What it does
RagaAI Catalyst is a Python toolkit for keeping an eye on AI projects. It records "traces", a step-by-step log of what an AI agent or app did, including its calls to models and tools, so problems can be found.
It also helps manage test datasets, run evaluations of answer quality, store prompts, create synthetic test data, set guardrails (rules that block bad output) and run red-teaming (deliberately trying to make the AI misbehave).
Results can be viewed in a dashboard with timelines and graphs.
Who it's for
Teams building AI apps or multi-agent systems who need to test and monitor them.
Can I use it without coding?
Developers only. A Python library that also needs access keys for the RagaAI Catalyst platform. New to this? Start here.
Can I run it?
- Privacy
- Sends what you give it to an online service
- API key
- Needed. An API key is a password-like code from an online AI service. What's that?
Try it
Using Claude Code, Cursor or another AI coding assistant? Paste the prompt and it will walk you through the setup.New to this?
Before you install
- Only download from the official GitHub page. Copies with similar names exist for many popular projects.
- License (Apache-2.0): Permissive: free to use, change and share, including for business.
- Keep your API key private. Never paste it into websites or share it, and set a spending limit with the AI service.
- What you type or upload is sent to an online service. Avoid sharing private or sensitive information.
- More on staying safe