prioritization-frameworks

prioritization-frameworks is a skill for Claude Code from phuryn/pm-skills. It costs 68 tokens per session (1,060 once invoked), scanned A, original, MIT.

A reference guide to nine ways of deciding which product problems or initiatives to address first. It explains methods such as RICE, ICE, Kano, and MoSCoW, including their formulas and typical uses.

In plain words
What is it for?
Use it to compare prioritization methods, rank customer problems or initiatives, and learn how scoring frameworks work.
Why use it?
It gives teams a consistent way to compare competing work instead of relying only on opinion. It also helps choose a method that fits the decision and available information.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the pm-execution plugin — 16 skills, 11 commands shipped together

Good fit Use it to compare prioritization methods, rank customer problems or initiatives, and learn how scoring frameworks work.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/phuryn/pm-skills/prioritization-frameworks
About the project

phuryn/pm-skills is a marketplace of reusable skills, commands, and plugins that guide AI assistants through product-management work such as discovery, strategy, planning, metrics, launches, and growth. It is for product managers and teams using Claude Code, Cowork, or compatible assistants. The catalogue entries are the project's own workflows and extensions.

phuryn/pm-skills · 26,066 stars · on GitHub · productcompass.pm

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add phuryn/pm-skills --skill prioritization-frameworks
Clone the repo
git clone --depth 1 https://github.com/phuryn/pm-skills

Made for: Claude Code.

Or install pm-execution, the plugin that ships this one along with the rest of its 16 skills, 11 commands.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for prioritization-frameworks

README.md
[![agentmods](https://agentmods.dev/badge/skills/phuryn/pm-skills/prioritization-frameworks.svg)](https://agentmods.dev/skills/phuryn/pm-skills/prioritization-frameworks)
Your own site
<a href="https://agentmods.dev/skills/phuryn/pm-skills/prioritization-frameworks"><img src="https://agentmods.dev/badge/skills/phuryn/pm-skills/prioritization-frameworks.svg" alt="Measured on agentmods" height="20"></a>
Per session 68 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,060 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • Socket pass 18 Mar 2026
  • Snyk pass 4 Mar 2026
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00068 $0.01060
Opus 5 $0.00034 $0.00530
Sonnet 5 $0.00014 $0.00212
Haiku 4.5 $0.00007 $0.00106

Measured 8d ago against content hash 5dab45be9e46, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

prioritization-frameworks scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

Copies of this mod

3 near-identical copies found in the catalogue:

pm-execution/skills/prioritization-frameworks/SKILL.md · 76 lines

How it starts

The opening of the file, as written. The whole thing — 76 lines — stays where its author put it; the contents beside it link to each section on GitHub.

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.

Read the full file on GitHub · 76 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 76 lines · 68 tokens per session scan A 5dab45be9e46

Subscribe to this mod's changes

prioritization-frameworks is a skill published in the GitHub repository phuryn/pm-skills (26,066 stars, last pushed 2mo ago), licensed MIT. It adds 68 tokens to every session and 1,060 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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