
A tool that generates Yara rules from training data using logistic regression and random forest classifiers.
Checked October 2026.
YaraML is a tool that automatically generates Yara rules from training data by translating scikit-learn logistic regression and random forest binary classifiers into the Yara language.
Give YaraML a directory of malware files and a directory of benign files of any format and it'll extract substring features, downselect your feature space, train a model, and then "compile" the model and return it as a textual Yara rule.
To get a feel for what this looks like, see the logistic regression Powershell detector generated by YaraML and given below.
No core features are listed for this product yet, so check the vendor's documentation for the full feature list.
No integrations are listed for this product yet. Check the vendor's documentation, or ask the vendor which integrations and APIs it supports.
Common questions about Sophos AI YaraML Rules Repository: features, pricing and alternatives.
Sophos AI YaraML Rules Repository is a product in the Detection Engineering category. It covers YARA and Rule Generation.
Sophos AI YaraML Rules Repository is free. Download and setup instructions are at https://github.com/sophos/yaraml_rules.
Alternatives to Sophos AI YaraML Rules Repository listed on CybersecTools:
Compare all Sophos AI YaraML Rules Repository alternatives at https://cybersectools.com/alternatives/sophos-ai-yaraml-rules-repository
Sophos AI YaraML Rules Repository is available as on-premises software. It is listed for mid-market companies and enterprises. It is free.
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