Metadata-Version: 2.4
Name: undetected-playwright-ecom
Version: 4.3.0
Summary: Enterprise antidetect browser automation: connect Playwright to Multilogin, GoLogin, AdsPower via CDP — fingerprint audit, Turnstile/Datadome helpers, fleet ops.
Author: Enterprise Automation Infra
License-Expression: MIT
Project-URL: Homepage, https://github.com/enterprise-automation-infra/undetected-playwright-ecom
Project-URL: Documentation, https://enterprise-automation-infra.github.io/undetected-playwright-ecom/
Project-URL: Repository, https://github.com/enterprise-automation-infra/undetected-playwright-ecom
Project-URL: Bug Tracker, https://github.com/enterprise-automation-infra/undetected-playwright-ecom/issues
Project-URL: Changelog, https://github.com/enterprise-automation-infra/undetected-playwright-ecom/blob/main/CHANGELOG.md
Project-URL: Deals, https://anti-detect.github.io/
Keywords: antidetect,playwright,browser automation,multilogin,stealth,undetected,antidetect-browser,gologin,adspower,cdp,connect-over-cdp,fingerprint,cloudflare,turnstile,datadome,shopify,dropshipping,media-buyer,human-behavior
Classifier: Development Status :: 5 - Production/Stable
Classifier: Intended Audience :: Developers
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Topic :: Internet :: WWW/HTTP :: Browsers
Classifier: Topic :: Software Development :: Testing
Requires-Python: >=3.8
Description-Content-Type: text/markdown
License-File: LICENSE
Requires-Dist: playwright>=1.40.0
Requires-Dist: requests>=2.31.0
Provides-Extra: dev
Requires-Dist: pytest>=8.0.0; extra == "dev"
Requires-Dist: build>=1.0.0; extra == "dev"
Requires-Dist: twine>=5.0.0; extra == "dev"
Requires-Dist: ruff>=0.4.0; extra == "dev"
Dynamic: license-file

# **The Python framework for antidetect browser + Playwright.**

> **Dev tìm antidetect browser?** Một API cho Multilogin, GoLogin, AdsPower, Dolphin — CDP + audit + fleet ops.  
> `pip install undetected-playwright-ecom` → `stealth-ecom antidetect --list` → `stealth-ecom affiliate --utm readme --copy`

[![PyPI](https://img.shields.io/pypi/v/undetected-playwright-ecom)](https://pypi.org/project/undetected-playwright-ecom/)
[![Downloads](https://static.pepy.tech/badge/undetected-playwright-ecom)](https://pepy.tech/project/undetected-playwright-ecom)
![Build Passing](https://img.shields.io/badge/build-passing-brightgreen)
![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue)
![License](https://img.shields.io/badge/license-MIT-green)
![Platform](https://img.shields.io/badge/platform-linux%20%7C%20macOS%20%7C%20windows-lightgrey)

📖 **[Documentation](https://enterprise-automation-infra.github.io/undetected-playwright-ecom/)** ·
🐙 **[GitHub](https://github.com/enterprise-automation-infra/undetected-playwright-ecom)** ·
📦 **[PyPI](https://pypi.org/project/undetected-playwright-ecom/)** ·
🏷️ **[Multilogin Deals](https://anti-detect.github.io/)** (SAAS50 / MIN50) ·
💬 [Telegram Hub](https://t.me/Multilogin_Scripts_Bot)

> **Standards:** [STANDARDS.md](STANDARDS.md) · [CHANGELOG.md](CHANGELOG.md) · [PyPI compliance](docs/PYPI_COMPLIANCE.md)

**`undetected-playwright-ecom`** is what developers install when they search **antidetect browser python**, **playwright antidetect**, or **connect playwright to multilogin**. One package — every CDP backend, fingerprint audit, human behavior, and fleet orchestration.

```python
from undetected_playwright_ecom import AntidetectConnector, StealthSession

# Any antidetect browser with CDP
with AntidetectConnector("multilogin", port=35000).connect() as browser:
    browser.get_page().goto("https://example.com")

# Full stack: audit + ban detect + human scroll
with StealthSession(backend="gologin", port=35000) as session:
    session.navigate("https://example-shop.com", audit=True)
```

```bash
stealth-ecom antidetect --list              # Multilogin, GoLogin, AdsPower, Dolphin…
stealth-ecom antidetect --compare           # Which has best Playwright CDP?
stealth-ecom antidetect --quickstart        # Copy-paste Python code
stealth-ecom antidetect --init              # Create .env
stealth-ecom doctor --backend multilogin    # Pre-flight fingerprint check
stealth-ecom affiliate --link deals --utm readme --copy   # Verified promo guide
```

---

## Recommended Setup

For production antidetect automation, this library is designed to attach Playwright to **Multilogin X** (or compatible CDP browsers) on port **35000**.

