> ## Documentation Index
> Fetch the complete documentation index at: https://docs.kalarislabs.com/llms.txt
> Use this file to discover all available pages before exploring further.

# phoenix-observability — AI agent skill for ml inference and ops

> Open-source AI observability platform for LLM tracing, evaluation, and monitoring.

# `phoenix-observability`

> Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running evaluations on datasets, or monitoring production AI systems with real-time insights.

**Category:** [ml-inference-and-ops](/research-agent-skills/skills#ml-inference-and-ops) · **License:** MIT · **Version:** 1.0.0

## Install

```bash theme={null}
npx research-agent-skills install phoenix-observability
npx skills add KalarisLabs/research-agent-skills --skill phoenix-observability
```

## When to use it

Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running evaluations on datasets, or monitoring production AI systems with real-time insights.

## Full playbook

Read [SKILL.md](https://github.com/KalarisLabs/research-agent-skills/blob/main/skills/phoenix-observability/SKILL.md) for the complete workflow, references and any scripts. The agent installer copies the full skill folder.


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