
feature-prioritization-assistant
Calculate RICE scores and prioritize features systematically. Use when building your product roadmap and need to make data-driven prioritization decisions.
- Installs
- 543
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Install
Works with every agent the skills CLI supports.
npx skills add https://github.com/pmprompt/claude-plugin-product-management --skill feature-prioritization-assistant- 01
Install
Run the command in your project. The CLI asks which agents to install for.
- 02
Describe the task
Ask your agent for something this skill covers. It loads feature-prioritization-assistant automatically when relevant.
- 03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.
SKILL.md
The instructions your agent reads when the skill is triggered.
Domain Context
This skill implements a proven product management framework. The approach combines best practices from industry leaders and is designed for practical application in day-to-day PM work.
Input Requirements
- Context about your product, feature, or problem
- Relevant data, research, or constraints (recommended but optional)
- Clear articulation of what you're trying to achieve
Feature Prioritization Assistant
When to Use
- Building your product roadmap
- Need to choose between multiple feature ideas
- Stakeholders are debating which features to build first
- Want to make data-driven prioritization decisions
- Need to justify prioritization decisions to leadership
What This Skill Does
Helps you systematically evaluate and prioritize features using the RICE framework (Reach, Impact, Confidence, Effort), providing scores and recommendations.
Instructions
Help me prioritize these features using the RICE framework. For each feature, help me estimate:
- Reach: How many users will this impact per month?
- Impact: How much will this impact each user? (Scale: 0.25=minimal, 0.5=low, 1=medium, 2=high, 3=massive)
- Confidence: How confident are we in our estimates? (Scale: 0-100%)
- Effort: How many person-months will this take to build?
Then calculate the RICE score: (Reach × Impact × Confidence) / Effort
Features to evaluate: [List your features with any context you have]
Best Practices
- Gather data on current user behavior before estimating Reach
- Base Impact on user research and pain point severity
- Be honest about Confidence levels - lower confidence for assumptions
- Include design, development, and testing time in Effort estimates
- Revisit estimates after initial discovery work
- Consider dependencies between features
Example
Input: 5 features (notifications, dark mode, API access, mobile app, analytics dashboard) Output: RICE scores calculated for each, ranked list with reasoning, recommendations on which to prioritize, and suggestions for validating assumptions on low-c...
FAQ
What does the feature-prioritization-assistant skill do?
Calculate RICE scores and prioritize features systematically. Use when building your product roadmap and need to make data-driven prioritization decisions.
How do I install feature-prioritization-assistant?
Run npx skills add https://github.com/pmprompt/claude-plugin-product-management --skill feature-prioritization-assistant in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/feature-prioritization-assistant/ (personal) or .claude/skills/feature-prioritization-assistant/ (project).
Which AI agents can use feature-prioritization-assistant?
Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.
Is feature-prioritization-assistant safe to install?
No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.
Who maintains feature-prioritization-assistant?
It is published by pmprompt in pmprompt/claude-plugin-product-management. It has 543 recorded installs.
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