---
name: Agent Evaluation Framework
description: Comprehensive Claude Code agent evaluation framework with multi-dimensional scoring, LLM-as-Judge mode, and research-backed performance variance analysis
---

# Agent Evaluation Framework

Comprehensive Claude Code agent evaluation framework with multi-dimensional scoring, LLM-as-Judge mode, and research-backed performance variance analysis

What is it?

* Does the output actually complete the task?

* Are the automated criterion scores reasonable?

* What did the automation miss?

## How to use it?
Install this skill in your Claude environment to enhance agent evaluation framework capabilities. Once installed, Claude will automatically apply the skill's guidelines when relevant tasks are detected. You can also explicitly invoke it by referencing its name in your prompts.

The full source and documentation is available on GitHub.

## Key Features

* Comprehensive Claude Code agent evaluation framework with multi-dimensional scoring, LLM-as-Judge mode, and research-backed performance variance analysis
* Seamless integration with Claude's development workflow
* Comprehensive guidelines and best practices for agent evaluation frameworkView on GitHub

### GitHub Stats
StarsForksLast UpdateAuthorNeoLabHQLicenseGPL-3.0Version1.0.0

### Categories
AI & MLDeveloper Tools

### Tags
agent-evaluationllm-as-judgebenchmarkingcontext-engineeringquality-metrics

### Features

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---

**Source**: https://github.com/NeoLabHQ/context-engineering-kit/tree/master/plugins/customaize-agent/skills/agent-evaluation
**Author**: NeoLabHQ
**License**: https://www.gnu.org/licenses/gpl-3.0.html
**GitHub Stars**: 433
**Tags**: agent-evaluation, llm-as-judge, benchmarking, context-engineering, quality-metrics