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

Features

Swarms has pioneered world-class infrastructure for multi-agent collaboration such as communication protocols, optimized runtimes, memory systems, and simulation environments.

🔗

Multi-Agent Architectures

Build complex hierarchical, sequential, and parallel agent collaboration systems

📡

Agent-To-Agent Communication Protocols

Advanced communication protocols for seamless agent interaction

Ultra-Optimized Agent Execution Runtime

High-performance runtime for maximum agent efficiency and speed

🧠

Multi-Agent Memory Systems

Sophisticated memory management for complex agent workflows

🌐

Multi-Agent Simulation Environments

Advanced simulation environments for testing and training agent swarms

🛡️

Enterprise Security & Compliance

Built-in security, governance, and compliance features for enterprise deployments

Installation

Get started with Swarms in seconds. Choose your preferred language and install the framework.

Python Installation

Install the core Swarms Python framework with pip.

terminal
$pip3 install -U swarms

Products

We provide a range of frameworks, interfaces, and cloud services to help you build your own multi-agent systems.

PYTHON
5.2kstars

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.

swarms_python.py
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)
swarms_rust.rs
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(())
}
RUST
73stars

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.

API

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.

api_request.sh
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
  }'
Swarms Marketplace - Buy & Sell AI Agents
LIVE
MARKETPLACE

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.

Cookbook & Templates

Get started quickly with curated examples, templates, and implementation guides

GUIDES
Examples Overview
Complete examples directory with comprehensive guides and tutorials
COOKBOOK
Cookbook Index
Curated example collection with best practices and patterns
RESEARCH
Paper Implementations
Research paper implementations and academic examples
TEMPLATES
Templates & Applications
Reusable templates and production-ready applications

READY TO |

Join thousands of developers building the future of AI with the most advanced multi-agent framework ever created

API Pricing

Flexible subscription plans that scale with your needs. From free to enterprise.

Free
Get started with Swarms Cloud. No fees pay only for what you use.
$0/month
Get Started
Sign-up Bonus
Basic Access
Pay-Per-Use Pricing
Community Support
Standard Processing Speed
Access to the Marketplace
Most Popular
Pro
Perfect for professionals who need more power and features.
$19.99/month
Get Started
Everything in Free, plus
Global Availability
Exclusive Multi-Agent Architectures
Accelerated Hardware
API Telemetry Platform
Priority Support
Pro Models
Premium
Subscribe annually and save 15%, with a reduced rate of $1,020/year.
$100/month
Get Started
Everything in Pro, plus
Premium Models
More Agents Per Request
More Completions
Increased Rate Limits
SOC 2 Compliance
Priority Support
Enhanced Security Features
Fetch Agents from the Marketplace
View Previous Agent Configurations
Everything in Pro
Enterprise
Critical support, compliance, and control for large-scale enterprises.
Contact Sales
Everything in Premium, plus
Dedicated 24/7 Support
Custom Solutions Engineering
Onsite Training and Onboarding
Priority Support
Custom Agent Development
No Rate Limits
Access to Experimental Features

All plans include 24/7 support and 99.9% uptime guarantee

Learn more

Try Swarms for free

Sign up for our newsletter and get $20 in free credits, plus exclusive updates, technical guides, blogs, and more!

By signing up, you agree to receive updates about Swarms AI, including technical guides, blog posts, and product announcements. You can unsubscribe at any time.

Join The Community

Connect with agent engineers, discover the best multi-agent papers, and stay updated on the latest from Swarms.

Discord

Join our vibrant Discord community to chat with developers, get help, and collaborate on projects

Twitter

Follow us on Twitter for the latest updates, announcements, and insights from the Swarms team

Join our X Community

Connect with fellow developers, share insights, and stay updated on the latest in multi-agent systems