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A stealth automation bot that mimics real human behavior to manipulate CTR, trigger trackers, and simulate engagement on web pages without detection.

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Appilot123/Web-Behavior-Stealth-CTR-Bot

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Web Behavior Stealth CTR Bot

Project Overview:

This project delivers a high-fidelity web automation bot that mimics real human behavior while browsing, clicking, watching, and interacting with online content. Designed to be fully undetectable by anti-bot or fraud detection systems, the bot runs on a headless browser stack with dynamic behavior simulation. Its main use case is in controlled Click-Through Rate (CTR) manipulation, lead generation flow simulation, and cookie tracking validation—making it ideal for stealth testing, marketing experiments, or black-box behavior analysis across ad networks and web funnels.

Core Features:

  • Undetectable Browsing Sessions: Integrates fingerprint spoofing, dynamic mouse movement, and anti-captcha handling to avoid detection.
  • Behavioral Simulation Engine: Mimics scrolls, dwell time, partial reads, video watches, and interactive clicks for realistic sessions.
  • Cookie & Tracker Compliance: Activates third-party pixels, cookies, and scripts to simulate real user consent and behavior tracking.
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Features List:

Feature Description
Headless Browser Support Uses Playwright or Puppeteer with stealth plugins to avoid bot detection.
Proxy Integration Supports rotating residential and datacenter proxies via GoLogin or Multilogin.
Fingerprint Spoofing Generates unique device/browser fingerprints for every session.
Action Randomization Simulates human patterns using randomized mouse, scroll, and delay timings.
Tracker Activation Triggers third-party scripts and cookie consent interactions.
CTR Manipulation Clicks on target elements based on timing logic to boost engagement rates.
Lead Flow Simulation Completes basic form steps or lead capture flows with fake but realistic data.
Anti-Bot Evasion Bypasses typical bot detection through timing variability and browser masking.
Session Persistence Supports stateful sessions with cookie re-use and storage handling.

Key Stats:

  • Automation Accuracy: 98%
  • Session Stability: 24/7 operation
  • Concurrent Account Management: 500+ browser instances
  • Human Detection Evasion: 99% indistinguishability rate
  • Proxy Rotation Frequency: Every session
  • Average Interaction Time per Page: 60–180 seconds

Tech Stack:

This bot system was designed using:

  • Languages: JavaScript (Node.js), Python
  • Automation Frameworks: Puppeteer (Stealth), Playwright, Selenium
  • Environments: GoLogin, Multilogin, Incogniton
  • Use Cases: Ad testing, CTR boosting, behavioral analytics, lead form testing
  • Behavior Logic: Session randomness, cookie interaction emulation, AI-assisted timing patterns

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A stealth automation bot that mimics real human behavior to manipulate CTR, trigger trackers, and simulate engagement on web pages without detection.

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