## 🐝 Claw-Swarm V5.0 — Bio-inspired Multi-Agent Swarm Intelligence Plugin

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cursive halo
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Maintainers

Purpose

Claw-Swarm is a swarm intelligence plugin that enables multiple AI agents to collaborate like a bee colony. It uses 12 bio-inspired algorithms across a 6-layer architecture to solve real problems in multi-agent coordination:

What it does:

  • 🐜 Pheromone-based indirect communication — Agents leave "scent trails" (MMAS ant colony algorithm) so others can discover relevant context without explicit messaging
  • 🧠 Intelligent memory management — Three-tier working memory + Ebbinghaus forgetting curve for automatic pruning of unimportant memories
  • 🎯 Self-organizing task allocation — FIPA Contract Net Protocol for negotiation + ABC (Artificial Bee Colony) scheduling for explore/exploit balance
  • 🔍 Automatic role discovery — k-means++ clustering on agent behavior to discover emergent roles, plus MoE (Mixture of Experts) routing for role-task matching
  • 📊 Real-time monitoring dashboard — Dark-theme UI with RED metrics, agent states, and pheromone visualization via SSE

The 12 algorithms: MMAS, ACO Roulette, Ebbinghaus Forgetting Curve, BFS Knowledge Graph, PARL A/B Persona Evolution, GEP Execution Planning, CPM Critical Path, Jaccard Similarity, MoE Expert Routing, FIPA Contract Net, ABC Bee Colony Scheduling, k-means++ Role Discovery

Quick start:

npm install openclaw-swarm
cd node_modules/openclaw-swarm
node install.js
openclaw gateway restart

Stats: 55+ source files | 34 DB tables | 490 tests (< 2s) | 382 KB package | Node.js >= 22 required

Happy to answer any questions! 🚀

worldly solstice
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Ok working on it. Null broke himself almost done fixing. Tried to use that free $300 google vertex through cloud sdk messed up my config. Been a rough couple days. Did you finally sleep ?

urban yew