This library attempts to abstract the handling of Sigma rules in Python

Overview

Python Sigma Rule Parsing Library

This library attempts to abstract the handling of Sigma rules in Python. The rules are parsed using a schema defined with pydantic, and can be easily loaded from YAML files into a structured Python object.

from sigma.schema import Rule

# Load a rule into a python object
rule = Rule.from_yaml("test-rule.yml")

# Simple properties are accessible directly
print(rule.title)
print(rule.author)

# Detection conditions are also available unchanged
print(rule.detection.condition)
print(rule.detection.my_condition_name)

# Parsed/unified grammar from the condition is easy!
print(rule.detection.expression)

This project is under active development, and this readme may or may not reflect the most up-to-date documentation. In general, you should refer to the generated documentation (instructions for building below) and the command-line help output for details until the library/tools reach a stable state.

Installation

The library and command line interface can be installed using pip from github with:

# Install directly from github
pip install git+ssh://[email protected]/calebstewart/python-sigma.git

# Checkout the repo, then install
git clone [email protected]:calebstewart/python-sigma.git
cd python-sigma
pip install .

If you would like to participate in development, you should use Python Poetry to manage your virtual environment and dependencies. For more information see the Poetry documentation.

# Setup Python development environment
git clone [email protected]:calebstewart/python-sigma.git
cd python-sigma
poetry install

# Enter the virtual environment to interact with the package
poetry shell

# Type "exit" to leave the poetry virtual environment

Documentation

Documentation can be built using Sphinx from this repository. First, install the package with the documentation dependencies, then run make html from the docs/ directory:

# Install with the docs extras
poetry install -E docs

# Enter the poetry virtual environment
poetry shell

# Build the documentation
cd docs
make html

# Open the documentation in docs/_build/index.html

At this time, documentation is built automatically from docstrings and type-hinting in the project code itself. The plan is to eventually augment this auto-generated documentation, but that is a project for later after the API and CLI interfaces solidify. That being said, extensive examples and documentation have been added where appropriate using module docstrings throughout the project, so the documentation should at least be usable.

Command Line Interface

There is a command line interface exposed by the entrpoint sigma which is installed with this package. The sigma command provides subcommands for inspecting rule and configuration schema, viewing/updating the MITRE ATT&CK database cache, validating serializer or rule configurations, and converting rules using built-in or custom serializers.

This project is still under active development, and the interface could change at any time. You should check the built-in help by running sigma --help at the command line, however for completeness sake, the current help output/list of subcommands is:

$ sigma --help
Usage: sigma [OPTIONS] COMMAND [ARGS]...

  Sigma Rule conversion and validation CLI.

Options:
  --help  Show this message and exit.

Commands:
  convert    Convert Sigma rules to various formats using built-in or...
  list       List built-in transforms and serializers
  mitre      Browse and update the MITRE ATT&CK data cache
  schema     Dump the schema for rules, serializers, and transforms
  transform  Transform a list of rules using a list of transforms in a...
  validate   Validate Sigma rule or serializer schema

But... why?

The official Sigma repository contains the sigmac tool for converting sigma rules from sigma format to a variety of backend detection systems. However, this tool has aged poorly. The code is messy and hard to follow and documentation is limited. It appears the Sigma team is attempting to replace sigmac with pySigma, but the project is pretty new, and I wanted something I could iterate on and have control over in the short term.

Also, the processing of sigma rules simply seems overly complex in both cases. This may be a "grass is greener" problem on my part, but the worst case for me doing this is that I better understand the problems inherent in building a Sigma rule API/converter, and can hopefully give back to the community in some way in the future.

Lastly, I wanted to build this tool with a focus on modern API interfaces and aggressive documentation. I plan to utilize pydantic heavily to make validation of fields and values more straightforward and pythonic as well as provide a simple interface for others to ingest Sigma rules directly. For example, being able to load, inspect and possibly modify sigma rules from Python without using the conversion tool would be a great feature for teams trying to work Sigma into their automation pipeline.

All that being said, I want to be abundantly clear: The sigma project and all the code associated with it have been immensely helpful, and the above is not meant to dig on the team, their code or their contributions to the community. I greatly appreciate and admire all the hard work the SigmaHQ team has put into making the detection of malicious activity better over the years. I only hope that I can either learn something or maybe provide something useful back to the community myself. 😄

Transpiles some Python into human-readable Golang.

pytago Transpiles some Python into human-readable Golang. Try out the web demo Installation and usage There are two "officially" supported ways to use

Michael Phelps 318 Jan 03, 2023
GDSC UIET KUK 📍 , welcomes you all to this amazing event where you will be introduced to the world of coding 💻 .

