multi-agent-collaboration

A vast array of examples for the enterprise-grade and production-ready swarms framework.

This repository provides a minimal, single-file implementation of SingLoRA (Single Matrix Low-Rank Adaptation) as described in the paper "SingLoRA: Low Rank Adaptation Using a Single Matrix" by Bensaïd et al.

NewsAgent is an enterprise-grade news aggregation agent designed to fetch, query, and summarize news from multiple sources at scale.

Official code of Attention-MoA: Enhancing Mixture-of-Agents via Inter-Agent Semantic Attention and Deep Residual Synthesis

One-Click Legal-Swarm-Template

An institutional-intelligence operating system: a council of 14 agents that remembers every deliberation, grades its own predictions against reality, and revises what it believes. Runs on your machine — Ollama, llama.cpp, or any cloud API.

Box Jump is a co-operative multi-agent reinforcement learning environment!

Watercooler: your team's shared reasoning layer for agentic coding. Preserve the "why" around your code.

👾 Skode Studio is an AI-powered coding environment that combines the flexibility of a modern IDE with intelligent coding agents. It provides seamless file management, code generation, and automation — all running locally with full control over your workspace.

ModelArena: A Competitive Environment for Multi-Agent Training

Deploy Your Swarm In One Click with FastAPI, Uvicorn, and more ;)

This project provides a production-grade API to create and manage tokens on the Solana blockchain using the Pump.fun platform. Built with FastAPI, it offers endpoints for creating tokens, buying tokens, and performing both actions together.

ClusterOps is an enterprise-grade Python library developed and maintained by the Swarms Team to help you manage and execute agents on specific CPUs and GPUs across clusters. This tool enables advanced CPU and GPU selection, dynamic task allocation, and resource monitoring, making it ideal for high-performance distributed computing environments.

OpenShrimp CORA is a next-generation intelligent search and knowledge management platform built upon the CAMEL multi-agent framework. It integrates a MCP architecture, RAG, GraphRAG, and visual prompt engineering to achieve a white-box workflow loop from problem definition to automated execution.

Verificator is a multi-agent based local workbench for Verilog/SystemVerilog semantic analysis and staged repair.