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Run Google Gemini CLI as a subagent for second opinions, code reviews, and questions. Use when you want a different AI model's perspective.
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt；运行前请先检查来源。
npx skills add https://github.com/majiayu000/claude-skill-registry --skill gemini命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
LLM token logprobs and calibration. Per-decision confidence, ECE, Brier, reliability diagrams, low-confidence triage.
Analyze LLM token logprobs and calibration. Use for per-decision confidence, ECE, Brier scores, reliability diagrams, and low-confidence triage.
回顾最近 N 天的 Claude Code 使用记录——扫描原始会话数据，按主题分组汇总"我都做了什么"，并从个人操作系统视角输出模式、风险与增删建议。当用户说 /recap、"看看我这几天做了什么"、"回顾一下我最近的会话"、"这两天我用 claude 干了啥"、"活动回顾" 时使用。
基于 SOC 职业分类
正在显示 SKILL.md
| name | gemini |
| description | Run Google Gemini CLI as a subagent for second opinions, code reviews, and questions. Use when you want a different AI model's perspective. |
Run Google Gemini CLI for second opinions and external reviews.
Before using Gemini, verify it's installed:
which gemini >/dev/null 2>&1 || echo "GEMINI_NOT_INSTALLED"
If not installed, inform the user: "Gemini CLI is not installed. Skipping Gemini review."
Gemini requires GEMINI_API_KEY in the environment. Load it from the .env file in the current working directory (the folder your current agent session is running from):
GEMINI_API_KEY=$(grep '^GEMINI_API_KEY=' .env 2>/dev/null | cut -d= -f2-)
export GEMINI_API_KEY
If .env doesn't exist or doesn't contain GEMINI_API_KEY, inform the user: "GEMINI_API_KEY not found in .env file."
GEMINI_API_KEY=$(grep '^GEMINI_API_KEY=' .env 2>/dev/null | cut -d= -f2-) gemini -p "$PROMPT" --yolo 2>&1
| Flag | Purpose |
|---|---|
-p / --prompt | Non-interactive mode with direct prompt |
--yolo | Auto-approve all tool calls without prompts |
2>&1 | Capture both stdout and stderr |
Gemini can take several minutes for complex prompts. Use 15 minute timeout:
timeout 900 gemini -p "$PROMPT" --yolo 2>&1
timeout 900 gemini -p "What are the tradeoffs between Redis and Memcached for session storage?" --yolo 2>&1
DIFF=$(git diff main...HEAD)
timeout 900 gemini -p "Review this diff for issues:
$DIFF
List concerns with severity (blocking/important/nice-to-have)." --yolo 2>&1
Gemini runs in current directory by default. Change directory before running:
cd /path/to/repo && timeout 900 gemini -p "Analyze the architecture of this codebase" --yolo 2>&1
Gemini has access to gh CLI when tools are enabled. Pass the PR URL and let it fetch the diff:
timeout 900 gemini -p "Review this PR: https://github.com/owner/repo/pull/123
Use gh CLI to get the diff and review for issues." --yolo 2>&1
--yolo mode auto-approves tool use (shell commands, file reads, etc.)