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openclaw-multi-agent

Coordinate hub-and-spoke OpenClaw multi-agent systems with session-based routing and sandbox controls.

Updated Mar 21, 2026
Search Tags:#routing#delegation#multi-agent#orchestration#sessions#openclaw
One-click install
npx skills add https://github.com/kyle-deprow/ai_scaffolding --skill openclaw-multi-agent-kyle-deprow
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: openclaw-multi-agent
Source: https://github.com/kyle-deprow/ai_scaffolding/tree/main/skills/openclaw-multi-agent
Command: npx skills add https://github.com/kyle-deprow/ai_scaffolding --skill openclaw-multi-agent-kyle-deprow

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

OpenClaw multi-agent orchestration tackles the challenge of coordinating multiple specialized agents, enabling session-based communication, controlled tool access, and structured delegation patterns in complex workflows.

Core Features & Use Cases

  • Spawning subagents for delegated tasks and managing their lifecycles.
  • Inter-agent messaging and session-based routing across channels.
  • Sandbox visibility controls, agent allowlists, and per-spawn tool scoping for secure orchestration.
  • Use Case: design scalable workflows where a coordinator delegates research, coding, and summarization tasks and aggregates results.

Quick Start

Deploy a Claw controller to spawn a researcher, configure basic routing, and initiate a test inter-agent session.

Frequently Asked Questions about openclaw-multi-agent

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I orchestrate a multi-agent system for complex task delegation?▼

Multi-agent orchestration coordinates a hub-and-spoke system to delegate subagents, sessions, and routing. A defined coordinator agent spawns specialized subagents for research, coding, and summarization while aggregating results.

What is session-based routing in multi-agent workflows?▼

Session-based routing enables inter-agent messaging across channels using tools like sessions_list and sessions_send. It allows a coordinator to send tasks to spawned subagents and receive structured responses.

How do I scope tool access when spawning subagents?▼

Per-spawn tool scoping restricts subagent capabilities through agent allowlists and per-spawn tool subsets. This ensures spawned researchers, coders, and writers only access authorized tools.

Do I need a coordinator agent to manage multi-agent sessions?▼

Yes, a defined coordinator agent like claw is required to manage subagent lifecycles, configure routing, and initiate inter-agent sessions. It controls sandbox visibility, agent allowlists, and tool subsets.

What's the best way to securely manage subagent lifecycles in OpenClaw?▼

Secure subagent lifecycle management uses sandbox visibility controls and agent allowlists. The coordinator spawns subagents with restricted tool subsets, delegates tasks, and aggregates results safely.

Can I use sandbox visibility controls to restrict agent access in multi-agent orchestration?▼

Yes, sandbox visibility controls restrict agent access during orchestration. Combined with agent allowlists and per-spawn tool subsets, they secure delegation patterns across complex workflows.

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