prioritization-frameworks
Reference guide to 9 prioritization frameworks with formulas, when-to-use guidance, and templates — RICE, ICE, Kano, MoSCoW, Opportunity Score, and more
Install / Use
npx skills add phuryn/pm-skills --skill prioritization-frameworksInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
Education & ResearchSupported Platforms
Our assessment of prioritization-frameworks
prioritization-frameworks scores 87/100 on our quality scale, 49th of 127 Education & Research skills we index (top 39%).
Its SKILL.md is 4.1 KB long, well organised into 8 sections and no code examples: a solid amount of guidance for an agent.
With 26,568 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated 11 days ago, so prioritization-frameworks is actively maintained.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
Safety scan
No issues foundOur scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands.
Automated pattern scan on 2026-09-25. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.
prioritization-frameworks compared with similar skills
All 4 of these similar skills score higher than prioritization-frameworks; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| prioritization-frameworks (this skill)by phuryn | 87 | 26.6k | 11d ago | SKILL.md |
| last30days-skillby mvanhorn | 100 | 62.8k | 2d ago | CLAUDE.md |
| algorithmic-artby anthropics | 100 | 177.9k | 3d ago | SKILL.md |
| pptxby anthropics | 100 | 177.9k | 3d ago | SKILL.md |
| designby nextlevelbuilder | 100 | 130.2k | 4d ago | SKILL.md |
Frequently asked questions
- How do I install prioritization-frameworks?
- Run
npx skills add phuryn/pm-skills --skill prioritization-frameworks. The install tabs above show the steps for each supported agent. - Which AI agents does prioritization-frameworks work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is prioritization-frameworks safe to use?
- Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is prioritization-frameworks still maintained?
- The repository was last updated 11 days ago, so prioritization-frameworks is actively maintained.
Skill content
View source on GitHubname: prioritization-frameworks description: "Reference guide to 9 prioritization frameworks with formulas, when-to-use guidance, and templates — RICE, ICE, Kano, MoSCoW, Opportunity Score, and more. Use when selecting a prioritization method, comparing frameworks like RICE vs ICE, or learning how different prioritization approaches work."
Prioritization Frameworks Reference
A reference guide to help you select and apply the right prioritization framework for your context.
Core Principle
Never allow customers to design solutions. Prioritize problems (opportunities), not features.
Opportunity Score (Dan Olsen, The Lean Product Playbook)
The recommended framework for prioritizing customer problems.
Survey customers on Importance and Satisfaction for each need (normalize to 0–1 scale).
Three related formulas:
- Current value = Importance × Satisfaction
- Opportunity Score = Importance × (1 − Satisfaction)
- Customer value created = Importance × (S2 − S1), where S1 = satisfaction before, S2 = satisfaction after
High Importance + low Satisfaction = highest Opportunity Score = best opportunities. Plot on an Importance vs Satisfaction chart — upper-left quadrant is the sweet spot. Prioritizes customer problems, not solutions.
ICE Framework
Useful for prioritizing initiatives and ideas. Considers not only value but also risk and economic factors.
- I (Impact) = Opportunity Score × Number of Customers affected
- C (Confidence) = How confident are we? (1-10). Accounts for risk.
- E (Ease) = How easy is it to implement? (1-10). Accounts for economic factors.
Score = I × C × E. Higher = prioritize first.
RICE Framework
Splits ICE's Impact into two separate factors. Useful for larger teams that need more granularity.
- R (Reach) = Number of customers affected
- I (Impact) = Opportunity Score (value per customer)
- C (Confidence) = How confident are we? (0-100%)
- E (Effort) = How much effort to implement? (person-months)
Score = (R × I × C) / E
9 Frameworks Overview
| Framework | Best For | Key Insight | |-----------|----------|-------------| | Eisenhower Matrix | Personal tasks | Urgent vs Important — for individual PM task management | | Impact vs Effort | Tasks/initiatives | Simple 2×2 — quick triage, not rigorous for strategic decisions | | Risk vs Reward | Initiatives | Like Impact vs Effort but accounts for uncertainty | | Opportunity Score | Customer problems | Recommended. Importance × (1 − Satisfaction). Normalize to 0–1. | | Kano Model | Understanding expectations | Must-be, Performance, Attractive, Indifferent, Reverse. For understanding, not prioritizing. | | Weighted Decision Matrix | Multi-factor decisions | Assign weights to criteria, score each option. Useful for stakeholder buy-in. | | ICE | Ideas/initiatives | Impact × Confidence × Ease. Recommended for quick prioritization. | | RICE | Ideas at scale | (Reach × Impact × Confidence) / Effort. Adds Reach to ICE. | | MoSCoW | Requirements | Must/Should/Could/Won't. Caution: project management origin. |
Templates
- Opportunity Score intro (PDF)
- Importance vs Satisfaction Template — Dan Olsen (Google Slides)
- ICE Template (Google Sheets)
- RICE Template (Google Sheets)
Further Reading
Related Skills
last30days-skill
62.8kAI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesizes a grounded summary
algorithmic-art
177.9kCreating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems.
pptx
177.9kUse this skill any time a .pptx or .potx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx or .potx file (even if the extracted content will be used elsewhere, like in an em…
design
130.2kComprehensive design skill: brand identity, design tokens, UI styling, logo generation (55 styles, Gemini, Atlas Cloud, or MuAPI AI), corporate identity program (50 deliverables, CIP mockups), HTML presentations (Chart.js), banner design (22 styles, social/ads/web/print), icon design (15 styles, SVG…
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
