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magika

9,460
466
Python

Project Description

Fast and accurate AI powered file content types detection

magika: Fast and accurate AI powered file content types detection

Project Title

magika — Fast and Accurate AI-Powered File Content Type Detection

Overview

Magika is a novel AI-powered file type detection tool that leverages deep learning to provide accurate detection. It employs a highly optimized model, enabling precise file identification within milliseconds, even on a single CPU. Magika has been trained on a dataset of ~100M samples across 200+ content types, achieving an average ~99% accuracy.

Key Features

  • Highly optimized model for fast file type detection
  • Trained on a large dataset of ~100M samples across 200+ content types
  • Achieves ~99% accuracy on test sets
  • Available as a command line tool, Python API, and additional bindings for Rust, JavaScript/TypeScript, and GoLang (WIP)

Use Cases

  • Improving Google users' safety by routing Gmail, Drive, and Safe Browsing files to proper security and content policy scanners
  • Integration with VirusTotal and abuse.ch for enhanced file type detection
  • General file type detection for various applications, including security and content policy enforcement

Advantages

  • Fast and accurate file type detection, even on a single CPU
  • Trained on a large and diverse dataset, covering both binary and textual file formats
  • Open-source and actively maintained by Google
  • Available in multiple programming languages for flexibility

Limitations / Considerations

  • The documentation on GitHub refers to the latest, potentially unreleased and unstable version of Magika
  • The latest stable release of the magika Python package is 0.6.1, which may have different features or performance characteristics
  • The web demo runs an older version of the model, which may yield different results compared to the latest version

Similar / Related Projects

  • Trend Micro's File Type Detection: A deep learning-based file type detection tool, but with a different focus and dataset.
  • Apache Tika: A content analysis toolkit that can detect file types, but without the same level of accuracy and speed as Magika.
  • ExifTool: A platform-independent tool to read, write, and edit meta information in a wide variety of files, but not specifically focused on AI-powered file type detection.

Basic Information


📊 Project Information

  • Project Name: magika
  • GitHub URL: https://github.com/google/magika
  • Programming Language: Python
  • ⭐ Stars: 8,833
  • 🍴 Forks: 451
  • 📅 Created: 2023-08-22
  • 🔄 Last Updated: 2025-09-26

🏷️ Project Topics

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This article is automatically generated by AI based on GitHub project information and README content analysis

Titan AI Explorehttps://www.titanaiexplore.com/projects/magika-681566005en-USTechnology

Project Information

Created on 8/22/2023
Updated on 11/10/2025