Agent skill

Rice

RICE prioritization scoring initiatives by Reach, Impact, Confidence, and Effort.

MITAuto-check passedProduct & Project Management

Install Rice

skills CLI

$ npx skills add neurofoo/agent-skills --skill rice -a claude-code

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

GitHub CLI

$ gh skill install neurofoo/agent-skills rice --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/neurofoo/agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/rice .claude/skills/rice && 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/

Paste into Claude Code

Install the "rice" agent skill from https://github.com/neurofoo/agent-skills/tree/main/rice into .claude/skills/rice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rice", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/neurofoo/agent-skills/tree/main/rice

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add neurofoo/agent-skills --skill rice -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install neurofoo/agent-skills rice --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/neurofoo/agent-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/rice .agents/skills/rice && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "rice" agent skill from https://github.com/neurofoo/agent-skills/tree/main/rice into .agents/skills/rice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rice", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add neurofoo/agent-skills --skill rice -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install neurofoo/agent-skills rice --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/neurofoo/agent-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/rice .cursor/skills/rice && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "rice" agent skill from https://github.com/neurofoo/agent-skills/tree/main/rice into .cursor/skills/rice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rice", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/neurofoo/agent-skills.git --path rice

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add neurofoo/agent-skills --skill rice -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install neurofoo/agent-skills rice --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/neurofoo/agent-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/rice .gemini/skills/rice && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "rice" agent skill from https://github.com/neurofoo/agent-skills/tree/main/rice into .gemini/skills/rice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rice", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install neurofoo/agent-skills rice

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add neurofoo/agent-skills --skill rice -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/neurofoo/agent-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/rice .github/skills/rice && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "rice" agent skill from https://github.com/neurofoo/agent-skills/tree/main/rice into .github/skills/rice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rice", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add neurofoo/agent-skills --skill rice -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install neurofoo/agent-skills rice --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/neurofoo/agent-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/rice .opencode/skills/rice && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "rice" agent skill from https://github.com/neurofoo/agent-skills/tree/main/rice into .opencode/skills/rice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rice", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: rice
GitHub stars: 119
Token cost: ~591 tokens
SKILL.md length: 241 words
Files: 1
Skills in repo: 22
Repo updated: Jan 19, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

RICE prioritization scoring initiatives by Reach, Impact, Confidence, and Effort.

Works in 3 steps: [Highest score] — RICE: X → [Second] — RICE: X → [Third] — RICE: X
Feature prioritization
SKILL.md covers Instructions and Scoring Guide
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Rice is an agent skill from neurofoo/agent-skills. RICE prioritization scoring initiatives by Reach, Impact, Confidence, and Effort. Use for feature prioritization, roadmap planning, or when comparing initiatives objectively.

Its SKILL.md is about 590 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 and Product roadmapping. The repository describes itself as: Agent Skills for Claude Code and OpenCode. The licence is MIT.

When your agent uses it

Feature prioritization
Roadmap planning
Comparing initiatives objectively

Example prompts

“/rice”

Workflow steps

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

[Highest score] — RICE: X
[Second] — RICE: X
[Third] — RICE: X

What it can do on your machine

Read from SKILL.md and the folder at commit 0e7ac2a. 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

Rice loads about 591 tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 241 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~45
When it runs · the whole SKILL.md, loaded when a task matches: ~591

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 neurofoo/agent-skills at commit 0e7ac2a, republished under its MIT licence (© neurofoo). 241 words, ~591 tokens.

Download SKILL.mdSave it as .claude/skills/rice/SKILL.md (or your agent's skills folder).

name: rice
description: RICE prioritization scoring initiatives by Reach, Impact, Confidence, and Effort. Use for feature prioritization, roadmap planning, or when comparing initiatives objectively.
user-invocable: true

RICE Prioritization Scoring

Score and rank initiatives using Reach, Impact, Confidence, and Effort to make prioritization decisions more objective.

Instructions

For each initiative, estimate the four RICE factors, calculate the score, and rank them. Be explicit about assumptions behind each estimate.

Output Format

Context What are we prioritizing? What's the time horizon for Reach?

Factor Definitions

Reach: [Define for this context, e.g., "users affected per quarter"]
Impact: [Define for this context, e.g., "effect on conversion rate"]
Effort: [Define unit, e.g., "engineer-weeks"]

Scoring Table

Initiative	Reach	Impact	Confidence	Effort	RICE Score
[Name A]	[#]	[0.25-3]	[%]	[#]	[calculated]
[Name B]	[#]	[0.25-3]	[%]	[#]	[calculated]
[Name C]	[#]	[0.25-3]	[%]	[#]	[calculated]

Ranked Results

[Highest score] — RICE: X
[Second] — RICE: X
[Third] — RICE: X

Detailed Breakdown

For each initiative:

[Initiative Name]

Reach: [X] — [Assumption: how did you estimate this?]
Impact: [X] — [Reasoning for impact level]
Confidence: [X%] — [What would increase confidence?]
Effort: [X] — [What's included in this estimate?]
RICE Score: (R × I × C) / E = [score]

Sensitivity Analysis Which scores would change significantly if assumptions are wrong?

