arize-prompt-optimization

80 / 100 · Low risk

Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.

By anubhavg-icpl/vibe (GitHub) · coding · 13 stars · scanned at commit d51e7ac

Optimizes, improves, and debugs LLM prompts using production trace data, evaluations, and annotations. Extracts prompts from spans, gathers performance signal, and runs a data-driven optimization loop using the ax CLI. Use when the user mentions optimize prompt, improve prompt, make AI respond better, improve output quality, prompt engineering, prompt tuning, or system prompt improvement.

Works with any agent that supports SKILL.md skills.

What this skill can do

Runs commands on your computer

The author does not mention this. Expected for a coding skill.

Found in 78 places.

skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 72ax spans export PROJECT --filter "attributes.openinference.span.kind = 'LLM'" -l 10 --stdout
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 85ax spans export PROJECT --trace-id TRACE_ID
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 95jq '.[0] | {

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skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 129ax spans export PROJECT \
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 151ax datasets export DATASET_NAME --space SPACE
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 165jq 'length' dataset_*/examples.json
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 278jq -s '
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 330jq '[.[] | .evaluations.correctness.score] | add / length' experiment_a/runs.json
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 383ax traces list PROJECT --filter "status_code = 'ERROR'" --limit 5
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 387ax spans export PROJECT --trace-id TRACE_ID
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 391jq '[.[] | select(.attributes.openinference.span.kind == "LLM")][0] | {
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 406ax datasets list --space SPACE
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 411ax datasets export DATASET_NAME --space SPACE
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 422ax spans export PROJECT \
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 434ax spans export PROJECT \
skills/ghcopilot-arize-prompt-optimization/SKILL.md, line 440ax spans export PROJECT --trace-id TRACE_ID
.claude/settings.json, line 9"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" pre-bash'",
.claude/settings.json, line 19"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" pre-edit'",
.claude/settings.json, line 31"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" post-edit'",
.claude/settings.json, line 41"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" post-bash'",

and 58 more places

Downloads and installs other software

The author does not mention this. It runs automatically when the plugin is installed.

Found in 13 places.

skills/ghcopilot-arize-prompt-optimization/references/ax-setup.md, line 132. Install: `uv tool install arize-ax-cli` (preferred), `pipx install arize-ax-cli`, or `pip install arize-ax-cli`
skills/ghcopilot-arize-prompt-optimization/references/ax-setup.md, line 193. Install: `pip install arize-ax-cli`
skills/ghcopilot-arize-prompt-optimization/references/ax-setup.md, line 24Upgrade: `uv tool install --force --reinstall arize-ax-cli`, `pipx upgrade arize-ax-cli`, or `pip install --upgrade arize-ax-cli`

Show 10 more

.claude/settings.json, line 166"Bash(npx @claude-flow*)",
.claude/settings.json, line 167"Bash(npx claude-flow*)",
.mcp.json, line 4"command": "npx",
hooks/cmods/README.md, line 96npx eslint --fix "$FILE" 2>/dev/null
hooks/cmods/post-edit-format.sh, line 29npx prettier --write "$FILE" 2>/dev/null && FORMATTED=true
hooks/cmods/post-edit-format.sh, line 32npx biome format --write "$FILE" 2>/dev/null && FORMATTED=true
hooks/cmods/post-edit-format.sh, line 80npx prettier --write "$FILE" 2>/dev/null && FORMATTED=true
hooks/cmods/post-edit-format.sh, line 86npx prettier --write "$FILE" 2>/dev/null && FORMATTED=true
hooks/cmods/pre-commit-lint.sh, line 38echo "$files" | xargs npx eslint --max-warnings 0 2>/dev/null
hooks/hooks.json, line 106"command": "#!/bin/bash\n# Run TypeScript check after editing TS files\ninput=$(cat)\nfile_path=$(echo \"$input\" | jq -r '.tool_input.file_path // \"\"')\n\nif

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'arize-prompt-optimization' ] || [ -L ~/.agents/skills/'arize-prompt-optimization' ]; then echo 'A skill folder named arize-prompt-optimization already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/anubhavg-icpl/vibe' "$d" && git -C "$d" checkout --quiet 'd51e7ac9a34111cd2e63daed83c2198f91570050' -- 'skills/ghcopilot-arize-prompt-optimization' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/ghcopilot-arize-prompt-optimization' ~/.agents/skills/'arize-prompt-optimization' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'arize-prompt-optimization' ~/.claude/skills/'arize-prompt-optimization' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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Score history

Date	Version	Score
2026-11-08	`d51e7ac`	80