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Agent skill

Prioritization Frameworks

by borghei in borghei/Claude-Skills

Comprehensive prioritization framework expert covering 9 methods with scoring tools and decision guidance for product managers.

MITAuto-check passedProduct & Project Management

Install Prioritization Frameworks

skills CLI
$ npx skills add borghei/Claude-Skills --skill prioritization-frameworks -a claude-code

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

GitHub CLI
$ gh skill install borghei/Claude-Skills prioritization-frameworks --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/borghei/Claude-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/project-management/execution/prioritization-frameworks .claude/skills/prioritization-frameworks && 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
prioritization-frameworks
GitHub stars
881
Token cost
~1.6k tokens
SKILL.md length
686 words
Files
8 (incl. scripts, references, assets)
Skills in repo
349
Repo updated
First seen
Licence
MIT

At a glance

Comprehensive prioritization framework expert covering 9 methods with scoring tools and decision guidance for product managers.

  • Tasks that involve Prioritization frameworks
  • SKILL.md covers Overview, Core Capabilities, When to Use and Clarify First, plus 4 more sections
  • Runs Python scripts from its folder; calls python

What it does

Prioritization Frameworks is an agent skill from borghei/Claude-Skills. Comprehensive prioritization framework expert covering 9 methods with scoring tools and decision guidance for product managers.

Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including scripts, reference files and assets (for example `assets/prioritization_matrix_template.md`, `examples/rice-vs-ice-q3-backlog.md` and `references/frameworks-catalog.md`).

It sits in Product & Project Management, covering Prioritization frameworks. The repository describes itself as: 385 AI skills, 77 expert agents, and 900 stdlib Python tools for every team: engineering, PM, marketing, C-level, compliance, business ops, research, and a LinkedIn toolkit… The licence is MIT.

When your agent uses it

  • Tasks that involve Prioritization frameworks

Example prompts

  • “/prioritization-frameworks”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 4a698e8. 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

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python

    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

Prioritization Frameworks loads about 1.6k tokens when it runs, and up to ~9k if it reads all its reference files. Until then it costs about 38 tokens; SKILL.md has 686 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~38
When it runs · the whole SKILL.md, loaded when a task matches
~1.6k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~9k

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); the scripts in this folder are not scanned.

SKILL.md

The full file from borghei/Claude-Skills at commit 4a698e8, republished under its MIT licence (© borghei). 686 words, ~1,615 tokens.

Download SKILL.mdSave it as .claude/skills/prioritization-frameworks/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.
name
prioritization-frameworks
description
Comprehensive prioritization framework expert covering 9 methods with scoring tools and decision guidance for product managers.
license
MIT + Commons Clause
metadata.version
1.0.1
metadata.author
borghei
metadata.category
project-management
metadata.domain
pm-execution
metadata.updated
2026-06-15
metadata.python-tools
prioritization_scorer.py
metadata.tech-stack
rice, ice, kano, moscow, eisenhower, opportunity-score, prioritization

Prioritization Framework Expert

Overview

A comprehensive reference to 9 prioritization frameworks with automated scoring, ranking, and guidance on which framework to use in which situation. The core principle: prioritize problems (opportunities), not features. Features are solutions to problems. If you prioritize features directly, you skip the step of understanding whether the problem is worth solving.

Core Capabilities

  • 9 frameworks — RICE, ICE, Opportunity Score, Eisenhower, Impact vs Effort, Risk vs Reward, Kano, Weighted Decision Matrix, MoSCoW (full definitions, formulas, and worked examples in references/frameworks-catalog.md).
  • Framework selection — a decision tree maps the thing you are prioritizing (problems, features, personal tasks, high-uncertainty bets) to the right method.
  • Automated scoring — prioritization_scorer.py ranks items for RICE, ICE, Opportunity, MoSCoW, and Weighted Decision Matrix.
  • Two-step discipline — prioritize problems first (Opportunity Score), then prioritize solutions (RICE/ICE).

When to Use

  • Backlog Grooming -- Too many items, need to rank them objectively.
  • Quarterly Planning -- Deciding which initiatives to invest in.
  • Stakeholder Alignment -- Need a structured way to resolve competing priorities.
  • Feature Triage -- Quick sorting of a long list into actionable categories.

Clarify First

Before scoring, confirm these inputs. If any is unknown or vague, ASK — do not assume:

  • What you're ranking — problems/opportunities vs features vs personal tasks (the decision tree picks the framework from this)
  • Framework — rice / ice / opportunity / moscow / weighted (each requires different score fields and emits different rankings)
  • Quality of the estimates — measured data vs guesses for reach/impact (guesses make RICE/ICE precision misleading; switch to a coarser method)

Stop rule: ask only the 2-3 that most change the output. If the user says "just draft it," proceed and list your assumptions at the top of the artifact.

Quick Start

ToolPurposeCommand
prioritization_scorer.pyScore and rank itemspython scripts/prioritization_scorer.py --input items.json --framework rice
prioritization_scorer.pyDemo with sample datapython scripts/prioritization_scorer.py --demo --framework rice

Supported frameworks: rice, ice, opportunity, moscow, weighted. See references/tool-and-troubleshooting.md for input JSON schemas and flags.

