Decompose complex tasks into parallel sub-agents. Use for multi-step operations, batch processing, or when user mentions "parallel", "agents", "orchestrate", "subtasks", or "concurrent". Supports simulated parallel execution and real Claude CLI sub-agent launching.
View on GitHubskills/distributed-task-orchestrator/SKILL.md
February 1, 2026
Select agents to install to:
npx add-skill https://github.com/xuzeyu91/ai-agent-toolkit/blob/main/skills/distributed-task-orchestrator/SKILL.md -a claude-code --skill distributed-task-orchestratorInstallation paths:
.claude/skills/distributed-task-orchestrator/# Distributed Task Orchestrator
Decompose complex requests into independent atomic tasks, manage parallel execution, and aggregate results.
## Quick Decision
```
Is task complex? (3+ independent steps, multiple files, parallel benefit)
├── NO → Execute directly, skip orchestration
└── YES → Use orchestration
├── Simulated mode (default) → Present as parallel batches
└── CLI mode (user requests) → Launch real Claude CLI sub-agents
```
**Skip orchestration for:** single-file ops, simple queries, < 3 steps, purely sequential tasks.
## Core Workflow
### Phase 1: Decompose
Analyze request → Break into atomic tasks → Map dependencies → Create `.orchestrator/master_plan.md`
```markdown
# Task Plan
## Request
> [Original request]
## Tasks
| ID | Task | Deps | Status |
|----|------|------|--------|
| T-01 | [Description] | None | 🟡 |
| T-02 | [Description] | T-01 | ⏸️ |
```
**Status:** 🟡 Pending · 🔵 Running · ✅ Done · ❌ Failed · ⏸️ Waiting
### Phase 2: Assign Agents
Create `.orchestrator/agent_tasks/agent-XX.md` for each task:
```markdown
# Agent-XX: [Task Name]
**Input:** [parameters]
**Do:** [specific instructions]
**Output:** [expected format]
```
### Phase 3: Execute
**Simulated Mode (Default):**
```
═══ Batch #1 (No Dependencies) ═══
🤖 Agent-01 [T-01: Task Name]
⚙️ [Execution steps...]
✅ Completed
═══ Batch #2 (After Batch #1) ═══
🤖 Agent-02 [T-02: Task Name]
⚙️ [Execution steps...]
✅ Completed
```
**CLI Mode (When Requested):** See [cli-integration.md](references/cli-integration.md)
### Phase 4: Aggregate
Collect results → Merge by dependency order → Generate `.orchestrator/final_output.md`
## Dependency Patterns
- **Parallel:** T-01, T-02, T-03 → T-04 (first three run together)
- **Serial:** T-01 → T-02 → T-03 (each waits for previous)
- **DAG:** Complex graphs use topological sort
## Error Handling
| Strategy | When to Use |
|----------|-------------|
| Retry (3x, exponential backoff) | Timeouts, transient failures |