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agent-platform-eval-flywheel

69 / 100 · Review before installing

Check before installing. Some of what it can do is expected: a devops skill usually runs commands, installs tools and uses cloud credentials.

By google/skills (GitHub) · devops · 23,813 stars · scanned at commit 793c036

Measures and improves the quality of AI models and agents on Google Cloud using the Eval Quality Flywheel methodology. Use when generating synthetic user scenarios, evaluating an agent or model, building an eval dataset, picking or writing evaluation metrics, analyzing failures, comparing results before and after a fix, or when guidance is needed on Agent Platform eval methodology — including dataset schema, LLM-as-judge scoring, and common failure causes. For fine-tuning, use agent-platform-tu…

Works with any agent that supports SKILL.md skills.

What this skill can do

Runs commands on your computer

This is disclosed by the author in the skill's SKILL.md or README. Expected for a devops skill.

Found in 5 places.

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Downloads and installs other software

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

Found in 5 places.

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Can call paid AI services billed to you

The author does not mention this.

Found in 7 places.

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Sends data to these websites: generativelanguage.googleapis.com

This is disclosed by the author in the skill's SKILL.md or README. Expected for a devops skill.

Found in 7 places.

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Safer alternatives

Low-risk skills in the same category (devops) that look related. Check that one does what you need.

Install

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

if [ -e ~/.agents/skills/'agent-platform-eval-flywheel' ] || [ -L ~/.agents/skills/'agent-platform-eval-flywheel' ]; then echo 'A skill folder named agent-platform-eval-flywheel already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/google/skills' "$d" && git -C "$d" checkout --quiet '793c036c3af827151ada918c5f8cba823ef7086d' -- 'skills/cloud/agent-platform-eval-flywheel' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/cloud/agent-platform-eval-flywheel' ~/.agents/skills/'agent-platform-eval-flywheel' && 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/'agent-platform-eval-flywheel' ~/.claude/skills/'agent-platform-eval-flywheel' (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

DateVersionScore
2026-11-10793c03669
2026-11-082194d3b69
2026-11-06cdee76069