ai-forge-judge

Installation
SKILL.md

AI Forge Judge

Evaluate any LLM-consumed prompt against quality standards, focused on knowledge delta, instruction clarity, and practical usability.


Core Philosophy

Good Prompt = Expert-only Knowledge − What Claude Already Knows

Restating defaults is token waste.

Three Types of Knowledge

Type Definition Treatment
Expert Claude genuinely doesn't know this Must keep — this is the value
Activation Claude knows but may not think of Keep if brief — serves as reminder
Redundant Claude definitely knows this Delete — wastes tokens
Installs
6
First Seen
Aug 6, 2026
ai-forge-judge — robcsaszar/ai-forge