Skip to content

Data science and machine learning on Forta

Check out this short clip below to learn more about how the open-source data on Forta can be used by the community to create next-generation security solutions.

Detection Bots and Templates Utilizing ML

Did you create a ML bot? Share it with the community on the ML Discord Channel!

Data Science Competitions

Blog posts and Guides

ML Best Practices

Sources for Training Data and Labels

Do you see any missing resource the community can use below? Contribute to the docs.

Blockchain Data


  • Forta Labelled datasets - Web3 threat related labelled datasets for data analysis and machine learning developments.
  • EtherScamDB - Open-source db that keeps track of ethereum scams and involved addresses.
  • Forta API - Query critical alerts via the Forta API and use them as weak labels.
  • - Query known blockchain incidents and scams.
  • XBlock - Access to all blockchain datasets used in academic research.

Historical Alerts Access

Forta Community

There’s a unique opportunity for the community to take advantage of the open data and collaborate on new data science and machine learning solutions together. For example, the community can begin to extract trends and insights from historical alerts that may be helpful to improving blockchain security. And with the right tools and data, Forta can also begin to detect threats and exploits before they happen with increasing accuracy over time.

Do you need access to historical alerts soon for data analysis or for your bot? If so, check out Forta API.

Join the Forta ML Discord

Do you have ideas on how machine learning can be used on the Forta Network? Share your thoughts and ideas on the ML Discord Channel