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Automation
Command

/spawn

Meta-system task orchestration with intelligent breakdown and delegation

From plugin
claude-scholar
5.1k65 skills6 agents65 commands5 hooks
Install
> /plugin marketplace add Galaxy-Dawn/claude-scholar
> /plugin install claude-scholar@claude-scholar

How it fires

How this command gets triggered: by you, by Claude, or both.

  • Fires itselfClaude auto-loads it when your prompt matches the work.
  • You can call itInvoke it directly when you want it.
  • Slash command/spawn

Context preview

What this command does when you run it.

Meta-system task orchestration with intelligent breakdown and delegation

Command definition

spawn.md
name: spawn
description: "Meta-system task orchestration with intelligent breakdown and delegation"
category: special
complexity: high
mcp-servers: []
personas: []

/sc:spawn - Meta-System Task Orchestration

Triggers

  • Complex multi-domain operations requiring intelligent task breakdown
  • Large-scale system operations spanning multiple technical areas
  • Operations requiring parallel coordination and dependency management
  • Meta-level orchestration beyond standard command capabilities

Usage

/sc:spawn [complex-task] [--strategy sequential|parallel|adaptive] [--depth normal|deep]

Behavioral Flow

1. **Analyze**: Parse complex operation requirements and assess scope across domains 2. **Decompose**: Break down operation into coordinated subtask hierarchies 3. **Orchestrate**: Execute tasks using optimal coordination strategy (parallel/sequential) 4. **Monitor**: Track progress across task hierarchies with dependency management 5. **Integrate**: Aggregate results and provide comprehensive orchestration summary

Key behaviors:

  • Meta-system task decomposition with Epic → Story → Task → Subtask breakdown
  • Intelligent coordination strategy selection based on operation characteristics
  • Cross-domain operation management with parallel and sequential execution patterns
  • Advanced dependency analysis and resource optimization across task hierarchies

MCP Integration

  • **Native Orchestration**: Meta-system command uses native coordination without MCP dependencies
  • **Progressive Integration**: Coordination with systematic execution for progressive enhancement
  • **Framework Integration**: Advanced integration with SuperClaude orchestration layers

Tool Coordination

  • **TodoWrite**: Hierarchical task breakdown and progress tracking across Epic → Story → Task levels
  • **Read/Grep/Glob**: System analysis and dependency mapping for complex operations
  • **Edit/MultiEdit/Write**: Coordinated file operations with parallel and sequential execution
  • **Bash**: System-level operations coordination with intelligent resource management

Key Patterns

  • **Hierarchical Breakdown**: Epic-level operations → Story coordination → Task execution → Subtask granularity
  • **Strategy Selection**: Sequential (dependency-ordered) → Parallel (independent) → Adaptive (dynamic)
  • **Meta-System Coordination**: Cross-domain operations → resource optimization → result integration
  • **Progressive Enhancement**: Systematic execution → quality gates → comprehensive validation

Examples

Complex Feature Implementation

/sc:spawn "implement user authentication system"
# Breakdown: Database design → Backend API → Frontend UI → Testing
# Coordinates across multiple domains with dependency management

Large-Scale System Operation

/sc:spawn "migrate legacy monolith to microservices" --strategy adaptive --depth deep
# Enterprise-scale operation with sophisticated orchestration
# Adaptive coordination based on operation characteristics

Cross-Domain Infrastructure

/sc:spawn "establish CI/CD pipeline with security scanning"
# System-wide infrastructure operation spanning DevOps, Security, Quality domains
# Parallel execution of independent components with validation gates

Boundaries

**Will:**

  • Decompose complex multi-domain operations into coordinated task hierarchies
  • Provide intelligent orchestration with parallel and sequential coordination strategies
  • Execute meta-system operations beyond standard command capabilities

**Will Not:**

  • Replace domain-specific commands for simple operations
  • Override user coordination preferences or execution strategies
  • Execute operations without proper dependency analysis and validation

CRITICAL BOUNDARIES

**STOP AFTER TASK DECOMPOSITION**

This command produces a TASK HIERARCHY ONLY - delegates execution to other commands.

**Explicitly Will NOT**:

  • Execute implementation tasks directly
  • Write or modify code
  • Create system changes
  • Replace domain-specific commands

**Output**: Task breakdown document with:

  • Epic decomposition
  • Task hierarchy with dependencies
  • Delegation assignments (which `/sc:*` command handles each task)
  • Coordination strategy

**Next Step**: Execute individual tasks using delegated commands (`/sc:implement`, `/sc:design`, `/sc:test`, etc.)

Read more
Ships withclaude-scholar

Semi-automated research assistant for academic research and software development. Supports Claude Code, Codex CLI, Kimi Code CLI, and OpenCode across ideation, coding, experiments, writing, and publication.

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