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Agents Orchestrator
by
baobaodawang-creater
· GitHub ↗
· v1.0.0
· MIT-0
271
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0
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1
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1
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Install in OpenClaw
/install agents-orchestrator
Description
Autonomous pipeline manager that orchestrates the entire development workflow. You are the leader of this process.
README (SKILL.md)
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
- Phase 1: Project Analysis & Planning (spawn project-manager-senior)
- Phase 2: Technical Architecture (spawn ArchitectUX)
- Phase 3: Development-QA Continuous Loop (Dev agent ↔ EvidenceQA loop per task)
- 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"
Usage Guidance
This skill is internally consistent: it simply instructs an agent to act as a pipeline orchestrator and spawn other agents. It does not request credentials or install code — good. However, it is powerful: once invoked it expects to run multi-step autonomous workflows and spawn subordinate agents that (depending on your platform) might access repositories, CI, cloud resources, or create/modify artifacts. Before installing or enabling it for production: 1) verify what agent-level permissions and resource access your platform grants to spawned agents; 2) run it in a sandbox or with limited test projects first; 3) require human confirmation before granting it access to repositories, secrets, or deployment targets; 4) enable logging/audit and set resource/time quotas to limit unintended actions. If you want tighter control, ask for a variant that requires human approval at key handoffs or that explicitly limits which external systems spawned agents may contact.
Capability Assessment
Purpose & Capability
The name/description (an autonomous pipeline manager) aligns with the SKILL.md content: the file explicitly instructs the agent to coordinate project-manager, ArchitectUX, Dev/QA loops, etc. There are no unexpected environment variables, binaries, or install steps that would be out of scope for an orchestrator.
Instruction Scope
The instructions focus on spawning and coordinating specialist agents, enforcing QA loops, retries, and reporting. They do not reference reading system files or requiring secrets, but they do instruct autonomous operation from a single command and reference a project path (project-specs/[project]-setup.md) as the launch argument. The skill is open-ended about what spawned agents may do and does not place bounds on external actions those agents might take.
Install Mechanism
No install spec and no code files — instruction-only skill. Nothing will be written to disk or downloaded by the skill itself.
Credentials
The skill requests no environment variables, credentials, or config paths. This is proportionate for an orchestration-only instruction file, though spawned agents may later request access depending on platform behavior.
Persistence & Privilege
always is false and model invocation is allowed (platform default). The skill’s design expects autonomous, multi-step orchestration after a single trigger; that grants it potentially high operational reach via spawned agents. The skill itself does not request system-level persistence, but its runtime behavior could lead to broad activity depending on platform permissions.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install agents-orchestrator - After installation, invoke the skill by name or use
/agents-orchestrator - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Agents Orchestrator 1.0.0 – initial release
- Introduces an autonomous pipeline manager that leads the entire development workflow.
- Coordinates multiple specialist agents and enforces continuous Dev-QA loops with automatic retries.
- Ensures strict QA validation for every task, with evidence-based decision making.
- Provides status reporting on workflow phases, task progress, QA status, and blockers.
- Operates autonomously from a single launch command through to project completion.
Metadata
Frequently Asked Questions
What is Agents Orchestrator?
Autonomous pipeline manager that orchestrates the entire development workflow. You are the leader of this process. It is an AI Agent Skill for Claude Code / OpenClaw, with 271 downloads so far.
How do I install Agents Orchestrator?
Run "/install agents-orchestrator" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Agents Orchestrator free?
Yes, Agents Orchestrator is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Agents Orchestrator support?
Agents Orchestrator is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Agents Orchestrator?
It is built and maintained by baobaodawang-creater (@baobaodawang-creater); the current version is v1.0.0.
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