### Affiliate disclosure

The maintainers may receive commission if you sign up for Multilogin or related services through links or promo codes in this repository. **You are not required to purchase anything to use this PyPI package.** Promo codes **SAAS50** (browser) and **MIN50** (Cloud Phone) are listed on the independent guide [anti-detect.github.io](https://anti-detect.github.io/) — verify terms there before checkout.

| Product | Promo | Guide |
|---------|-------|-------|
| Antidetect Browser | **SAAS50** | [anti-detect.github.io](https://anti-detect.github.io/) |
| Cloud Phone | **MIN50** | [anti-detect.github.io](https://anti-detect.github.io/) |

```bash
stealth-ecom antidetect --init --backend multilogin
stealth-ecom doctor --backend multilogin
stealth-ecom affiliate --link deals --utm readme
```

> No telemetry — this package does not send user data to third-party servers.

---

## vs playwright-stealth — why antidetect CDP?

| | `playwright-stealth` / patched Chromium | **undetected-playwright-ecom** |
|---|---|---|
| Fingerprint | JS patches on local browser | Real antidetect profile (kernel-level) |
| Payment / ads scale | Low | Fleet heal, quarantine, rotate |
| CDP backends | 0 | Multilogin, GoLogin, AdsPower, Dolphin… |
| Turnstile / Datadome | Often flagged | Designed for WAF-protected flows |

---

## Cloudflare Turnstile — 60s demo

Requires Multilogin X (or any antidetect CDP) on port **35000**. Full walkthrough: **[docs/cloudflare-turnstile.md](docs/cloudflare-turnstile.md)**

```bash
python examples/bypass_cloudflare_turnstile.py
```

```python
from undetected_playwright_ecom import HumanEmulator, StealthBrowser

with StealthBrowser(timeout_ms=60_000) as stealth:
    browser = stealth.connect(port=35000)
    page = browser.contexts[0].pages[0]
    page.goto("https://nopecha.com/demo/turnstile")
    HumanEmulator(page).human_scroll(max_chunks=8)
```

---

## For Media Buyers — Your Search → Our Solution

| You Google this… | This package does… |
|------------------|-------------------|
| `facebook ad account disabled` | `MediaBuyerToolkit.warmup_account(FACEBOOK)` |
| `run multiple facebook ad accounts` | 1 Multilogin profile per account + `scale_checklist()` |
| `shopify payments on hold` | `ShopifyCheckoutHelper` + stealth fingerprint |
| `multilogin playwright automation` | `StealthSession` + `stealth-ecom doctor` |
| `tiktok ads account suspended` | Platform preset warmup + ban signal scan |

```bash
stealth-ecom onboard          # see your buyer journey + next steps
stealth-ecom doctor --json    # pre-flight before spending ad budget
python examples/facebook_ads_account_warmup.py
```

Full journey map: **[docs/ADS_RUNNER_JOURNEY.md](docs/ADS_RUNNER_JOURNEY.md)**

---

## The Problem

Standard Playwright and headless Chrome were never designed for modern e-commerce anti-bot stacks. When you launch a vanilla browser, several signals leak immediately:

| Signal | What happens |
|--------|----------------|
| `navigator.webdriver === true` | Instantly flags the session as automated |
| Canvas / WebGL fingerprint drift | Mismatches against real device profiles |
| Hardware concurrency & audio context | Exposes VM and datacenter environments |
| Robotic input timing | Behavioral models score clicks and keystrokes as bot traffic |

The result is predictable: **merchant accounts frozen, payment gateways declined, and IP ranges burned** within minutes. Rotating proxies alone does not fix this — fraud engines correlate TLS, GPU, and behavioral signals together. You need kernel-level fingerprint consistency *and* human-like interaction patterns.

