Swarms AI - Enterprise Multi-Agent Framework
Build, deploy, and scale autonomous AI agent swarms with unprecedented control and efficiency
swarms
The Enterprise-Grade Multi-Agent Infrastructure Stack
BENEFITS OF SWARMS
Transform your organization with the most advanced multi-agent framework ever created
The Swarms Stack
A complete ecosystem for building, deploying, and scaling multi-agent systems
SWARMS PYTHON
Core Swarms Python Framework
The original Swarms framework in Python with full backwards compatibility with LangChain, AutoGen, and other popular frameworks. Build complex multi-agent workflows with just a few lines of code.
from swarms import Agent, SequentialWorkflow # Agent 1: The Researcher researcher = Agent( agent_name="Researcher", system_prompt="Your job is to research the provided topic and provide a detailed summary.", model_name="gpt-4o-mini", ) # Agent 2: The Writer writer = Agent( agent_name="Writer", system_prompt="Your job is to take the research summary and write a beautiful, engaging blog post about it.", model_name="gpt-4o-mini", ) # Create a sequential workflow where the researcher's output feeds into the writer's input workflow = SequentialWorkflow(agents=[researcher, writer]) # Run the workflow on a task final_post = workflow.run("The history and future of artificial intelligence") print(final_post)
use std::env; use anyhow::Result; use swarms_rs::llm::provider::openai::OpenAI; use swarms_rs::structs::concurrent_workflow::ConcurrentWorkflow; #[tokio::main] async fn main() -> Result<()> { let client = OpenAI::from_url(base_url, api_key) .set_model("deepseek-chat"); // Create specialized trading agents let market_analysis_agent = client .agent_builder() .agent_name("Market Analysis Agent") .system_prompt("You are a market analysis specialist...") .max_loops(1) .temperature(0.2) .build(); // Create concurrent workflow let workflow = ConcurrentWorkflow::builder() .name("Trading Strategy Workflow") .agents(vec![ Box::new(market_analysis_agent), Box::new(trade_strategy_agent), Box::new(risk_assessment_agent), ]) .build(); let result = workflow.run("BTC/USD analysis...").await?; println!("{}", serde_json::to_string_pretty(&result)?); Ok(()) }
SWARMS-RS
The First Multi-Agent Framework in Rust
Ultra-fast, memory-safe, and production-ready multi-agent framework built in Rust for maximum performance and reliability. Perfect for high-throughput enterprise applications.
SWARMS API
Ultra-Optimized Hosted Runtime
Enterprise-grade hosted API with ultra-optimized runtime for deploying and scaling your agent swarms in production. No infrastructure management required.
curl -X POST "https://api.swarms.world/v1/swarm/completions" \ -H "x-api-key: $SWARMS_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "name": "Content Creation Pipeline", "description": "Sequential content creation from research to final output", "swarm_type": "SequentialWorkflow", "task": "Create a comprehensive blog post about the future of renewable energy", "agents": [ { "agent_name": "Research Specialist", "description": "Conducts thorough research on the topic", "system_prompt": "You are a research specialist...", "model_name": "gpt-4o", "max_loops": 1, "temperature": 0.3 }, { "agent_name": "Content Writer", "description": "Creates engaging written content", "system_prompt": "You are a skilled content writer...", "model_name": "gpt-4o", "max_loops": 1, "temperature": 0.6 } ], "max_loops": 1 }'

Marketplace Stats
SWARMS MARKETPLACE
Buy & Sell Agents, Prompts & More
Discover, buy, and sell agents, prompts, tools, and components on swarms.world - the premier marketplace for AI agents. Monetize your creations and access specialized agents built by the community.
Features
Swarms has pioneered world-class infrastructure for multi-agent collaboration such as communication protocols, optimized runtimes, memory systems, and simulation environments.
Cookbook & Templates
Get started quickly with curated examples, templates, and implementation guides
READY TO |
Join thousands of developers building the future of AI with the most advanced multi-agent framework ever created
Try Swarms for free
Sign up for our newsletter and get $20 in free credits, plus exclusive updates, technical guides, blogs, and more!