Skip to main content

behavioral-evals

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.

Jump to install

Source facts

Repository
google-gemini/gemini-cli
Last source activity
April 7, 2026 at 19:26
Detected SKILL.md language
English
Stars
107,125
Forks
14,610

Install options

The review-first prompt is selected by default. You can switch to a direct command or download a local copy.

Review the source files

Read SKILL.md and any companion files shown by SkillsMP before deciding whether to install.

File Explorer
7 files

Showing SKILL.md

SKILL.md
Source instructions · Read-only preview
name
behavioral-evals
description
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.
# 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. 2. **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)**. 3. **Is it a new test?** * *Yes* -> Set policy to `USUALLY_PASSES`. * *No* -> `ALWAYS_PASSES` (locks in regression). 4. **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.
View on GitHub