🧪 Advanced Evaluation
This skill helps you build robust LLM evaluation systems by applying direct scoring, pairwise comparisons, rubrics, and bias mitigation.
npx playbooks add skill ken-cavanagh-glean/fieldkit --skill advanced-evaluation
About Advanced Evaluation
The Advanced Evaluation skill is used for testing and helps build robust large language model evaluation systems by applying various methods such as direct scoring, pairwise comparisons, and rubrics, while also mitigating bias. This skill enables developers to create comprehensive evaluation systems for their language models. Developers would use this skill when they need to thoroughly assess and validate the performance of their large language models.
The 19-word prompt provides structured testing & qa guidance — covering detailed methodology and consistent output formats. Install it in one command.
Use Cases
- Writing unit, integration, and end-to-end tests
- Setting up test coverage and CI pipelines
- Refactoring legacy code with confidence using tests
- Creating test plans and QA checklists
Example Prompts
System Prompt (19 words)
This skill helps you build robust LLM evaluation systems by applying direct scoring, pairwise comparisons, rubrics, and bias mitigation.
Frequently Asked Questions
What is Advanced Evaluation?
Advanced Evaluation is a free testing & qa skill for AI coding agents. This skill helps you build robust LLM evaluation systems by applying direct scoring, pairwise comparisons, rubrics, and bias mitigation.. It provides a specialized system prompt that configures your agent with testing & qa expertise.
How do I use Advanced Evaluation with Claude Code?
Run npx playbooks add skill ken-cavanagh-glean/fieldkit --skill advanced-evaluation in your terminal to install Advanced Evaluation into your Claude Code session. It works immediately after installation.
Which AI coding agents work with Advanced Evaluation?
Advanced Evaluation is compatible with Claude Code, Cursor, GitHub Copilot, Windsurf, OpenClaw, Cline, and any AI agent that supports custom system prompts or .cursorrules files.
Is Advanced Evaluation free to use?
Yes, Advanced Evaluation is completely free and open source. The full source is available on GitHub at https://github.com/ken-cavanagh-glean/fieldkit/tree/main/plugins/context-engineering/skills/context-engineering/advanced-evaluation. You only need a subscription to the AI agent you use it with.
