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arize-instrumentation

Agent skill fromgithub/awesome-copilot

Adds Arize AX tracing to an LLM application for the first time. Follows a two-phase agent-assisted flow to analyze the codebase then implement instrumentation after user confirmation. Use when the user wants to instrument their app, add tracing from scratch, set up LLM observability, integrate OpenTelemetry or openinference, or get started with Arize tracing.

How to install arize-instrumentation

install arize-instrumentation
# install the awesome-copilot pack with the skills CLI
npx skills add github/awesome-copilot

# or add only this skill to Claude Code: copy the folder

skills/arize-instrumentation/

# into

~/.claude/skills/arize-instrumentation/ (all projects)

.claude/skills/arize-instrumentation/ (one project)

skills/arize-instrumentation/SKILL.md

MITFull file
1# Arize Instrumentation Skill
2
3Use this skill when the user wants to **add Arize AX tracing** to their application. Follow the **two-phase, agent-assisted flow** from the [Agent-Assisted Tracing Setup](https://arize.com/docs/ax/alyx/tracing-assistant) and the [Arize AX Tracing — Agent Setup Prompt](https://arize.com/docs/PROMPT.md).
4
5## Quick start (for the user)
6
7If the user asks you to "set up tracing" or "instrument my app with Arize", you can start with:
8
9> Follow the instructions from https://arize.com/docs/PROMPT.md and ask me questions as needed.
10
11Then execute the two phases below.
12
13## Core principles
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15- **Prefer inspection over mutation** — understand the codebase before changing it.
16- **Do not change business logic** — tracing is purely additive.
17- **Use auto-instrumentation where available** — add manual spans only for custom logic not covered by integrations.
18- **Follow existing code style** and project conventions.
19- **Keep output concise and production-focused** — do not generate extra documentation or summary files.
20- **NEVER embed literal credential values in generated code** — always reference environment variables (e.g., `os.environ["ARIZE_API_KEY"]`, `process.env.ARIZE_API_KEY`). This includes API keys, space IDs, and any other secrets. The user sets these in their own environment; the agent must never output raw secret values.
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22## Phase 0: Environment preflight
23
24Before changing code:
25…

Excerpt shown under the repository's MIT license.

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