Skills for Real Engineers. Straight from my .agents directory.
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
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)
1# Arize Experiment Skill23> **`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`.45## Concepts67- **Experiment** = a named evaluation run against a specific dataset version, containing one run per example8- **Experiment Run** = the result of processing one dataset example -- includes the model output, optional evaluations, and optional metadata9- **Dataset** = a versioned collection of examples; every experiment is tied to a dataset and a specific dataset version10- **Evaluation** = a named metric attached to a run (e.g., `correctness`, `relevance`), with optional label, score, and explanation1112The typical flow: export a dataset → process each example → collect outputs and evaluations → create an experiment with the runs.1314## Prerequisites1516Proceed directly with the task — run the `ax` command you need. Do NOT check versions, env vars, or profiles upfront.1718If an `ax` command fails, troubleshoot based on the error:19- `command not found` or version error → see references/ax-setup.md20- `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 Keys21- Space unknown → run `ax spaces list` to pick by name, or ask the user22…
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