🐞 Python Code Inspector - AI Bug Detection Tool

An intelligent AI tool that detects common Python bugs and suggests fixes using machine learning and pattern matching.

🏆 Hackathon Features

• AI-Powered Analysis: Combines ML with rule-based corrections
• Real-Time Feedback: Instant bug detection as you type
• Educational: Explains why changes are needed
• Production-Ready: Clean Gradio interface with system monitoring

🚀 Quick Start

1. Try the live demo:

2. Run locally:

   git clone https://github.com/punisher-303/Python-Code-Inspector.git
   cd Python-Code-Inspector
   pip install -r requirements.txt
   python app.py
   
   
   🛠️ How It Works

Code Tokenization: Custom parser breaks down Python syntax

Feature Extraction: TF-IDF with n-grams (1-4) captures patterns

ML Classification: Random Forest predicts bug probability

Smart Corrections: Rule-based fixes with context

Example Bug Detection

def add(a, b): return a - b # Detected (98% confidence)

Suggested Fix:

def add(a, b): return a + b

💡 Key Features Feature Description 20+ Bug Patterns Wrong operators, missing colons, unsafe code Confidence Scoring Visual 0-100% confidence indicator Detailed Analysis JSON output with technical details System Monitoring CPU/RAM usage tracking 📊 Model Performance Accuracy: 92.5% (cross-validated)

Inference Speed: <100ms

Training Data: 200 curated examples

Vocabulary Size: 500 tokens

🛠️ Development

Install dependencies

pip install -r requirements.txt

Train new model

python train.py

Run tests

python -m pytest tests/

🤝 Contributing Found a bug we missed?

Fork the repository

Add your test case to train.py

Submit a pull request

📜 License MIT License - See LICENSE for details.

👨‍💻 Team Punisher-303

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