GDSC UIET KUK 📍 , welcomes you all to this amazing event where you will be introduced to the world of coding 💻 .

Google Developer Student Club UIET KUK 9 Mar 24, 2022
India's own RPA Platform Python Powered

Welcome to My-AutoPylot , Made in India with ❤️ What is My-AutoPylot? PyBots is an Indian firm based in Vadodara, Gujarat. My-AutoPylot is a product d

PyBots Pvt Ltd 28 Sep 12, 2022
How to create the game Rock, Paper, Scissors in Python

Rock, Paper, Scissors! If you want to learn how to do interactive games using Python, then this is great start for you. In this code, You will learn h

SplendidSpidey 1 Dec 18, 2021
To effectively detect the faulty wafers

wafer_fault_detection Aim of the project: In electronics, a wafer (also called a slice or substrate) is a thin slice of semiconductor, such as crystal

Arun Singh Babal 1 Nov 06, 2021
This is a calculator of strike price distance for options.

Calculator-of-strike-price-distance-for-options This is a calculator of strike price distance for options. Options are a type of derivative. One strat

André Luís Lopes da Silva 4 Dec 30, 2022
A NetBox Plugin that gives a UI for generating, comparing and deploying configurations to devices.

netbox_config_plugin - A plugin to generate, compare and deploy configurations This plugin allows you to execute your code to generate a config for a

Jo 11 Dec 21, 2022
Camera track the tip of a pen to use as a drawing tablet

cablet Camera track the tip of a pen to use as a drawing tablet Setup You will need: Writing utensil with a colored tip (preferably blue or green) Bac

14 Feb 20, 2022
Multi-Probe Attention for Semantic Indexing

Multi-Probe Attention for Semantic Indexing About This project is developed for the topic of COVID-19 semantic indexing. Directories & files A. The di

Jinghang Gu 1 Dec 18, 2022
Adversarial Robustness with Non-uniform Perturbations

Adversarial Robustness with Non-uniform Perturbations This repository hosts the code to replicate experiments of the paper Adversarial Robustness with

5 May 20, 2022
Node editor view image node

A Blender addon to quickly view images from image nodes in Blender's image viewer.

5 Nov 27, 2022
PyWorkflow(PyWF) - A Python Binding of C++ Workflow

PyWorkflow(PyWF) - A Python Binding of C++ Workflow 概览 C++ Workflow是一个高性能的异步引擎,本项目着力于实现一个Python版的Workflow,让Python用户也能享受Workflow带来的绝佳体验。

Sogou-inc 108 Dec 01, 2022
Rufus port to linux, writed on Python3

Rufus-for-Linux Rufus port to linux, writed on Python3 Программа будет иметь тот же интерфейс что и оригинал, и тот же функционал. Программа создается

10 May 12, 2022
Structured Exceptions for Python

XC: Structured exceptions for Python XC encourages a structured, disciplined approach to use of exceptions: it reduces the overhead of declaring excep

Bob Gautier 2 May 28, 2021
Simple Calculator Mobile Apps

Simple Calculator Mobile Apps Screenshoot If you want to try it please click the link below to download, this application is 100% safe no virus. link

0 Sep 24, 2022
CALPHAD tools for designing thermodynamic models, calculating phase diagrams and investigating phase equilibria.

CALPHAD tools for designing thermodynamic models, calculating phase diagrams and investigating phase equilibria.

pycalphad 189 Dec 13, 2022
Platform Tree for Xiaomi Redmi Note 7/7S (lavender)

The Xiaomi Redmi Note 7 (codenamed "lavender") is a mid-range smartphone from Xiaomi announced in January 2019. Device specifications Device Xiaomi Re

MUHAMAD KHOIRON 2 Dec 20, 2021
A performant state estimator for power system

A state estimator for power system. Turbocharged with sparse matrix support, JIT, SIMD and improved ordering.

9 Dec 12, 2022
A Classroom Engagement Platform

Project Introduction This is project introduction Setup Setting up Postgres This is the most tricky part when setting up the application. You will nee

Santosh Kumar Patro 1 Nov 18, 2021
Mechanized literally means automation.

Mechanized literally means automation. And this branch which you are now observing is automated by the python script. This python project actually automates my workflow related to Git & Github.

Shreejan Dolai 4 Nov 11, 2022