
skill-creator-multi
by OhadRubin
SKILL.md
name: skill-creator-multi description: Guide for creating multi-phase skills with orchestrated sequential execution. Use when user wants to create a skill that runs multiple steps in sequence (like gap-finder), needs a start-* orchestrator pattern, or asks about multi-step/multi-phase skill architecture.
Multi-Phase Skill Creator
Create skills that execute multiple phases in sequence, where each phase builds on the previous phase's output.
When to Use Multi-Phase Skills
Multi-phase skills are appropriate when:
- A task naturally decomposes into distinct sequential stages
- Each stage transforms or filters the previous stage's output
- Separating concerns improves reliability and debuggability
- The same pipeline applies to different inputs
Examples: gap analysis, code review pipelines, document processing chains.
Multi-Phase Skill Structure
skill-name/
├── start-skill-name/SKILL.md # Orchestrator (invokes phases in order)
├── skill-name-1/SKILL.md # Phase 1 (raw collection/identification)
├── skill-name-2/SKILL.md # Phase 2 (analysis/filtering)
└── skill-name-3/SKILL.md # Phase 3 (refinement/final output)
Orchestrator Pattern (start-*)
The start-* skill defines the sequence and ensures all phases run without stopping:
---
name: start-skill-name
description: [What it does]. Use when user explicitly asks start-skill-name.
---
Body lists procedure steps and includes:
**IMPORTANT:** Do NOT stop between steps. Run all steps skill-name-* in a single turn.
Phase Pattern (skill-name-N)
Each phase skill:
- Has description:
Triggered by start-skill-name. - Defines specific task, rules, output format, anti-patterns
- References previous step's output in conversation context
Creation Process
Step 1: Design the Pipeline
Define phases before creating files:
- What does each phase do?
- What is the input/output format for each phase?
- What rules constrain each phase?
Step 2: Initialize with Script
scripts/init_multi_skill.py <skill-name> --path <output-dir> [--phases N]
Examples:
# Default 3 phases
scripts/init_multi_skill.py code-reviewer --path skills/public
# Custom 4 phases
scripts/init_multi_skill.py doc-analyzer --path skills/private --phases 4
Step 3: Edit Each Phase
For each generated SKILL.md, replace TODOs with:
- Phase description: What this phase accomplishes
- Rules: Numbered constraints (keep to 3-5)
- Output format: Exact structure with example
- Anti-patterns: What to avoid
Step 4: Test the Pipeline
Invoke start-skill-name and verify:
- All phases execute without stopping
- Output formats match specifications
- Each phase correctly uses previous output
Example: Gap Finder Structure
gap-finder/
├── start-gap-finder/SKILL.md
│ └── Procedure: invoke gap-finder-1, then -2, then -3
├── gap-finder-1/SKILL.md
│ └── Task: Generate raw list of potential gaps (max 20)
├── gap-finder-2/SKILL.md
│ └── Task: Mark each gap CORE or NOT CORE with verdict table
└── gap-finder-3/SKILL.md
└── Task: Output only CORE items with clusters summary
Each phase has strict output format, enabling reliable handoff between phases.
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