🚀 AI-Powered Crypto Pump Bot

A cutting-edge AI-driven cryptocurrency trading bot designed to detect and respond to market pump-and-dump activities. This bot leverages advanced machine learning models and sophisticated analysis techniques to identify opportunities, analyze market trends, and execute trades with precision.

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🐰⚡ General Installation

Step 1: Download the Repository

• Get the latest release of the repository by downloading this ZIP file.
• Extract the contents of the ZIP file to a folder of your choice.

Step 2: Run the Application

• Open the application and follow the on-screen instructions.

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🐰⚡ Installation on Windows

Method 1: Using the Precompiled Application

1. Download the latest release of the application:

   • Windows App Download.

2. Open the downloaded file:

   • Double-click AiPumpBot to run the application.

Method 2: Using the Command Line

1. Install Required Tools

   • Download and install Git.
   • Download and install Python 3.12.1.

2. Run the Commands
   Open the Command Prompt (CMD) and execute the following commands:

   git clone https://github.com/pumpbotai/Crypto-Pump-Bot-Ai-Powered
   cd Crypto-Pump-Bot-Ai-Powered
   pip install -r requirements.txt
   python main.py

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🐰⚡ Installation on macOS

1. Verify Python Installation
   Ensure Python is installed on your system by running:

   python3 --version

   If Python is not installed, download and install it from Python Downloads.

2. Run the Commands
   Open Terminal and execute the following commands:

   git clone https://github.com/pumpbotai/Crypto-Pump-Bot-Ai-Powered
   cd Crypto-Pump-Bot-Ai-Powered
   pip install -r requirements.txt
   python3 main.py

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Features

1. Advanced Machine Learning Models

The bot uses machine learning models trained on historical market data to predict potential pump-and-dump events. These models analyze patterns in:

• Volume fluctuations
• Price movements
• Market sentiment

Benefits:

• Identifies pump-and-dump opportunities early.
• Reduces false positives by learning from past events.
• Provides confidence levels (e.g., 85% pump probability) for informed decision-making.

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2. Market Sentiment and Liquidity Analysis

The bot scans social media platforms like Twitter, Telegram, and Discord to gauge market sentiment about specific tokens. It also monitors liquidity to ensure seamless trading.

Key Functions:

• Social Media Sentiment: Tracks mentions, hashtags, and keywords such as "pump," "moon," or token-specific phrases.
• Liquidity Monitoring: Identifies low-liquidity tokens prone to manipulation.
• Sentiment Breakdown: Provides positive, negative, and neutral sentiment percentages for actionable insights.

Use Case:

Identify hyped tokens with positive sentiment and sufficient liquidity for trading.

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3. Outlier Detection

Sophisticated algorithms pinpoint unusual market activity that might indicate a pump. The bot evaluates:

• Sudden spikes in price or volume.
• Abnormal trading patterns compared to historical data.

Tools Used:

• Z-Score Analysis: Flags deviations beyond normal thresholds.
• Interquartile Range (IQR): Detects anomalies in token trading behavior.

Benefits:

Quickly isolates tokens exhibiting unusual trends, minimizing noise in the detection process.

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4. Order Book Analysis

The bot continuously monitors order books on supported exchanges to detect manipulative activities.

Features:

• Buy Walls: Identifies large buy orders intended to artificially inflate prices.
• Sell Walls: Detects large sell orders creating downward pressure.
• Order Flow Analysis: Tracks how orders are placed, canceled, or filled.

Outcome:

Provides real-time insights into how market participants influence prices.

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5. Sentiment Analysis with NLP

Using natural language processing (NLP), the bot analyzes discussions, news articles, and posts to gauge public opinion about specific tokens.

Capabilities:

• Sentiment scoring for individual tokens.
• Real-time updates from high-traffic platforms.
• Keyword-based filters for relevant discussions.

Why It Matters:

Pump-and-dump schemes often rely on social media hype. Sentiment analysis helps detect manipulations early.

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6. Price Momentum Analysis

This feature evaluates the speed and direction of price movements to detect pumps.

Technical Indicators Used:

• Relative Strength Index (RSI): Highlights overbought or oversold conditions.
• Moving Average Convergence Divergence (MACD): Tracks momentum shifts.
• Bollinger Bands: Identifies rapid price changes.

Benefits:

Predicts pump scenarios by identifying abnormal price accelerations.

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7. Volume-Based Analysis

The bot monitors trading volumes in real-time, flagging tokens with significant and sudden increases.

How It Works:

• Volume Spikes: Compares real-time volume to historical averages to detect anomalies.
• Volume-to-Market Cap Ratio: Highlights disproportionate activity.
• Timeframe Analysis: Evaluates spikes over various intervals (e.g., 1 min, 5 min, 1 hour).

Result:

Quickly identifies tokens with unusual trading activity, often precursors to pumps.

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How It Works

1. Network Selection:
   Choose from supported networks such as Ethereum, Binance Smart Chain (BSC), Solana, Polygon, and Avalanche.

2. Token Monitoring:
   Input a token’s contract address or let the bot automatically scan the market for top pumping tokens.

3. AI Analysis:
   The bot uses AI models and the described techniques to predict pump probabilities, expected gains, and risk factors.

4. Execution:
   With auto-trading enabled, the bot executes buy and sell orders based on user-defined parameters.