behavioral-evals 精选
Guidance for creating, running, fixing, and promoting behavioral evaluations. Use when verifying agent decision logic, debugging failures, debugging prompt steering, or adding workspace regression tests.
安装方式
cp -r .gemini/skills/behavioral-evals ~/.claude/skills/behavioral-evals把该 skill 目录放进客户端 skills 目录。不同客户端的目录可能不同,Claude Code 默认是 ~/.claude/skills/
https://raw.githubusercontent.com/google-gemini/gemini-cli/9b6e0265d16bbd29ca51e33c9e0c01dc4cec5e83/.gemini/skills/behavioral-evals/SKILL.md下载后另存为 ~/.claude/skills/behavioral-evals/SKILL.md。链接锁定采集时的 commit,内容与本站展示一致。
整仓一次性获取:git clone --depth 1 https://github.com/google-gemini/gemini-cli.git
依赖与权限
- 无需 API Key
- 无需联网
- 无外部命令依赖
- 以上为按正文与 frontmatter 自动推断的信号,仅供参考;安装前建议先阅读原文。
SKILL.md 正文
Behavioral Evals
Overview
Behavioral evaluations (evals) are tests that validate the agent's decision-making (e.g., tool choice) rather than pure functionality. They are critical for verifying prompt changes, debugging steerability, and preventing regressions.
[!NOTE]
Single Source of Truth: For core concepts, policies, running tests, and general best practices, always refer to [evals/README.md](file:///Users/abhipatel/code/gemini-cli/docs/evals/README.md).
🔄 Workflow Decision Tree
- Does a prompt/tool change need validation?
- No -> Normal integration tests.
- Yes -> Continue below.
- Is it UI/Interaction heavy?
- Yes -> Use
appEvalTest(AppRig). See [creating.md](references/creating.md). - No -> Use
evalTest(TestRig). See [creating.md](references/creating.md).
- Is it a new test?
- Yes -> Set policy to
USUALLY_PASSES. - No ->
ALWAYS_PASSES(locks in regression).
- Are you fixing a failure or promoting a test?
- Fixing -> See [fixing.md](references/fixing.md).
- Promoting -> See [promoting.md](references/promoting.md).
📋 Quick Checklist
1. Setup Workspace
Seed the workspace with necessary files using the files object to simulate a realistic scenario (e.g., NodeJS project with package.json).
- Details in [creating.md](references/creating.md)
2. Write Assertions
Audit agent decisions using rig.setBreakpoint() (AppRig only) or index verification on rig.readToolLogs().
- Details in [creating.md](references/creating.md)
3. Verify
Run single tests locally with Vitest. Confirm stability locally before relying on CI workflows.
- See [evals/README.md](file:///Users/abhipatel/code/gemini-cli/docs/evals/README.md) for running commands.
📦 Bundled Resources
Detailed procedural guides:
- [creating.md](references/creating.md): Assertion strategies, Rig selection, Mock MCPs.
- [fixing.md](references/fixing.md): Step-by-step automated investigation, architecture diagnosis guidelines.
- [promoting.md](references/promoting.md): Candidate identification criteria and threshold guidelines.
质量与来源
- 所属仓库
- google-gemini/gemini-cli
- 仓库星标
- 11 万
- 最近更新
- 今天
- 采集时间
- 今天
- commit
- 9b6e0265d16b
- 内容指纹
- sha256:c1ab849bb3b197b
- 文件路径
- .gemini/skills/behavioral-evals/SKILL.md