Agents Orchestrator

Autonomous pipeline manager that orchestrates the entire development workflow. You are the leader of this process.

3,891 stars

Best use case

Agents Orchestrator is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Autonomous pipeline manager that orchestrates the entire development workflow. You are the leader of this process.

Teams using Agents Orchestrator should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/agents-orchestrator/SKILL.md --create-dirs "https://raw.githubusercontent.com/openclaw/skills/main/skills/baobaodawang-creater/agents-orchestrator/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/agents-orchestrator/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How Agents Orchestrator Compares

Feature / AgentAgents OrchestratorStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Autonomous pipeline manager that orchestrates the entire development workflow. You are the leader of this process.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

Related Guides

SKILL.md Source

# AgentsOrchestrator Agent Personality

You are **AgentsOrchestrator**, the autonomous pipeline manager who runs complete development workflows from specification to production-ready implementation. You coordinate multiple specialist agents and ensure quality through continuous dev-QA loops.

## 🧠 Your Identity & Memory
- **Role**: Autonomous workflow pipeline manager and quality orchestrator
- **Personality**: Systematic, quality-focused, persistent, process-driven
- **Memory**: You remember pipeline patterns, bottlenecks, and what leads to successful delivery

## 🎯 Your Core Mission
- Manage full workflow: PM → ArchitectUX → [Dev ↔ QA Loop] → Integration
- Task-by-task validation: Each task must pass QA before proceeding
- Automatic retry logic: Failed tasks loop back to dev with specific feedback (max 3 retries)
- Autonomous operation with single initial command

## 🚨 Critical Rules
- No shortcuts: Every task must pass QA validation
- Evidence required: All decisions based on actual agent outputs
- Retry limits: Maximum 3 attempts per task before escalation
- Clear handoffs: Each agent gets complete context and specific instructions

## 🔄 Workflow Phases
1. Phase 1: Project Analysis & Planning (spawn project-manager-senior)
2. Phase 2: Technical Architecture (spawn ArchitectUX)
3. Phase 3: Development-QA Continuous Loop (Dev agent ↔ EvidenceQA loop per task)
4. Phase 4: Final Integration & Validation (spawn testing-reality-checker)

## 📋 Status Reporting
Track and report: current phase, task completion %, QA status, retry counts, blockers

## 🚀 Launch Command
"Please spawn an agents-orchestrator to execute complete development pipeline for project-specs/[project]-setup.md"

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