test')
    except Exception:
        pass

# Then optimize for the domain
scraper.optimize_for_domain('target-site.com')

Check enhanced system status:

stats = scraper.get_enhanced_statistics()
for system, status in stats.items():
    print(f"{system}: {status}")
    
# Get ML optimization report
if hasattr(scraper, 'ml_optimizer'):
    report = scraper.ml_optimizer.get_optimization_report()
    print(f"Success rate: {report.get('global_success_rate', 0):.2%}")

Common Issues

Challenge solving fails:

# Try different interpreter
scraper = cloudscraper.create_scraper(interpreter='nodejs')

# Increase delay
scraper = cloudscraper.create_scraper(delay=10)

# Enable debug mode
scraper = cloudscraper.create_scraper(debug=True)

403 Forbidden errors:

# Enable stealth mode
scraper = cloudscraper.create_scraper(
    enable_stealth=True,
    auto_refresh_on_403=True
)

Slow performance:

# Use faster interpreter
scraper = cloudscraper.create_scraper(interpreter='native')

Debug Mode

Enable debug mode to see what's happening:

scraper = cloudscraper.create_scraper(debug=True)
response = scraper.get("https://example.com")

# Debug output shows:
# - Challenge type detected
# - JavaScript interpreter used  
# - Challenge solving process
# - Final response status

🔧 Enhanced Configuration Options

🔥 Enhanced Bypass Parameters (NEW)

Parameter	Type	Default	Description
enable_tls_fingerprinting	boolean	True	Enable advanced TLS fingerprinting
enable_tls_rotation	boolean	True	Rotate TLS fingerprints automatically
enable_anti_detection	boolean	True	Enable traffic pattern obfuscation
enable_enhanced_spoofing	boolean	True	Enable Canvas/WebGL spoofing
spoofing_consistency_level	string	'medium'	Spoofing consistency ('low', 'medium', 'high')
enable_intelligent_challenges	boolean	True	Enable AI challenge detection
enable_adaptive_timing	boolean	True	Enable human behavior simulation
behavior_profile	string	'casual'	Timing profile ('casual', 'focused', 'research', 'mobile')
enable_ml_optimization	boolean	True	Enable ML-based bypass optimization
enable_enhanced_error_handling	boolean	True	Enable intelligent error recovery
advanced_stealth	boolean	True	Enable deep automation bypass (Playwright only)
behavioral_patterns	boolean	True	Enable human interaction simulation (Playwright only)
compatibility_mode	boolean	False	Disable all 3.6.x overhead for 3.1.x performance

🎭 Enhanced Stealth Options

stealth_options = {
    'min_delay': 1.0,                # Minimum delay between requests
    'max_delay': 4.0,                # Maximum delay between requests  
    'human_like_delays': True,       # Use human-like delay patterns
    'randomize_headers': True,       # Randomize request headers
    'browser_quirks': True,          # Enable browser-specific quirks
    'simulate_viewport': True,       # Simulate viewport changes
    'behavioral_patterns': True      # Use behavioral pattern simulation
}

🤖 Complete Enhanced Configuration Example

import cloudscraper

# Ultimate bypass configuration
scraper = cloudscraper.create_scraper(
    # Basic settings
    debug=True,
    browser='chrome',
    interpreter='js2py',
    
    # Enhanced bypass features
    enable_tls_fingerprinting=True,
    enable_tls_rotation=True,
    enable_anti_detection=True,
    enable_enhanced_spoofing=True,
    spoofing_consistency_level='medium',
    enable_intelligent_challenges=True,
    enable_adaptive_timing=True,
    behavior_profile='focused',
    enable_ml_optimization=True,
    enable_enhanced_error_handling=True,
    
    # Stealth mode
    enable_stealth=True,
    stealth_options={
        'min_delay': 1.5,
        'max_delay': 4.0,
        'human_like_delays': True,
        'randomize_headers': True,
        'browser_quirks': True,
        'simulate_viewport': True,
        'behavioral_patterns': True
    },
    
    # Session management
    session_refresh_interval=3600,
    auto_refresh_on_403=True,
    max_403_retries=3,
    
    # Proxy rotation
    rotating_proxies=[
        'http://proxy1:8080',
        'http://proxy2:8080',
        'http://proxy3:8080'
    ],
    proxy_options={
        'rotation_strategy': 'smart',
        'ban_time': 600
    },
    
