Trace Evaluate And Monitor Agentic Workflows With Opik

---
name: "Trace, evaluate, and monitor agentic workflows with Opik"
slug: "trace-evaluate-and-monitor-agentic-workflows-with-opik"
description: "Capture LLM and agent traces, run evaluations, inspect failures, and monitor RAG or multi-step agent behavior from prototype to production."
github_stars: 19144
verification: "security_reviewed"
source: "https://github.com/comet-ml/opik"
author: "Comet"
publisher_type: "organization"
category: "Monitoring & Alerts"
framework: "Multi-Framework"
tool_ecosystem:
  github_repo: "comet-ml/opik"
  github_stars: 19144
  npm_package: "opik"
  npm_weekly_downloads: 18344
---

# Trace, evaluate, and monitor agentic workflows with Opik

Capture LLM and agent traces, run evaluations, inspect failures, and monitor RAG or multi-step agent behavior from prototype to production.

## Prerequisites

Opik service or SDK, LLM application or agent workflow, evaluation datasets or production traces

## Installation

Use the upstream install or setup path that matches your environment:
- git clone https://github.com/comet-ml/opik.git
- pip install opik
- # or install with uv
- uv pip install opik

Requirements and caveats from upstream:
- [![Python SDK](https://img.shields.io/pypi/v/opik)](https://pypi.org/project/opik/)
- Annotate traces and spans with feedback scores via the [Python SDK](https://www.comet.com/docs/opik/v1/tracing/annotate_traces/#annotating-traces-and-spans-using-the-sdk?from=llm&utm_source=opik&utm_medium=github&utm_...
- Deploy Opik in your own environment. Choose between Docker for local setups or Kubernetes for scalability.

Basic usage or getting-started notes:
- Opik helps you build, test, and optimize generative AI applications that run better, from prototype to production. From RAG chatbots to code assistants to complex agentic systems, Opik provides comprehensive tracing,...
- <!-- [![Quick Start](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/main/apps/opik-documentation/documentation/docs/cookbook/opik_quickstart.ipyn...
- Monitor feedback scores, trace counts, and token usage over time in the [Opik Dashboard](https://www.comet.com/docs/opik/v1/production/production_monitoring/?from=llm&utm_source=opik&utm_medium=github&utm_content=dash...

- Source: https://github.com/comet-ml/opik
- Extracted from upstream docs: https://raw.githubusercontent.com/comet-ml/opik/HEAD/README.md

## Documentation

- https://www.comet.com/docs/opik/

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/trace-evaluate-and-monitor-agentic-workflows-with-opik/)