References

Load the reference that matches the task — keep this file lean and pull detail on demand:

  • references/frameworks-catalog.md — full definitions, formulas, strengths/weaknesses, and worked examples for all 9 frameworks, the framework decision tree, and the "prioritize problems, not features" principle. Read when choosing or applying a specific framework.
  • references/prioritization-guide.md — detailed formulas, decision tree, and facilitation tips. Read when facilitating a scoring session with a group.
  • references/red-flags.md — anti-patterns and warning signs in prioritization practice. Read when a process feels off or results are being gamed.
  • references/tool-and-troubleshooting.md — prioritization_scorer.py flags, per-framework input JSON schemas, troubleshooting table, and success criteria. Read when running the tool or diagnosing scoring problems.
  • assets/prioritization_matrix_template.md — scoring templates for each framework. Use when capturing a manual scoring exercise.
Show full SKILL.md (258 more words)Show less

Scope & Limitations

In Scope:

  • 9 prioritization frameworks with scoring, ranking, and explanation (RICE, ICE, Opportunity Score, Eisenhower, Impact vs. Effort, Risk vs. Reward, Kano, Weighted Decision Matrix, MoSCoW)
  • Automated scoring and ranking for RICE, ICE, Opportunity Score, MoSCoW, and Weighted Decision Matrix
  • Framework selection guidance via Decision Tree
  • Demo data for each framework to illustrate input/output formats

Out of Scope:

  • Real-time Jira/Linear backlog integration (manual JSON input required)
  • Cost-of-delay or WSJF calculations (see senior-pm/ skill for SAFe portfolio prioritization)
  • User research to gather importance/satisfaction data for Opportunity Score (see product-team/ skills)
  • Strategic portfolio allocation decisions (see senior-pm/ skill)

Important Caveats:

  • No framework produces a "correct" answer. Prioritization frameworks are decision-support tools that structure conversation, not algorithms that replace judgment.
  • RICE and ICE are best for data-rich environments. If your reach and impact estimates are pure guesses, the precision of the formula is misleading.
  • The most successful teams combine frameworks: start with Opportunity Score to identify the right problems, then use RICE to rank solutions.
  • For teams with 50+ people or multiple stakeholder groups, use WSJF or Weighted Decision Matrix with agreed criteria to ensure buy-in.

Integration Points

IntegrationDirectionDescription
execution/outcome-roadmap/Feeds intoPrioritized items inform Now/Next/Later horizon placement
execution/create-prd/Feeds intoTop-priority items become PRD candidates with P0/P1/P2 feature labels
execution/brainstorm-okrs/ComplementsPrioritized initiatives inform which OKR theme to focus on this quarter
discovery/identify-assumptions/Receives fromAssumption risk scores inform item confidence ratings in RICE/ICE
scrum-master/Feeds intoPrioritized backlog items feed sprint planning commitment decisions
senior-pm/Receives fromPortfolio-level WSJF or strategic priorities constrain team-level prioritization

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

Files

SKILL.md and 7 other files (scripts, references, assets) in project-management/execution/prioritization-frameworks of borghei/Claude-Skills.

  • SKILL.md
  • assets/prioritization_matrix_template.md
  • examples/rice-vs-ice-q3-backlog.md
  • references/frameworks-catalog.md
  • references/prioritization-guide.md
  • references/red-flags.md
  • references/tool-and-troubleshooting.md
  • scripts/prioritization_scorer.py

Open the folder on GitHubat commit 4a698e8

Compare with similar skills

Prioritization Frameworks 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.

Prioritization Frameworks compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Prioritization Frameworks this skillborghei/Claude-Skills881—~1.6kAutomated safety check: PassMIT
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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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Categories

Questions about Prioritization Frameworks

What does Prioritization Frameworks do?

Comprehensive prioritization framework expert covering 9 methods with scoring tools and decision guidance for product managers. Prioritization Frameworks is an agent skill from borghei/Claude-Skills. Comprehensive prioritization framework expert covering 9 methods with scoring tools and decision guidance for product managers.

When should I use Prioritization Frameworks?

Prioritization Frameworks fits situations like: tasks that involve Prioritization frameworks.

How do I install Prioritization Frameworks in Claude Code?

Run `npx skills add borghei/Claude-Skills --skill prioritization-frameworks -a claude-code`. Or copy the skill folder (project-management/execution/prioritization-frameworks in borghei/Claude-Skills) into .claude/skills/prioritization-frameworks in your project. Claude Code loads it when a task matches its description.

How do I install Prioritization Frameworks in Codex?

Run `npx skills add borghei/Claude-Skills --skill prioritization-frameworks -a codex`. Or copy the skill folder (project-management/execution/prioritization-frameworks in borghei/Claude-Skills) into .agents/skills/prioritization-frameworks in your project. Codex loads it when a task matches its description.

Can I use Prioritization Frameworks 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 borghei/Claude-Skills --skill prioritization-frameworks -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/prioritization-frameworks, .gemini/skills/prioritization-frameworks, .github/skills/prioritization-frameworks and .opencode/skills/prioritization-frameworks in your project.

What does Prioritization Frameworks need to run?

Going by SKILL.md and its folder, Prioritization Frameworks needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.

Does Prioritization Frameworks 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 Prioritization Frameworks 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Prioritization Frameworks use?

Prioritization Frameworks is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Prioritization Frameworks use?

About 1.6k tokens (SKILL.md is roughly 6.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 7.4k tokens, read only when the agent opens those files.

What are the alternatives to Prioritization Frameworks?

Skills that share tags, products or a category with Prioritization Frameworks: 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 Prioritization Frameworks?

borghei (a GitHub user) maintains it in borghei/Claude-Skills, which has 881 GitHub stars. The repository holds 349 skills in this directory. The repository was last updated on October 7, 2026.

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