Linkturn — Simple AI-Powered JavaScript URL/URI Extractor

Linkturn is a specialized command-line utility for extracting URLs and URIs from customized JavaScript files.
It leverages a Convolutional Neural Network (CNN) - NLP model trained on a curated dataset of JavaScript patterns. The model tokenizes and classifies potential matches to minimize false positives and false negatives.

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Key Features

• AI-Powered Pattern Recognition
  Uses a CNN model to learn URL/URI patterns from real-world JavaScript code.

• False Positive Reduction
  Token-based classification ensures that data: URIs, base64 blobs, and unrelated strings are excluded.

• Easy Maintained Training
  Easily add new variations of invalid/valid sample on the lib/samples folder to be trained. You need morethan 10 variation of false-positive case to be trained well.

• Lightweight CLI Tool
  Minimal dependencies, designed for speed in security testing pipelines.

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Installation

git clone https://github.com/redspr/linkturn.git
cd linkturn
pip install -r requirements.txt

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Usage

python linkturn.py <URL>

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How to Train the Model?

• Create patterns variation of some invalid or valid sample, paste it on corresponding ".txt"
• Run the command

python trainmodel.py