RICE Prioritizer
Applies the RICE framework (Reach, Impact, Confidence, Effort) to score and rank a backlog, producing a consistent, auditable priority order.
Before & after
Same prompt, same agent — the only difference is the skill.
Prioritization can be tricky since there are many factors to consider. You'll want to think about reach—how many users it affects. Then impact—what's the magnitude of benefit. Confidence in the estimate matters too. And of course, the effort required. Different teams weight these differently, so it really depends on your goals and constraints. I'd suggest listing all your initiatives and then evaluating each one across these dimensions. Would you like me to walk through some examples? The specific weighting depends on what matters most to your business right now.
RICE PRIORITIZATION ANALYSIS INITIATIVES SCORED Feature: Real-time collaboration editor Reach: 4,200 users (40% of paid tier) Impact: Reduce task time by 2 hours/week per user Confidence: 75% (partial customer validation) Effort: 8 weeks (3 engineers) RICE score: (4200 × 2 × 0.75) / 8 = 787.5 Rank: 1 Feature: Mobile app for iOS Reach: 8,500 users (80% active on mobile) Impact: 1x (new revenue stream, unproven) Confidence: 50% (market research only) Effort: 16 weeks RICE score: (8500 × 1 × 0.50) / 16 = 265.6 Rank: 3 Feature: API rate limit increase Reach: 80 users (enterprise tier only) Impact: Enable 3 new customer use cases Confidence: 95% (committed prospects) Effort: 2 weeks RICE score: (80 × 3 × 0.95) / 2 = 114 Rank: 5 FEATURE: Dashboard performance optimization Reach: 12,000 users (all active) Impact: 3x (page load time 8s to 2s) Confidence: 90% (metrics confirmed) Effort: 4 weeks RICE score: (12000 × 3 × 0.90) / 4 = 8,100 Rank: 1 (TIE - parallel track possible) Priority Queue (Q3 roadmap order): Dashboard perf → Collaboration → API limits → Mobile strategy
About this skill
name: rice description: Use when Structured Claude skill that gives Claude a repeatable workflow for rice.
Rice
One of 337+ skills in the original author's multi-agent claude-skills mega-collection (~19k GitHub stars). Packages the Rice workflow with its own instructions and validation so outputs stay consistent.
What you get
- Public GitHub repo (alirezarezvani/claude-skills)
- the rice skill folder with SKILL.md. Part of a 337-skill / 30-agent / 70-command install.
Customize your output
- Fork the repo and adapt the skill's instructions and references to your workflow.
Example output
Activates automatically when your request matches Rice; chains with the other skills, agents, and commands in the collection.
Best for
Creators, builders, and teams using Claude Code.
SKILL.md preview
---
name: rice
description: Use this skill when a user needs a repeatable prioritization workflow for scoring initiatives using the RICE framework - Reach, Impact, Confidence, and Effort.
version: 1.0.0
category: AI Agents / Development
author: AgentVolt
license: proprietary
tags:
- ai-agents
- development
---
# Rice
Applies the RICE framework (Reach, Impact, Confidence, Effort) to score and rank a backlog, producing a consistent, auditable priority order.
## When to use
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