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prioritize-features

prioritize-features is a skill for Claude Code from phuryn/pm-skills. It costs 46 tokens per session (533 once invoked), scanned A, original, MIT.

A method for ranking feature ideas by their expected impact, effort, risk, and fit with product goals. It focuses on solving important customer problems rather than simply collecting requested features.

In plain words
What is it for?
Use it to assess and rank a feature backlog, identify the top recommendations, and connect feature choices to objectives and success measures. It can also apply opportunity, ICE, or RICE scoring.
Why use it?
It helps teams make scope decisions when there are more ideas than time or resources. The comparison makes it easier to explain why some work should happen before other work.

Skill for Claude Code

Written for Claude Code: $ARGUMENTS substitution.

Part of the pm-product-discovery plugin — 13 skills, 5 commands shipped together

not rated 28krepo +137 8d ago A scan Socket: passSnyk: pass 46 tokens original MIT

Good fit Use it to assess and rank a feature backlog, identify the top recommendations, and connect feature choices to objectives and success measures. It can also apply opportunity, ICE, or RICE scoring.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/phuryn/pm-skills/prioritize-features
View source ↗ phuryn/pm-skills productcompass.pm
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 · 27,719 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 prioritize-features
Clone the repo
git clone --depth 1 https://github.com/phuryn/pm-skills

Made for: Claude Code.

Or install pm-product-discovery, the plugin that ships this one along with the rest of its 13 skills, 5 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 prioritize-features

README.md
[![agentmods](https://agentmods.dev/badge/skills/phuryn/pm-skills/prioritize-features/github.svg)](https://agentmods.dev/skills/phuryn/pm-skills/prioritize-features)
Your own site
<a href="https://agentmods.dev/skills/phuryn/pm-skills/prioritize-features"><img src="https://agentmods.dev/badge/skills/phuryn/pm-skills/prioritize-features/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for prioritize-features

Your own site · 80×15
<a href="https://agentmods.dev/skills/phuryn/pm-skills/prioritize-features"><img src="https://agentmods.dev/badge/skills/phuryn/pm-skills/prioritize-features.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 46 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 533 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 15 Sept 2026
  • Snyk pass 15 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 $0.00046 $0.00533
Opus 5.5 $0.00018 $0.00213
Sonnet 5.5 $0.00009 $0.00107
Haiku 4.5 $0.00005 $0.00053

Measured 1mo ago against content hash d05c001ea9d7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

prioritize-features 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 1mo 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.

pm-product-discovery/skills/prioritize-features/SKILL.md · 53 lines

How it starts

The opening of the file, as written. The whole thing — 53 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Prioritize Feature Backlog

Evaluate and rank a backlog of feature ideas to identify the top 5 to pursue.

Context

You are helping prioritize features for $ARGUMENTS.

If the user provides files (spreadsheets, backlogs, opportunity assessments), read and analyze them directly.

Domain Context

For framework selection guidance, see the prioritization-frameworks skill. Key recommendations:

Opportunity Score (Dan Olsen, The Lean Product Playbook) is recommended for evaluating customer problems: Opportunity Score = Importance × (1 − Satisfaction), normalized to 0–1. High Importance + low Satisfaction = best opportunities. Prioritize problems (opportunities), not solutions.

ICE is recommended for quick scoring of initiatives: Impact (Opportunity Score × # Customers) × Confidence × Ease. RICE adds Reach as a separate factor for larger teams.

Instructions

The user will describe their product objective, desired outcomes, and provide feature ideas. Work through these steps:

  1. Understand priorities: Confirm the product objective and success metrics.

  2. Evaluate each feature against:

    • Impact: How much does it move the needle on desired outcomes? Consider Opportunity Score if customer data is available.
    • Effort: How much development, design, and coordination is required?
    • Risk: How much uncertainty exists? What assumptions need testing?
    • Strategic alignment: How well does it fit the product vision and current goals?

  3. Recommend the top 5 features with:

    • Clear ranking (1-5)
    • Brief rationale for each selection
    • Key trade-offs considered
    • What was deprioritized and why

  4. Present as a prioritization table if helpful.

Think step by step. Save as markdown if the output is substantial.

Further Reading

Read the full file on GitHub · 53 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. 1mo ago First seen · 53 lines · 46 tokens per session scan A d05c001ea9d7

Subscribe to this mod's changes

prioritize-features is a skill published in the GitHub repository phuryn/pm-skills (27,719 stars, last pushed 8d ago), licensed MIT. It adds 46 tokens to every session and 533 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-09-15.

PlanningProject managementagent-skill-repositoryagent-skillsagentic-skillsclaude-code-marketplaceclaude-code-pluginsproduct-management
Related

prioritize-features compared with skills from other repositories

prioritize-features next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
prioritize-featuresphuryn/pm-skillsSkill28k8d agoMITA46Claude Code
becoming-senior-pmProductfculty-aipm/PM-Copilot-by-Product-FacultySkill806mo agononeA126Claude Code
founding-pmProductfculty-aipm/PM-Copilot-by-Product-FacultySkill806mo agononeA106Claude Code
technical-pmProductfculty-aipm/PM-Copilot-by-Product-FacultySkill806mo agononeA109Claude Code
ai-feature-monetizationProductfculty-aipm/PM-Copilot-by-Product-FacultySkill806mo agononeA89Claude Code
altitude-horizonProductfculty-aipm/PM-Copilot-by-Product-FacultySkill806mo agononeA85Claude Code
attitudinal-segmentationProductfculty-aipm/PM-Copilot-by-Product-FacultySkill806mo agononeA83Claude Code