---

## Stealth Architecture

`undetected-playwright-ecom` does not spawn detectable local Chromium. It attaches to an already-running stealth profile and routes your automation through it.

```mermaid
flowchart LR
    A[Automation Script] --> B[StealthBrowser Core]
    B --> C[Multilogin Local API<br/>Port 35000]
    C --> D[Target Site]

    style A fill:#1e293b,stroke:#38bdf8,color:#f8fafc
    style B fill:#0f172a,stroke:#22c55e,color:#f8fafc
    style C fill:#0f172a,stroke:#a855f7,color:#f8fafc
    style D fill:#1e293b,stroke:#f97316,color:#f8fafc
```

1. **Your script** calls `StealthBrowser.connect(port=35000)`.
2. **StealthBrowser Core** opens a CDP session via Playwright's `connect_over_cdp`.
3. **Multilogin Local API** serves a hardware-bound browser profile with spoofed fingerprints.
4. **Target Site** sees a consistent, human-grade session — not a datacenter bot.

---

## Features

| Module | Purpose |
|--------|---------|
| `StealthSession` | **All-in-one facade** — connect, navigate, audit, cookies |
| `AsyncStealthBrowser` | Async CDP connector for concurrent pipelines |
| `StealthBrowser` | Sync CDP connector for Multilogin X stealth profiles |
| `BanDetector` | Detect Cloudflare / Datadome / Shopify hard blocks |
| `ShopifyCheckoutHelper` | Human-type checkout fields with auto selector map |
| `HumanEmulator` | Behavioral typing, scrolling, and Bézier clicking |
| `ChallengeWatcher` | Wait for Turnstile tokens / Datadome cookies |
| `SessionManager` | Proxy validation and cookie inject/extract |
| `FingerprintAuditor` | Programmatic WebGL + webdriver stealth scoring |
| `retry_on_failure` | Exponential-backoff retry decorator |
| `StealthLogger` | Color-coded enterprise telemetry |
| `stealth-ecom niches` | **57+ buyer niches** with SEO keywords & Multilogin CTAs |
| `LongTailEngine` | **1200+ mega-long keywords** (18–24 words) — `--mega`, batch SEO export |
| `LongTailContentGenerator` | Full SEO articles + FAQ for long-tail queries |
| `ProfilePool` | Scale N Multilogin profiles (multi CDP port) |
| `StealthConfig` | JSON config for profiles, proxies, cookies |
| `AffiliateContentGenerator` | Auto-generate Telegram/SEO affiliate posts |
| `HealthReporter` | Fleet audit → HTML dashboard + JSON |
| `HealthHistoryStore` | Track health trends over days (JSONL) |
| `AlertHub` | Fan-out alerts to Telegram + Discord + Slack |
| `FleetWatchdog` | Periodic monitoring with cron schedule support |
| `CronSchedule` | `0 */6 * * *` style UTC scheduling |
| `ProfileRotator` | Auto-quarantine + rotate to `backup_port` on ban |
| `FleetHealer` | Audit → quarantine → alert in one cycle |
| `DashboardServer` | Live HTTP dashboard + `POST /api/webhook/ban` |
| `ProxyPool` | Rotate & validate residential proxy lists |
| `MultiloginLauncher` | Start/stop MLX profiles via Launcher API |
| `FleetOrchestrator` | MLX launch → proxy assign → heal (one command) |
| `FleetRiskScorer` | Spend risk score — safe to scale yes/no |
| `ProfileTemplate` | Facebook/TikTok/Shopify fleet config presets |
| `StealthRunbook` | Declarative cron automation (JSON) |
| `RecoveryPlaybook` | Step-by-step ban recovery per platform |
| `BudgetGuard` | Daily spend caps + risk gate |
| `SnapshotDiff` | Compare health snapshots over time |
| `FleetWorkspace` | Multi-client agency fleet audit |
| `EmailNotifier` | SMTP alerts (added to AlertHub) |
| `IncidentLog` | Unified JSONL timeline (ban, heal, drift…) |
| `BaselineStore` | Fingerprint drift detection per profile |
| `UnifiedDashboard` | Ops HTML — risk + budget + quarantine + incidents |
| `OpsNotifier` | PagerDuty / n8n webhook (`OPS_WEBHOOK_URL`) |
| `GeoValidator` | Proxy country vs `target_geo` in config |
| `SLOTracker` | 30-day fleet health SLO from history |
| `ParallelHealthReporter` | Fast audit for 10+ profiles |
| `StealthSecrets` | `.env` loader + integration status |
| `RulesEngine` | JSON automation — ban → heal → notify |
| `StealthDaemon` | 24/7 background fleet service |
| `PrometheusExporter` | `/metrics` for Grafana |
| `FleetBackup` | ZIP backup/restore fleet state |
| `CampaignTracker` | Track campaigns per MLX profile |
| `stealth-ecom` CLI | `affiliate --utm`, `keywords`, `content --longtail`, `daemon`, `rules` |
| `affiliate_links` | UTM-tracked hub / Multilogin / docs links for conversion tracking |

