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arize-experiment

Agent skill fromgithub/awesome-copilot

Creates, runs, and analyzes Arize experiments for evaluating and comparing model performance. Covers experiment CRUD, exporting runs, comparing results, and evaluation workflows using the ax CLI. Use when the user mentions create experiment, run experiment, compare models, model performance, evaluate AI, experiment results, benchmark, A/B test models, or measure accuracy.

How to install arize-experiment

install arize-experiment
# 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-experiment/

# into

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

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

skills/arize-experiment/SKILL.md

MITFull file
1# Arize Experiment Skill
2
3> **`SPACE`** — All `--space` flags and the `ARIZE_SPACE` env var accept a space **name** (e.g., `my-workspace`) or a base64 space **ID** (e.g., `U3BhY2U6...`). Find yours with `ax spaces list`.
4
5## Concepts
6
7- **Experiment** = a named evaluation run against a specific dataset version, containing one run per example
8- **Experiment Run** = the result of processing one dataset example -- includes the model output, optional evaluations, and optional metadata
9- **Dataset** = a versioned collection of examples; every experiment is tied to a dataset and a specific dataset version
10- **Evaluation** = a named metric attached to a run (e.g., `correctness`, `relevance`), with optional label, score, and explanation
11
12The typical flow: export a dataset → process each example → collect outputs and evaluations → create an experiment with the runs.
13
14## Prerequisites
15
16Proceed directly with the task — run the `ax` command you need. Do NOT check versions, env vars, or profiles upfront.
17
18If an `ax` command fails, troubleshoot based on the error:
19- `command not found` or version error → see references/ax-setup.md
20- `401 Unauthorized` / missing API key → run `ax profiles show` to inspect the current profile. If the profile is missing or the API key is wrong, follow references/ax-profiles.md to create/update it. If the user doesn't have their key, direct them to https://app.arize.com/admin > API Keys
21- Space unknown → run `ax spaces list` to pick by name, or ask the user
22…

Excerpt shown under the repository's MIT license.

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