Arize Evaluator

Build and run LLM-as-judge evaluators on Arize via the ax CLI, with column mapping and monitoring.

Tested · Works

Test report

Verdict
Tested · Works
Score
9.6/10
Tested
Jul 14, 2026
Environment
Claude Code 2.x (agent harness)
Upstream re-checked
Aug 10, 2026 · 1336030

Its troubleshooting table flags a 1-2 hour eval-index lag that silently scores 0 spans, and that trigger-run needs bare-ISO timestamps with no trailing Z — exactly the operational gotchas a baseline guess at the ax CLI would get wrong.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

  • Installs cleanly 5/5
  • Triggers reliably 5/5
  • Output vs. baseline 9/10
  • Docs & honesty 5/5

What Arize Evaluator does

Wraps the Arize `ax` CLI to create/version evaluators, wire them to projects or experiments via column mappings, and trigger backfill or continuous runs. Triggers on requests to create an evaluator, run an LLM judge, score hallucination/correctness/relevance, or set up continuous monitoring on Arize spans or experiments.

How to install Arize Evaluator

git clone https://github.com/github/awesome-copilot
cd awesome-copilot
mkdir -p ~/.claude/skills
cp -r skills/arize-evaluator ~/.claude/skills/arize-evaluator

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger Arize Evaluator

  • /arize-evaluator Build and run LLM-as-judge evaluators on Arize via the ax CLI, with column mapping and monitoring.

It also activates on plain-language prompts like these:

  • Set up an LLM-as-judge evaluator with the ax CLI
  • Run an eval over my traced LLM spans in Arize
  • Create a trigger-run eval for my agent's outputs

Frequently asked questions

Is the Arize Evaluator skill free?
Yes. The skill itself is free from github/awesome-copilot. SkillProof publishes the install command and an independent test verdict at no cost.
Does Arize Evaluator work with Claude Code?
We tested it with Claude Code 2.x (agent harness) on Jul 14, 2026. Verdict: Tested · Works. Its troubleshooting table flags a 1-2 hour eval-index lag that silently scores 0 spans, and that trigger-run needs bare-ISO timestamps with no trailing Z — exactly the operational gotchas a baseline guess at the ax CLI would get wrong.
What is the Arize Evaluator SkillProof Score?
9.6/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 5/5.
How do I install Arize Evaluator?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use Arize Evaluator with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.