Ray is developed in the open by hundreds of contributors and used by thousands of organizations. There are several ways to get involved.Documentation Index
Fetch the complete documentation index at: https://ray-preview.mintlify.app/llms.txt
Use this file to discover all available pages before exploring further.
Slack
Real-time chat with the Ray team and community.
Discussion forum
Long-form Q&A and announcements.
GitHub
Issues, pull requests, and source code.
Meetups
Local and virtual meetups around the world.
Stay informed
- Newsletter: monthly digest of releases, examples, and community talks.
- Blog: deep dives on new features, performance work, and case studies.
- YouTube: recorded talks from Ray Summit and other events.
Report issues
Use GitHub Issues for bug reports and feature requests. Include:- Ray version (
pip show ray) - Python version
- OS and architecture
- A minimal reproduction
- Relevant logs from
/tmp/ray/session_latest/logs/
Next steps
Contributing
Contribute to Ray.
Governance
How the project is run.