Multi-Agent Swarms with OpenClaw and Ruflo

OpenClaw's real power emerges when you stop thinking in terms of one agent and start orchestrating swarms. Ruflo + the sessions_spawn tool lets you spin up dozens of specialized sub-agents that work in parallel, share persistent memory, and coordinate complex projects.

What is Ruflo?

Ruflo is a multi-agent orchestration layer (installed in ~/.openclaw/workspace/ruflo) wired into OpenClaw via the mcporter MCP server. It provides tools like:

• agent_spawn — launch isolated sub-agents with specific prompts and tools
• swarm_init — start coordinated groups of agents
• Memory store/retrieve/search across all agents in the swarm
• Task management and result aggregation

Why Swarms Beat Single Agents

A single agent is sequential and limited by context window. A swarm is:

• Parallel — research, writing, critique, SEO, image generation all at once
• Persistent — Ruflo memory survives across OpenClaw sessions
• Specialized — one agent for deep research, another for critical review, another for formatting
• Self-healing — agents can spawn child agents when they hit limits

Practical Example: Content Swarm

Typical workflow I now run daily:

1. Research Agent uses web_search-exa, x_search, and backlink-analyzer
2. Writer Agent receives research summary and generates draft using the correct site template (pixel vs dark mode for GMS)
3. Critic Agent checks for AI patterns (using the humanizer skill logic), schema, GA tags, cross-links
4. Publisher Agent runs validation, updates index.html, sitemap, commits, pushes, and calls IndexNow

use sessions_spawn with task is "Deep research on NMN dosage latest studies" model is sonnet
use sessions_spawn with task is "Write SEO-optimized blog post in best-nmn style" model is grok

Integration in OpenClaw

Ruflo is available today in your workspace:

• MCP server configured in mcporter.json (stdio mode)
• Memory palace also wired via MCP for long-term vector search
• taskflow skill for durable multi-step jobs that survive restarts

See also: OpenClaw MCP Tools, Memory System, and Building Custom Skills.

Want me to spawn a live swarm right now to demonstrate (e.g. competitive analysis of 5 longevity brands)? Just say the word.