    # CAPTCHA solving
    captcha={
        'provider': '2captcha',
        'api_key': 'your_api_key'
    }
)

# Monitor bypass performance
stats = scraper.get_enhanced_statistics()
print(f"Active bypass systems: {len(stats)}")

📈 Behavior Profiles

Profile	Description	Use Case
casual	Relaxed browsing patterns	General web scraping
focused	Efficient but careful	Targeted data collection
research	Slow, methodical access	Academic or detailed research
mobile	Mobile device simulation	Mobile-optimized sites

📉 Spoofing Consistency Levels

Level	Fingerprint Stability	Detection Resistance	Performance
low	Minimal changes	Good	Fastest
medium	Moderate variations	Excellent	Balanced
high	Significant obfuscation	Maximum	Slower

Configuration Options

Common Parameters

Parameter	Type	Default	Description
debug	boolean	False	Enable debug output
delay	float	auto	Override challenge delay
interpreter	string	'js2py'	JavaScript interpreter
browser	string/dict	None	Browser fingerprint
enable_stealth	boolean	True	Enable stealth mode
allow_brotli	boolean	True	Enable Brotli compression

Challenge Control

Parameter	Type	Default	Description
disableCloudflareV1	boolean	False	Disable v1 challenges
disableCloudflareV2	boolean	False	Disable v2 challenges
disableCloudflareV3	boolean	False	Disable v3 challenges
disableTurnstile	boolean	False	Disable Turnstile

Session Management

Parameter	Type	Default	Description
session_refresh_interval	int	3600	Session refresh time (seconds)
auto_refresh_on_403	boolean	True	Auto-refresh on 403 errors
max_403_retries	int	3	Max 403 retry attempts

Example Configuration

scraper = cloudscraper.create_scraper(
    debug=True,
    delay=5,
    interpreter='js2py',
    browser='chrome',
    enable_stealth=True,
    stealth_options={
        'min_delay': 2.0,
        'max_delay': 5.0,
        'human_like_delays': True,
        'randomize_headers': True,
        'browser_quirks': True
    }
)

Utility Functions

Get Tokens

Extract Cloudflare cookies for use in other applications:

import cloudscraper

# Get cookies as dictionary
tokens, user_agent = cloudscraper.get_tokens("https://example.com")
print(tokens)
# {'cf_clearance': '...', '__cfduid': '...'}

# Get cookies as string
cookie_string, user_agent = cloudscraper.get_cookie_string("https://example.com")
print(cookie_string)
# "cf_clearance=...; __cfduid=..."

Integration with Other Tools

Use cloudscraper tokens with curl or other HTTP clients:

import subprocess
import cloudscraper

cookie_string, user_agent = cloudscraper.get_cookie_string('https://example.com')

result = subprocess.check_output([
    'curl',
    '--cookie', cookie_string,
    '-A', user_agent,
    'https://example.com'
])

License

MIT License. See LICENSE file for details.

📁 Enhanced Features Documentation

For detailed documentation about the enhanced bypass capabilities, see:

• ENHANCED_FEATURES.md - Complete technical documentation
• examples/enhanced_bypass_demo.py - Comprehensive usage examples
• tests/test_enhanced_features.py - Feature validation tests

🔍 Quick Feature Reference

Feature	Module	Description
TLS Fingerprinting	tls_fingerprinting.py	JA3 fingerprint rotation
Anti-Detection	anti_detection.py	Traffic pattern obfuscation
Enhanced Spoofing	enhanced_spoofing.py	Canvas/WebGL fingerprint spoofing
Challenge Detection	intelligent_challenge_system.py	AI-powered challenge recognition
Adaptive Timing	adaptive_timing.py	Human behavior simulation
ML Optimization	ml_optimization.py	Machine learning bypass optimization
Error Handling	enhanced_error_handling.py	Intelligent error recovery

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🎉 Enhanced CloudScraper - Bypass the majority of Cloudflare protections with cutting-edge anti-detection technology!

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

⚖️ Ethical Usage & Compliance

This tool is designed for authorized testing, security research, and internal monitoring of your own infrastructure.

Recommended Use Cases

• Performance Monitoring: Verify your own site's availability and performance from different locations.
• Security Testing: Test your own WAF rules and anti-bot configurations.
• Public Data Analysis: Access public data for academic research (respecting robots.txt and Terms of Service).
• Accessibility: Ensure your content is accessible to automated tools where appropriate.

⚠️ Warning: Unauthorized scraping or credential stuffing is illegal and unethical. The authors of this library do not condone misuse. always respect the website's Terms of Service.