---

## Industry Niches — Every Multilogin Buyer Persona

`undetected-playwright-ecom` targets **every search intent** that leads to antidetect browser adoption. Run `stealth-ecom niches` to list all clusters.

### E-Commerce & Payments
| Niche | Search keywords | Example |
|-------|-----------------|---------|
| Shopify / Dropshipping | `shopify checkout automation`, `stripe radar bypass` | `shopify_checkout_automation.py` |
| Amazon Seller | `amazon seller automation`, `seller central bot` | `amazon_seller_automation.py` |
| eBay / Walmart | `ebay automation playwright`, `marketplace multi account` | — |

### WAF / Anti-Bot Bypass
| Niche | Search keywords | Example |
|-------|-----------------|---------|
| Cloudflare Turnstile | `cloudflare turnstile bypass python`, `playwright cloudflare` | `bypass_cloudflare_turnstile.py` |
| Datadome | `datadome bypass python`, `datadome playwright` | `datadome_bypass_playwright.py` |
| PerimeterX / Kasada | `perimeterx bypass`, `kasada python` | — |

### Hype & Limited Drops
| Niche | Search keywords | Example |
|-------|-----------------|---------|
| Sneaker bots | `sneaker bot python`, `snkrs bot`, `shopify drop bot` | `sneaker_drop_monitor.py` |
| Ticket drops | `ticketmaster bot`, `ticket bot playwright` | — |
| NFT / Crypto mint | `nft mint bot`, `airdrop farmer python` | `crypto_airdrop_farmer.py` |

### Social Media Automation
| Niche | Search keywords | Example |
|-------|-----------------|---------|
| Instagram | `instagram automation playwright`, `insta multi account` | `instagram_stealth_login.py` |
| TikTok | `tiktok bot python`, `tiktok account warmup` | `tiktok_account_warmup.py` |
| LinkedIn | `linkedin automation`, `linkedin outreach bot` | `linkedin_outreach_automation.py` |
| Facebook / X | `facebook ads automation`, `twitter bot python` | — |

### Scraping & Data
| Niche | Search keywords | Example |
|-------|-----------------|---------|
| Web scraping | `playwright scraping stealth`, `undetected scraper` | `web_scraping_stealth.py` |
| Price monitoring | `price monitoring bot`, `competitor scraper` | — |
| Google SERP / SEO | `serp checker python`, `google scraping stealth` | — |

### Marketing & Growth
| Niche | Search keywords | Promo |
|-------|-----------------|-------|
| Affiliate / CPA | `cpa funnel automation`, `affiliate bot python` | SAAS50 |
| Account farming | `account farming python`, `multi account browser` | SAAS50 + MIN50 |
| SMS / OTP verify | `sms verification bot`, `otp automation` | MIN50 |

Full playbook: **[docs/NICHE_PLAYBOOK.md](docs/NICHE_PLAYBOOK.md)**

```bash
stealth-ecom niches --search shopify
stealth-ecom niches --id cloudflare-turnstile
```

---

## Behavioral Stealth — Real Value, Not Theater

Anti-bot systems no longer rely on IP alone. They model **how** users interact. `HumanEmulator` provides genuine, measurable value by replacing robotic input with statistically human patterns:

### `human_type(selector, text)`

- Types character-by-character with **30–150 ms** randomized inter-key delays
- Simulates **QWERTY-adjacent typos** with pause-and-backspace correction
- Reduces behavioral bot-score triggers on login forms, search bars, and checkout fields

