Shapes turns action-first: action leads, steps numbered, state restated. Use for ADHD-friendly output. Do not use to trim tokens; use response-compression.
日本語の概要は準備中です。原文の説明を表示しています。
Surface expert frameworks. Use when creating or evaluating skills, hooks, or agents.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Identifying the best way to approach a domain is often more difficult than the technical scaffolding itself. This skill surfaces frameworks from domain masters to prevent reinventing established processes and identify methodology gaps in existing work. It should be used as a brief initial check before brainstorming or evaluation begins.
When starting new work, score every domain below by how many of its terms the task uses and load the top two modules, not the first that fits. Mapping free text onto a category runs about three candidates per correct one (TRIZ-GPT, arXiv 2408.05897, measured on contradiction parameters), so a single pick is wrong often enough that the second module is worth its tokens. Say which two were loaded and why the others were not. Select principles that fit your context and document them in a methodology brief before proceeding to creation.
For existing work, determine what the skill or hook is trying to teach and compare it against established frameworks. This gap analysis identifies opportunities to add missing principles or align terminology with recognized standards. Surgically add methodology rather than rewriting from scratch to maintain authority and effectiveness.
Each module in the modules/ directory provides a curated list of masters, key works, and actionable frameworks. These resources include selection guides and anti-patterns to avoid for each domain.
modules/instruction-design.md - Teaching techniques and behavioral objectives.modules/code-review.md - Review methodologies and feedback patterns.modules/debugging.md - Systematic troubleshooting frameworks.modules/testing.md - TDD masters and test design patterns.modules/knowledge-management.md - Note-taking and knowledge systems.modules/decision-making.md - Mental models and decision frameworks./validate-plugin instead)abstract:skills-eval)abstract:skill-authoring)Each module contains:
To expand the masters database, create a new module following this template:
# [Domain Name] Masters
## Masters Overview
| Expert | Key Contribution | Best For |
|--------|-----------------|----------|
| Name | Framework/Book | Context |
## Detailed Frameworks
### [Framework 1]
**Source**: [Expert] - [Work]
**Core Idea**: [One sentence]
**Key Principles**:
- Principle 1
- Principle 2
**Use When**: [Context]
**Avoid When**: [Anti-context]
## Selection Matrix
[Decision guide for choosing between frameworks]
After curating methodologies, the skill authoring workflow benefits from:
/create-skill - Skill creation workflow (use after this)/create-hook - Hook creation workflowsuperpowers:brainstorming - Refine approach after methodology selectionskill-authoring - Detailed skill writing guidance/skills-eval - Evaluate skill quality (complements methodology audit)/analyze-skill - Analyze skill complexitypensive:code-reviewer - Code review (uses code-review domain)modules/ is loaded and consulted.instruction-design.md, code-review.md, debugging.md, testing.md,
knowledge-management.md, or decision-making.md) rather than an invented source.まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Shapes turns action-first: action leads, steps numbered, state restated. Use for ADHD-friendly output. Do not use to trim tokens; use response-compression.
日本語の概要は準備中です。原文の説明を表示しています。
Inverts burden of proof for code additions. Use when reviewing PRs, planning refactors, or running unbloat to challenge every addition's necessity.
日本語の概要は準備中です。原文の説明を表示しています。
Tracks per-agent token usage and flags waste in parallel dispatch. Use when evaluating parallel agent efficiency or after a multi-agent run.
日本語の概要は準備中です。原文の説明を表示しています。
Coordinates Claude agent teams via filesystem protocol. Use when orchestrating parallel agents with task dependencies. Do not use for single-agent tasks.
日本語の概要は準備中です。原文の説明を表示しています。
Evaluates API surface design, consistency, and exemplar alignment. Use when reviewing public API changes or before releasing a new API surface.
日本語の概要は準備中です。原文の説明を表示しています。
Selects architecture paradigm via research before scaffolding. Use when architecture is undecided and the choice needs justification and documentation.
日本語の概要は準備中です。原文の説明を表示しています。