Recommendation Based on the scores and analysis:

[What to prioritize and why, including any caveats]

What RICE Doesn't Capture

Strategic alignment
Dependencies
Team capability gaps
Technical risk

Scoring Guide

Impact Scale

Score	Meaning
3	Massive — core value prop
2	High — significant improvement
1	Medium — noticeable improvement
0.5	Low — minor enhancement
0.25	Minimal — nice to have

Confidence Scale

Score	Meaning
100%	High — have data
80%	Medium — reasonable estimate
50%	Low — mostly guessing

$ARGUMENTS

Files

Just SKILL.md in rice of neurofoo/agent-skills.

Open the folder on GitHubat commit 0e7ac2a

Compare with similar skills

Rice 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.

Rice compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Rice this skillneurofoo/agent-skills	119	—	~591	Automated safety check: Pass	MIT	8 mo ago
Strategic Roadmap Planningdeanpeters/Product-Manager-Skills	7.2k	2 repos	~4.7k	Automated safety check: Pass	Custom licence	1 mo ago
Roadmap Planningrampstackco/claude-skills	935	—	~2.7k	Automated safety check: Pass	MIT	today
Roadmap PrioritizationRefoundAI/lenny-skills	1.4k	—	~1.1k	Automated safety check: Pass	MIT	2 mo ago
Roadmap Planningmanager-dot-dev/manager-skills	114	—	~4.9k	Automated safety check: Pass	MIT	5 mo ago
Working With Pmmanager-dot-dev/manager-skills	114	—	~2.7k	Automated safety check: Pass	MIT	5 mo ago

Similar skills

Strategic Roadmap Planning
deanpeters/Product-Manager-Skills
Sequences prioritization, epic definition, and stakeholder alignment into a release plan that ladders up to business outcomes.
7.2k GitHub starsUsed in 2 repos~4.7k tokens
Product & Project ManagementAuto-check passed
Roadmap Planning
rampstackco/claude-skills
Build a multi-quarter roadmap from a backlog of ideas, requests, and ongoing initiatives.
935 GitHub stars~2.7k tokensUpdated today
Product & Project ManagementAuto-check passed
Roadmap Prioritization
RefoundAI/lenny-skills
Help users move from reactive feature-building to strategic resource allocation by applying rigorous scoring, financial modeling, and portfolio balancing.
1.4k GitHub stars~1.1k tokensUpdated 2 mo ago
Product & Project ManagementAuto-check passed
Roadmap Planning
manager-dot-dev/manager-skills
Helps engineering managers plan roadmaps, prioritize work, and communicate priorities effectively — produces the 20% tech debt framework (and its 5 traps), a phased release pressure-test, a…
114 GitHub stars~4.9k tokensUpdated 5 mo ago
Product & Project ManagementAuto-check passed
Working With Pm
manager-dot-dev/manager-skills
Helps engineering managers build a functional PM–EM partnership and become more product-oriented — produces a 3-pattern PM–EM dynamic model (PM-Led / Engineering-Led / Fake Balanced), a true…
114 GitHub stars~2.7k tokensUpdated 5 mo ago
Product & Project ManagementAuto-check passed
Roadmap Prioritization Planning
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Questions about Rice

What does Rice do?

RICE prioritization scoring initiatives by Reach, Impact, Confidence, and Effort. Rice is an agent skill from neurofoo/agent-skills. RICE prioritization scoring initiatives by Reach, Impact, Confidence, and Effort.

When should I use Rice?

Rice fits situations like: feature prioritization; roadmap planning; comparing initiatives objectively.

How do I install Rice in Claude Code?

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

How do I install Rice in Codex?

Run `npx skills add neurofoo/agent-skills --skill rice -a codex`. Or copy the skill folder (rice in neurofoo/agent-skills) into .agents/skills/rice in your project. Codex loads it when a task matches its description.

Can I use Rice 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 neurofoo/agent-skills --skill rice -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/rice, .gemini/skills/rice, .github/skills/rice and .opencode/skills/rice in your project.

What does Rice need to run?

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

Does Rice 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 Rice 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 Rice use?

Rice 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 Rice use?

About 591 tokens (SKILL.md is roughly 2.4k 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 Rice?

Skills that share tags, products or a category with Rice: Strategic Roadmap Planning (deanpeters/Product-Manager-Skills, 7.2k stars), Roadmap Planning (rampstackco/claude-skills, 935 stars), Roadmap Prioritization (RefoundAI/lenny-skills, 1.4k stars) and Roadmap Planning (manager-dot-dev/manager-skills, 114 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Rice?

neurofoo (a GitHub user) maintains it in neurofoo/agent-skills, which has 119 GitHub stars. The repository holds 22 skills in this directory. The repository was last updated on January 19, 2026.

Source: neurofoo/agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Rice

Install Rice

Facts

At a glance

What it does

When your agent uses it

Example prompts

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

RICE Prioritization Scoring

Instructions

Output Format

[Initiative Name]

Scoring Guide

Files

Compare with similar skills

Similar skills

Strategic Roadmap Planning

Roadmap Planning

Roadmap Prioritization

Roadmap Planning

Working With Pm

Roadmap Prioritization Planning

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Jtbd

Questions about Rice

Install Rice

Facts

At a glance

What it does

When your agent uses it

Example prompts

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

RICE Prioritization Scoring

Instructions

Output Format

[Initiative Name]

Scoring Guide

Files

Compare with similar skills

Similar skills

More from neurofoo/agent-skills

Related

Questions about Rice