eval-harness

Automate eval-driven validation for Claude Code changes with pass@k metrics.

Updated Jan 16, 2026
One-click install
npx skills add https://github.com/Eotel/claude-marketplace --skill eval-harness-eotel
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: eval-harness
Source: https://github.com/Eotel/claude-marketplace/tree/main/plugins/base/skills/eval-harness
Command: npx skills add https://github.com/Eotel/claude-marketplace --skill eval-harness-eotel

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Eval-driven development framework to validate Claude Code changes via structured evals and graders.

Core Features & Use Cases

  • Eval-driven framework with pass@k metrics and graded evals
  • Capability and regression evals for feature validation
  • Grader patterns including code-based, model-based, and human graders
  • Versioned eval storage and integrated workflow

Quick Start

Define and run evals for Claude Code changes to measure capability and regression performance.

Frequently Asked Questions about eval-harness

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I run regression evals for Claude Code changes?

You run regression evals for Claude Code by applying an eval-driven framework that uses pass@k metrics and grader patterns to detect regressions and ensure quality. This automates systematic feature testing across versioned eval storage.

What is eval-driven validation for Claude Code?

Eval-driven validation is a framework that automates systematic feature testing for Claude Code work. It applies capability and regression evals using pass@k metrics and grader patterns to validate changes and ensure quality.

How do pass@k metrics work in capability evaluations?

Pass@k metrics in capability evaluations measure the probability that at least one of k generated attempts passes the defined grader patterns. This provides a systematic way to validate feature performance and detect regressions.

Can I use code-based, model-based, and human graders together?

Yes, you can use code-based, model-based, and human graders together. The framework supports deterministic, model-based, and human-grade evaluations with defined workflows and versioned storage to satisfy diverse grading requirements.

Do I need external dependencies to run eval-driven testing?

No, you do not need external dependencies to run eval-driven testing. The framework operates independently to define and run evals for Claude Code changes, measuring capability and regression performance with integrated storage.