ICE Score

Calculate ICE scores and assign priority buckets for product ideas.

Updated Feb 11, 2026
One-click install
npx skills add https://github.com/mjrtl/agentic_product_manager --skill ice-score
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: ICE Score
Source: https://github.com/mjrtl/agentic_product_manager/tree/main/skills/ice-score
Command: npx skills add https://github.com/mjrtl/agentic_product_manager --skill ice-score

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps you objectively prioritize ideas by quantifying their potential Impact, Confidence, and Ease of implementation, moving beyond subjective opinions.

Core Features & Use Cases

  • Quantifiable Prioritization: Assigns numerical scores to Impact, Confidence, and Ease based on provided evidence and estimates.
  • ICE Score Calculation: Computes a final ICE score (Impact x Confidence x Ease) to rank ideas.
  • Priority Buckets: Categorizes scores into actionable guidance (e.g., "Consider immediate execution," "On hold").
  • Use Case: When faced with a backlog of feature ideas, use this Skill to score each one, allowing you to focus development efforts on the most promising opportunities first.

Quick Start

Score the idea 'New user onboarding flow' using the ICE Score skill.

Frequently Asked Questions about ICE Score

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

FAQPage Schema
What is ICE score and how does it help with product idea prioritization?

ICE score is a product idea prioritization method that quantifies potential Impact, Confidence, and Ease to calculate a final ranking score. It moves beyond subjective opinions by using an evidence-guided methodology to assign numerical values to each idea.

How do I calculate ICE score to rank my feature backlog?

To calculate ICE score, you provide an idea title, description, analysis, and optional metrics. The system assigns numerical scores to Impact, Confidence, and Ease, then multiplies them together (Impact x Confidence x Ease) to rank your backlog.

What's the best way to score product ideas objectively when facing a large backlog?

The best way to score product ideas objectively is to quantify their potential Impact, Confidence, and Ease using defined evidence and estimates. This methodology calculates a final score and assigns ideas into priority buckets for immediate execution or holding.

Can I use ICE scoring for feature ideas without detailed implementation metrics?

Yes, you can use ICE scoring without detailed metrics by providing an idea title, description, and analysis. While optional metrics help refine the scoring, the methodology still assigns numerical scores to Impact, Confidence, and Ease based on available evidence.

How does ICE scoring categorize ideas into actionable priority buckets?

ICE scoring categorizes ideas into actionable priority buckets by computing a final score from Impact, Confidence, and Ease. It assigns ideas to specific guidance categories, such as considering immediate execution or placing the idea on hold, to direct development efforts.

When should I not use ICE scoring for idea prioritization?

You should not use ICE scoring when you lack the evidence or estimates needed to judge Impact, Confidence, and Ease, as the methodology relies on quantifying these factors. It is designed for objective decision-making and may not suit purely subjective ideas.