Add OpenTelemetry-based instrumentation to LLM and agent code so operators can inspect prompts, tool calls, latency, errors, and provider behavior in their existing observability stack.
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Added September 2, 2026
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---
name: "Trace LLM and agent workflows with OpenLLMetry"
slug: "trace-llm-and-agent-workflows-with-openllmetry"
description: "Add OpenTelemetry-based instrumentation to LLM and agent code so operators can inspect prompts, tool calls, latency, errors, and provider behavior in their existing observability stack."
github_stars: 7170
verification: "security_reviewed"
source: "https://github.com/traceloop/openllmetry"
author: "Traceloop"
publisher_type: "organization"
category: "Monitoring & Alerts"
framework: "Multi-Framework"
tool_ecosystem:
github_repo: "traceloop/openllmetry"
github_stars: 7170
---
# Trace LLM and agent workflows with OpenLLMetry
Add OpenTelemetry-based instrumentation to LLM and agent code so operators can inspect prompts, tool calls, latency, errors, and provider behavior in their existing observability stack.
## Prerequisites
Python, OpenLLMetry or Traceloop SDK, OpenTelemetry-compatible collector or backend
## Installation
Use the upstream install or setup path that matches your environment:
- pip install traceloop-sdk
Requirements and caveats from upstream:
- <a href="https://traceloop.com/docs/openllmetry/getting-started-python"><strong>Get started »</strong></a>
- For a complete guide, go to our [docs](https://traceloop.com/docs/openllmetry/getting-started-python).
- python
Basic usage or getting-started notes:
- Then, to start instrumenting your code, just add this line to your code:
- from traceloop.sdk import Traceloop
- Traceloop.init()
- Source: https://github.com/traceloop/openllmetry
- Extracted from upstream docs: https://raw.githubusercontent.com/traceloop/openllmetry/HEAD/README.md
## Documentation
- https://traceloop.com/docs/openllmetry/getting-started-python
## Source
- [Agent Skill Exchange](https://agentskillexchange.com/skills/trace-llm-and-agent-workflows-with-openllmetry/)
