rice

Calculate and rank initiatives using the RICE prioritization framework.

106|14|Updated Jan 10, 2026

Search Tags:#decision making #product management #prioritization #scoring #rice

Ready to run

npx skills add https://github.com/neurofoo/agent-skills --skill rice-neurofoo

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: rice
Source: https://github.com/neurofoo/agent-skills/tree/main/rice
Command: npx skills add https://github.com/neurofoo/agent-skills --skill rice-neurofoo

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill provides a structured, quantitative method for prioritizing initiatives, moving beyond subjective opinions to data-driven decision-making.

Core Features & Use Cases

RICE Scoring: Calculates a score based on Reach, Impact, Confidence, and Effort.
Objective Comparison: Enables clear, objective comparison between different initiatives.
Use Case: A product team needs to decide which new features to build next. They use the RICE skill to score each feature idea, ensuring the highest-impact, lowest-effort features are prioritized.

Quick Start

Use the rice skill to score the following initiatives: Feature A (Reach: 1000, Impact: 2, Confidence: 80%, Effort: 4 weeks), Feature B (Reach: 500, Impact: 3, Confidence: 50%, Effort: 2 weeks).

Frequently Asked Questions about rice

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

FAQPage Schema

How does RICE scoring work for product roadmap prioritization?▼

RICE scoring for product roadmap prioritization works by calculating a score based on Reach, Impact, Confidence, and Effort, allowing teams to objectively rank initiatives and prioritize features with the highest impact and lowest effort.

How do I calculate RICE scores for feature selection?▼

To calculate RICE scores for feature selection, you must explicitly estimate Reach, Impact, Confidence, and Effort for each initiative, which the framework then uses to calculate and rank your features objectively.

What is the best way to objectively compare product initiatives?▼

The best way to objectively compare product initiatives is using a quantitative prioritization framework like RICE, which moves decision-making beyond subjective opinions by scoring Reach, Impact, Confidence, and Effort.

When should I use the RICE framework for decision making?▼

You should use the RICE framework for decision making when a product team needs structured, quantitative prioritization of initiatives, ensuring that strategic planning and feature selection are driven by data rather than subjective opinions.

What data do I need to provide for RICE prioritization?▼

For RICE prioritization, you need to provide explicit estimations for each factor: Reach, Impact, Confidence, and Effort, which are then processed to output a clear ranked list of your initiatives.