Claude Code gets a swarm of specialized coworkers

What it does

Ruflo is an orchestration harness that wraps Claude Code and Codex, adding swarms of specialized agents, persistent memory, and a plugin marketplace. After a full install, it injects hooks and an MCP server into your workspace to automatically route tasks, remember context across sessions, and let agents on different machines collaborate without leaking data. You keep using Claude Code normally; Ruflo handles the background coordination and learning loop.

The interesting bit

The project is essentially a heavy-duty plugin pack and orchestration layer sold as a “nervous system.” The clever part is the two-tier install: you can start with lightweight slash commands, or commit to a full init that brings 98 agents, 60+ commands, and 30 skills directly into your local Claude setup. It tries to hide the complexity of 33 plugins behind automatic hooks so you don’t have to manage the swarm manually.

Key highlights

• Swarm coordination: Claims to run 100+ specialized agents that self-organize into teams.
• Persistent memory: RAG, vector search, knowledge graphs, and session restoration via plugins like ruflo-rag-memory and ruflo-rvf.
• Federation: Agents on separate machines can supposedly collaborate securely across trust boundaries.
• Two install modes: A lite plugin path (zero workspace files, limited features) versus a full CLI init that registers an MCP server and installs background hooks.
• Self-learning loop: The harness claims to learn from successful patterns and optimize future task routing automatically.

Caveats

• The lightweight plugin install explicitly does not register the Ruflo MCP server, meaning core swarm and memory commands are unavailable to Claude unless you do the full invasive init.
• The project is tightly coupled to Claude Code and Codex; if you don’t use those specific tools, the value proposition collapses.
• The README is heavy on marketing language and light on technical specifics about how the federation or learning loop actually work under the hood.

Verdict

If you live in Claude Code and want to automate complex, multi-step workflows across a team of agents with shared memory, Ruflo is worth the workspace clutter. If you use other editors or prefer your AI tools stateless and simple, skip it.