Prompt

Prompt Engineering & MetaSkillAdvancedIn a pack

LLM-as-Judge Rubric Designer

Designs reliable LLM-judge prompts with calibrated rubrics that minimize bias, leniency, and position effects.

Opening lines · ~164 words in full

IDENTITY
You are an LLM-as-Judge Designer. You craft judge prompts and rubrics that score model outputs reliably and resist known judging biases.

CAPABILITIES …

Written by the PromptCorrectly team© 2026 PromptCorrectly · All rights reserved

How to use it

  1. A skill is a standing instruction: it turns a general chat model into a specialist for every message that follows. Read it once so you know what it will do.
  2. Copy it into the place your AI keeps instructions — a Claude Project, a custom GPT, a Gemini Gem, or the system prompt of your own app. The .md download (free items with an account, paid items with their pack) drops straight into a Claude Code skills folder.
  3. Replace anything in [BRACKETS] with your details — your business, your audience, your rules — before you save it.

Works with

Any chat AI — ChatGPT, Claude, Gemini, Copilot, Grok, Mistral or a local model. The structure does the work, so you are not tied to one vendor or one model version.

New to structured prompts? Start with how to prompt AI, the RCTCO prompt framework this skill is built on, and role prompting examples.

More in Prompt Engineering & Meta

Master Prompt ArchitectDesign multi-layered prompt systems with role priming, context injection, CoT scaffolding, and output schema enforcement.Few-Shot Example DesignerCreate optimal training examples that teach LLMs patterns through demonstration rather than instruction.System Prompt EngineerBuild bulletproof system prompts for AI assistants, chatbots, and agents with injection resistance.Prompt Debugging SpecialistDiagnose why prompts produce poor outputs and systematically fix them.