### `human_click(selector)`

- Approaches the target along a **cubic Bézier curve** with jittered control points
- Uses **18–42 micro-steps** with variable timing before clicking
- Clicks with slight offset from element center to avoid bot centroid detection

### `human_scroll()`

- Scrolls in **irregular pixel chunks** (80–320 px) with smooth motion
- Pauses **1–3 seconds** between scroll steps to mimic content reading
- Lowers session anomaly scores on long product pages and policy screens

```python
from undetected_playwright_ecom import StealthBrowser, HumanEmulator

browser = StealthBrowser()
session = browser.connect(port=35000)
page = session.contexts[0].pages[0]

human = HumanEmulator(page)
human.human_scroll()
human.human_type("input[name='email']", "buyer@example.com")
```

> Behavioral emulation complements fingerprint stealth — it does not replace it. Always run inside a Multilogin X profile.

---

## Installation

```bash
pip install undetected-playwright-ecom
playwright install chromium
```

> Playwright's bundled Chromium is only required for the CDP client library. Stealth sessions must execute inside Multilogin X.

---

## Quick Start

### One-liner facade (recommended)

```python
from undetected_playwright_ecom import StealthSession

with StealthSession(port=35000) as session:
    session.navigate("https://example-shop.com", audit=True, scroll=True)
    session.ban_detector.raise_if_blocked()
    session.human.human_click("button.add-to-cart")
    session.shopify.detect_checkout_ready()
    session.watcher.wait_for_turnstile(timeout_s=30)
```

### CLI

```bash
pip install undetected-playwright-ecom
stealth-ecom config-init --profiles 5
stealth-ecom scale --config stealth_config.json
stealth-ecom report --notify          # HTML + alert all channels
stealth-ecom daemon --cron "0 */6 * * *"        # 24/7 fleet ops + dashboard
stealth-ecom rules --init                       # rules.json automation
stealth-ecom backup --output backups/fleet.zip
stealth-ecom campaigns --add c1:fb-1:facebook:US-Dropship
stealth-ecom content --fb-ads --lang vi         # Facebook ad copy
stealth-ecom content --query facebook --lang vi
stealth-ecom keywords --list                    # 1200+ keywords, 18+/20+ word stats
stealth-ecom keywords --mega --lang vi          # chỉ cụm 18+ từ
stealth-ecom keywords --expand "facebook ad account disabled" --mega
stealth-ecom content --batch-longtail content/ --niche vietnam-media-buyer --mega --lang vi
stealth-ecom dominate --output content/daily     # 5 geo: BR, ID, PH, NG, PK
stealth-ecom dominate --playbook                 # MMO domination checklist
stealth-ecom youtube --niche media-buyer-scale --lang en
stealth-ecom keywords --tags                    # keyword count per tag (ads, waf…)
stealth-ecom keywords --tag vietnam --lang vi   # VN media buyer long-tail
stealth-ecom keywords --tag native              # Taboola/Outbrain phrases
stealth-ecom keywords --search "facebook ad account disabled"
stealth-ecom keywords --long                    # phrases with 10+ words only
stealth-ecom keywords --bulk media-buyer-scale  # expand all seeds for niche
stealth-ecom keywords --expand "shopify payments on hold" --lang vi
stealth-ecom keywords --cluster media-buyer-scale
stealth-ecom keywords --panic --lang vi         # panic-intent (BM restrict, Stripe ban…)
stealth-ecom keywords --intent comparison --min-words 8
stealth-ecom keywords --export keywords.csv
stealth-ecom content --longtail "how to run multiple facebook ad accounts without getting banned"
```

### Low-level API

```python
from undetected_playwright_ecom import StealthBrowser, StealthLogger

log = StealthLogger(component="Checkout")

try:
    with StealthBrowser() as stealth:
        stealth.connect(port=35000)
        page = stealth.get_page()
        page.goto("https://example-shop.com")
        log.success("Stealth session active")
except Exception as exc:
    log.critical(f"Session failed: {exc}")
```

### Verify your setup before going live

```bash
python examples/verify_stealth_score.py
```

Expected output when properly configured:

```text
[SUCCESS] 🛡️ Setup Secure. Enterprise Stealth Active.
```

---

## Enterprise Bypassing

For large-scale dropshipping, fingerprint spoofing at the kernel level is mandatory. We recommend **Multilogin X**.

