Agent skill

Feature Prioritizer

by hamzafarooq in hamzafarooq/claude-code-starter

Score a feature list using RICE (Reach, Impact, Confidence, Effort) and return a ranked table with recommendation.

MITAuto-check passedProduct & Project Management

Install Feature Prioritizer

skills CLI
$ npx skills add hamzafarooq/claude-code-starter --skill feature-prioritizer -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install hamzafarooq/claude-code-starter feature-prioritizer --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/hamzafarooq/claude-code-starter.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/feature-prioritizer .claude/skills/feature-prioritizer && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
feature-prioritizer
GitHub stars
145
Token cost
~399 tokens
SKILL.md length
178 words
Files
1
Skills in repo
29
Repo updated
First seen
Licence
MIT

At a glance

Score a feature list using RICE (Reach, Impact, Confidence, Effort) and return a ranked table with recommendation.

  • Works in 3 steps: "Paste your list of features or… → "What's the timeframe — one quarter, one… → "Any features that are already committed…
  • The user wants to prioritize features
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Decide what to build next

What it does

Feature Prioritizer is an agent skill from hamzafarooq/claude-code-starter. Score a feature list using RICE (Reach, Impact, Confidence, Effort) and return a ranked table with recommendation. Use when the user wants to prioritize features, decide what to build next, or cut scope.

Its SKILL.md is about 400 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Product & Project Management, covering Prioritization frameworks. The licence is MIT.

When your agent uses it

  • The user wants to prioritize features
  • Decide what to build next

Example prompts

  • “/feature-prioritizer”

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. "Paste your list of features or initiatives."
  2. "What's the timeframe — one quarter, one sprint, one year?"
  3. "Any features that are already committed or non-negotiable? I'll mark them separately."

What it can do on your machine

Read from SKILL.md and the folder at commit 172c531. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Feature Prioritizer loads about 399 tokens when it runs. Until then it costs about 56 tokens; SKILL.md has 178 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~56
When it runs · the whole SKILL.md, loaded when a task matches
~399

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from hamzafarooq/claude-code-starter at commit 172c531, republished under its MIT licence (© hamzafarooq). 178 words, ~399 tokens.

Download SKILL.mdSave it as .claude/skills/feature-prioritizer/SKILL.md (or your agent's skills folder).
name
feature-prioritizer
description
Score a feature list using RICE (Reach, Impact, Confidence, Effort) and return a ranked table with recommendation. Use when the user wants to prioritize features, decide what to build next, or cut scope.

Ask the user:

  1. "Paste your list of features or initiatives."
  2. "What's the timeframe — one quarter, one sprint, one year?"
  3. "Any features that are already committed or non-negotiable? I'll mark them separately."

For each feature, estimate:

  • Reach — how many users affected per period (1–10 scale or absolute number)
  • Impact — how much does it move the needle per user (0.25 = minimal, 0.5 = low, 1 = medium, 2 = high, 3 = massive)
  • Confidence — how sure are you about Reach and Impact? (percentage: 50%, 80%, 100%)
  • Effort — person-months to build (use your best estimate; flag if unclear)

RICE score = (Reach × Impact × Confidence) / Effort


Feature Prioritization — [Product / Quarter]

FeatureReachImpactConfidenceEffortRICE ScorePriority
[feature][#][#][%][months][score]HIGH/MED/LOW

Top 3 features with one-line rationale for each.

Features to cut or defer

Which items scored low and why you should drop or delay them.

What the scores can't tell you

Flag 1–2 strategic or political factors that aren't captured in RICE but matter for the decision.


State your assumptions clearly. Ask: "Want me to re-score with different estimates?"

© hamzafarooq, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .claude/skills/feature-prioritizer of hamzafarooq/claude-code-starter.

Open the folder on GitHubat commit 172c531

Compare with similar skills

Feature Prioritizer next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Feature Prioritizer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Feature Prioritizer this skillhamzafarooq/claude-code-starter145—~399Automated safety check: PassMIT
Agile Product Owneralirezarezvani/claude-skills28k3 repos~3.2kAutomated safety check: PassMIT
Prioritization Framework Advisordeanpeters/Product-Manager-Skills7.2k2 repos~4.2kAutomated safety check: PassCustom licence
Strategic Roadmap Planningdeanpeters/Product-Manager-Skills7.2k2 repos~4.7kAutomated safety check: PassCustom licence
Idea Validatoraakashg/pm-claude-skills112—~2.3kAutomated safety check: PassMIT
Triagejoa23/linear-cli144—~699Automated safety check: PassMIT

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Questions about Feature Prioritizer

What does Feature Prioritizer do?

Score a feature list using RICE (Reach, Impact, Confidence, Effort) and return a ranked table with recommendation. Feature Prioritizer is an agent skill from hamzafarooq/claude-code-starter. Score a feature list using RICE (Reach, Impact, Confidence, Effort) and return a ranked table with recommendation.

When should I use Feature Prioritizer?

Feature Prioritizer fits situations like: the user wants to prioritize features; decide what to build next.

How do I install Feature Prioritizer in Claude Code?

Run `npx skills add hamzafarooq/claude-code-starter --skill feature-prioritizer -a claude-code`. Or copy the skill folder (.claude/skills/feature-prioritizer in hamzafarooq/claude-code-starter) into .claude/skills/feature-prioritizer in your project. Claude Code loads it when a task matches its description.

How do I install Feature Prioritizer in Codex?

Run `npx skills add hamzafarooq/claude-code-starter --skill feature-prioritizer -a codex`. Or copy the skill folder (.claude/skills/feature-prioritizer in hamzafarooq/claude-code-starter) into .agents/skills/feature-prioritizer in your project. Codex loads it when a task matches its description.

Can I use Feature Prioritizer in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add hamzafarooq/claude-code-starter --skill feature-prioritizer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/feature-prioritizer, .gemini/skills/feature-prioritizer, .github/skills/feature-prioritizer and .opencode/skills/feature-prioritizer in your project.

What does Feature Prioritizer need to run?

SKILL.md names no scripts, command-line tools or credentials: Feature Prioritizer is instructions for the agent only.

Does Feature Prioritizer access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Feature Prioritizer safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Feature Prioritizer use?

Feature Prioritizer is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Feature Prioritizer use?

About 399 tokens (SKILL.md is roughly 1.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Feature Prioritizer?

Skills that share tags, products or a category with Feature Prioritizer: Agile Product Owner (alirezarezvani/claude-skills, 28k stars), Prioritization Framework Advisor (deanpeters/Product-Manager-Skills, 7.2k stars), Strategic Roadmap Planning (deanpeters/Product-Manager-Skills, 7.2k stars) and Idea Validator (aakashg/pm-claude-skills, 112 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Feature Prioritizer?

hamzafarooq (a GitHub user) maintains it in hamzafarooq/claude-code-starter, which has 145 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on September 13, 2026.

Source: hamzafarooq/claude-code-starter on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.