# Evaluate and trace agent workflows with RagaAI Catalyst

> Use RagaAI Catalyst to instrument agent runs, collect traces, manage evaluation datasets, inspect execution graphs, and review regressions before deployment.

- Skill: `agentskillexchange/evaluate-and-trace-agent-workflows-with-ragaai-catalyst` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentskillexchange/evaluate-and-trace-agent-workflows-with-ragaai-catalyst`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentskillexchange/evaluate-and-trace-agent-workflows-with-ragaai-catalyst/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: agentskillexchange (https://skillmd.com/u/agentskillexchange)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/agentskillexchange/evaluate-and-trace-agent-workflows-with-ragaai-catalyst

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# Evaluate and trace agent workflows with RagaAI Catalyst

Use RagaAI Catalyst to instrument agent runs, collect traces, manage evaluation datasets, inspect execution graphs, and review regressions before deployment.

## Prerequisites

Python environment, ragaai-catalyst SDK, Catalyst project credentials, instrumented LLM or agent workflow, and evaluation datasets or trace samples.

## Installation

Use the upstream install or setup path that matches your environment:
- To install RagaAI Catalyst, you can use pip:
- pip install ragaai-catalyst

Requirements and caveats from upstream:
- python

Basic usage or getting-started notes:
- [Usage](#usage)
- Before using RagaAI Catalyst, you need to set up your credentials. You can do this by setting environment variables or passing them directly to the RagaAICatalyst class:
- from ragaai_catalyst import RagaAICatalyst

- Source: https://github.com/raga-ai-hub/RagaAI-Catalyst
- Extracted from upstream docs: https://raw.githubusercontent.com/raga-ai-hub/RagaAI-Catalyst/HEAD/README.md

## Documentation

- https://catalyst.raga.ai/

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/evaluate-and-trace-agent-workflows-with-ragaai-catalyst/)