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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.

在 GitHub 打开

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/

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。
触发场景
debugging failuresadding w

SKILL.md 正文

来源 google-gemini/gemini-cli@9b6e026 · 许可 Apache-2.0 · 内容未修改

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

  1. Does a prompt/tool change need validation?
  • No -> Normal integration tests.
  • Yes -> Continue below.
  1. 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).
  1. Is it a new test?
  • Yes -> Set policy to USUALLY_PASSES.
  • No -> ALWAYS_PASSES (locks in regression).
  1. 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

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