eval

Spawn an independent Evaluator agent to score code artifacts across four axes.

125|35|Updated Jan 21, 2026
One-click install
npx skills add https://github.com/jh941213/my-cc-harness --skill eval-jh941213
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: eval
Source: https://github.com/jh941213/my-cc-harness/tree/main/skills/eval
Command: npx skills add https://github.com/jh941213/my-cc-harness --skill eval-jh941213

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Manual, biased evaluation of code outputs is often time-consuming and inconsistent. This Skill automates unbiased assessment by spawning an independent Evaluator to score code artifacts across four axes: functionality, code quality, originality, and usability/security.

Core Features & Use Cases

  • Independent Evaluator agent evaluation to assess code artifacts without requiring developer intervention
  • Four-axis scoring system (functionality, quality, originality, usability/security) with a consolidated report
  • Generates EVAL_REPORT.md and surfaces a concise summary for quick decision making

Quick Start

Trigger an evaluation on the current project to generate EVAL_REPORT.md with four-axis scores.

Frequently Asked Questions about eval

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

FAQPage Schema
How do I objectively evaluate code quality and functionality without manual bias?

To objectively evaluate code quality, you can trigger an automated assessment that spawns an independent Evaluator agent to score artifacts across four axes: functionality, code quality, originality, and usability/security.

What is the four-axis scoring system for code evaluation?

The four-axis scoring system for code evaluation assesses functionality, code quality, originality, and usability/security. It generates an EVAL_REPORT.md file containing the scores and a concise summary for quick decision making.

How do I generate an automated code review report for my project?

You can generate an automated code review report by triggering an evaluation event on your current project. This spawns an autonomous Evaluator agent that analyzes the code artifacts and outputs a consolidated EVAL_REPORT.md.

Does automated code assessment work for autonomous review workflows?

Automated code assessment is designed specifically for autonomous review workflows. It requires no developer intervention during the evaluation process, making it suitable for continuous code submission and project review pipelines.

Can I assess code originality and security together in a single evaluation?

You can assess code originality and security in a single evaluation. The Evaluator agent simultaneously scores both originality and usability/security, consolidating the results into one comprehensive report.

When should I not use an autonomous code evaluator for quality scoring?

You should not use an autonomous code evaluator when manual human oversight is required for subjective design preferences. This system provides objective four-axis scoring focused strictly on functionality, quality, originality, and security.