- **50% OFF Multilogin X** — use code **`SAAS50`**
- **50% OFF Cloud Phone SMS** (OTP / 2FA flows) — use code **`MIN50`**
- Join the automation hub for exclusive scripts, setup guides, and live support:

**[https://t.me/Multilogin_Scripts_Bot](https://t.me/Multilogin_Scripts_Bot)**

| Step | Action |
|------|--------|
| 1 | Install Multilogin X and create a stealth browser profile |
| 2 | Start the profile with CDP enabled on port `35000` |
| 3 | Run `verify_stealth_score.py` to confirm `navigator.webdriver` is `false` |
| 4 | Deploy your automation with `StealthBrowser` + `HumanEmulator` |

---

## API Reference

```python
from undetected_playwright_ecom import (
    StealthBrowser,
    HumanEmulator,
    SessionManager,
    StealthLogger,
    StealthCoreNotDetectedError,
    FingerprintLeakWarning,
    ProxyLeakSecurityError,
)
```

| Class / Symbol | Description |
|----------------|-------------|
| `StealthBrowser.connect(port=35000)` | Attach to Multilogin X via CDP |
| `HumanEmulator(page)` | Human-like typing and scrolling |
| `SessionManager(context)` | Proxy validation, cookie inject/extract |
| `StealthLogger` | `[INFO]` / `[SUCCESS]` / `[WARNING]` / `[CRITICAL]` telemetry |
| `StealthCoreNotDetectedError` | CDP endpoint unreachable |
| `ProxyLeakSecurityError` | Proxy failed or leaked host IP |
| `FingerprintLeakWarning` | Suspected hardware fingerprint exposure |

---

## Examples

Full index with start-here order: **[examples/README.md](examples/README.md)**

| Tier | Script | Description |
|------|--------|-------------|
| **Start here** | `verify_stealth_score.py` | Pre-flight fingerprint probe |
| **Start here** | `bypass_cloudflare_turnstile.py` | Turnstile via `ChallengeWatcher` |
| **Start here** | `antidetect_universal_connect.py` | Multilogin / GoLogin / AdsPower CDP |
| **Production** | `shopify_checkout_automation.py` | Shopify checkout `human_type` |
| **Production** | `facebook_ads_account_warmup.py` | Media buyer FB warmup + health |
| **Production** | `fleet_orchestrate.py` | MLX launch + proxy + heal |
| **Platform** | `niche_warmup.py scrape\|amazon\|linkedin…` | Unified niche CLI with audit + ban detect |
| **Platform** | `web_scraping_stealth.py`, `amazon_seller_automation.py`, … | Niche scripts (same preflight pipeline) |
| **Scaffold** | *(none — all niches upgraded)* | Use `niche_warmup.py --list` |
| **Reference** | `full_ecom_workflow.py`, `media_buyer_scale_playbook.py` | End-to-end session demos |

---

## Requirements

| Component | Required |
|-----------|----------|
| Python 3.8+ (3.10 recommended) | Yes |
| Multilogin X Stealth Core (CDP port 35000) | **Yes** |
| `playwright`, `requests` | Yes (installed automatically) |
| Standard headless Chrome alone | **No** |

---

## Publishing to PyPI

### GitHub Actions (recommended)

1. Push repo to GitHub
2. Add secret **`PYPI_API_TOKEN`** in **Settings → Secrets → Actions**
3. Create a release tag:

```bash
git tag v4.3.0
git push origin v4.3.0
```

Or trigger manually: **Actions → Publish to PyPI → Run workflow** (type `publish`).

### Local publish (Windows)

```powershell
$env:PYPI_API_TOKEN = "pypi-YOUR_TOKEN"
.\scripts\publish.ps1
```

---

## Contributing

Pull requests and issue reports are welcome. Please run `examples/verify_stealth_score.py` against a Multilogin profile before submitting stealth-related changes.

---

## License

MIT © Enterprise Automation Infra

---

## Support the Project

If this library saved your checkout flow from a ban wave, **star this repo to support the project** and help other developers discover production-grade e-commerce automation.

For setup walkthroughs, discount codes, and the latest bypass playbooks, join the hub:

**[https://t.me/Multilogin_Scripts_Bot](https://t.me/Multilogin_Scripts_Bot)**
