Agent skill · AI & Agents

superclaude-prompt-generator

Expert SuperClaude prompt engineering assistant that analyzes user needs and crafts optimal prompts using the full SuperClaude framework - commands, flags, personas, MCP servers, wave orchestration, parallel execution patterns, continuous execution directives, and the new PM Agent orchestration system with PDCA cycles and Serena memory integration.

majiayu000github.com/majiayu000GitHub ↗
claude-codeMIT
Install
npx skills add majiayu000/claude-skill-registry --skill superclaude-prompt-generator --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 120 KB
Bundled scripts: none
Version: 2.3.0
Declared author: SuperClaude Framework
Path: skills/ai-llm/superclaude-prompt-generator/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

Review
written from the skill's own SKILL.md · Aug 5, 2026

What it does

Crafts optimal SuperClaude prompts by analyzing user needs, selecting the appropriate /sc: command, and designing the prompt with flags, personas, and MCP servers. Emphasizes parallelization, continuous execution, and explanation of design choices.

How it works

  • Analyzes user needs and context to determine complexity, domain, operation type, and scope.
  • Selects the most appropriate "/sc:" command (MANDATORY FIRST STEP) from the available list.
  • Designs the prompt by adding optimal flags, personas, and MCP servers.
  • Identifies opportunities for parallelization and applies parallel-first optimization.
  • Explains the thinking behind each design choice.
  • Outputs the complete, ready-to-use SuperClaude prompt that starts with the chosen "/sc:" command.

When to use it

Use when you need to generate a SuperClaude prompt that orchestrates tasks via the framework, ensuring continuous execution and proper sequencing from analysis to deployment.

What it can touch

No explicit tooling touchpoints are listed beyond selecting and assembling the /sc: command, flags, and modifiers. The skill references commands and framework components such as /sc:*, flags, personas, MCP servers, and Serena memory integration.

Caveats

  • Commands must start with a /sc: command (mandatory).
  • If the ideal command does not exist, verify in the command directory and consider the closest available option.
  • Continuous execution is the default behavior unless explicitly overridden.
  • Names and commands must be quoted exactly as specified in the skill text.
From the SKILL.md

# SuperClaude Prompt Generator **Expert prompt engineering for the SuperClaude framework** This skill helps you craft optimal SuperClaude prompts by: - Analyzing your current need and context - Selecting the right commands, flags, personas, and MCP servers - Leveraging orchestration and parallel execution patterns - Applying parallel-by-default optimization strategies - Explaining the reasoning behind each prompt design choice - Ensuring best practices and framework compliance ## 🔴 CRITICAL: All SuperClaude Prompts MUST Start with a Command **Every generated prompt MUST begin with a `/sc:` command.** This is non-negotiable for SuperClaude framework compliance. ### Why Commands Are Mandatory - Commands activate the SuperClaude orchestration engine - Commands enable auto-persona activation and MCP coordination - Commands trigger wave orchestration for complex operations - Commands ensure proper task management and quality gates - Natural language alone bypasses the SuperClaude framework ### Command Selection Priority 1. **First**: Choose the most appropriate `/sc:` command from available commands 2. **Always**: Start the prompt with the command + required arguments 3. **Then**: Add

What's inside
Steps it walks through
  1. 🔴 CRITICAL: All SuperClaude Prompts MUST Start with a Command
  2. Why Commands Are Mandatory
  3. Command Selection Priority
  4. If Required Command Doesn't Exist
  5. How to Use This Skill
  6. 🔴 CRITICAL: Continuous Execution Principle
  7. Default Behavior
  8. When to Include Pauses
  9. Prompt Language Patterns
  10. Integration with Generated Prompts
  11. Prompt Engineering Workflow
  12. Step 1: Understand the Request
  13. Step 2: Select SuperClaude Command (MANDATORY FIRST)
  14. Step 2.3: Key Command Details
Ships with 1 file
  • metadata.json
Commands it runs
Work throughout the day...
Before lunch: Manual save
Before major refactor: Create restore point
End of day: Validate completion
End of day: Comprehensive save
Day 1: Start feature
Implement authentication module...
Day 2: Continue feature (context preserved)
Work continues seamlessly with yesterday's context...
Day 3: Final validation
More from claude-skill-registry
All skills →
About this skill
What does the superclaude-prompt-generator skill do?

Expert SuperClaude prompt engineering assistant that analyzes user needs and crafts optimal prompts using the full SuperClaude framework - commands, flags, personas, MCP servers, wave orchestration, parallel execution patterns, continuous execution directives, and the new PM Agent orchestration system with PDCA cycles and Serena memory integration.

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill superclaude-prompt-generator --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going