# Trace and debug agent runs with AgentOps

> Instrument agent sessions so operators can replay runs, track model costs, inspect tool calls, and compare behavior across frameworks.

- Skill: `agentskillexchange/trace-and-debug-agent-runs-with-agentops` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentskillexchange/trace-and-debug-agent-runs-with-agentops`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentskillexchange/trace-and-debug-agent-runs-with-agentops/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/trace-and-debug-agent-runs-with-agentops

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# Trace and debug agent runs with AgentOps

Instrument agent sessions so operators can replay runs, track model costs, inspect tool calls, and compare behavior across frameworks.

## Prerequisites

AgentOps Python SDK or supported framework integration, AgentOps API key or self-hosted deployment, agent runtime using OpenAI Agents SDK, CrewAI, Agno, LangChain, AutoGen/AG2, CamelAI, or another supported integration

## Installation

Use the upstream install or setup path that matches your environment:
- pip install agentops
- pip install openai-agents
- npm install agentops @openai/agents
- pip install 'crewai[agentops]'

Requirements and caveats from upstream:
- python
- Build multi-agent systems with tools, handoffs, and guardrails. AgentOps natively integrates with the OpenAI Agents SDKs for both Python and TypeScript.
- [Python integration guide](https://docs.agentops.ai/v2/integrations/openai_agents_python)

Basic usage or getting-started notes:
- | ⚒️ **Self-Host** | Want to run AgentOps on your own cloud? You're covered |
- Initialize the AgentOps client and automatically get analytics on all your LLM calls.
- [Get an API key](https://app.agentops.ai/settings/projects)

- Source: https://github.com/AgentOps-AI/agentops
- Extracted from upstream docs: https://raw.githubusercontent.com/AgentOps-AI/agentops/HEAD/README.md

## Documentation

- https://docs.agentops.ai

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/trace-and-debug-agent-runs-with-agentops/)