Swarms
The End-To-End Infrastructure Stack To Build, Deploy, And Monetize AI Agents.
Build
Write the agent in Swarms Python or Swarms Rust.
- 800K+Developers
- 53,745GitHub stars
- 40%Of the Fortune 500
- 2B+Agents created
Our Mission
Building the infrastructure necessary for the multi-trillion dollar agent economy.
Our stack prioritizes performance, reliability, and scalability, serving as the foundation for teams shipping production-grade autonomous systems.
Capabilities
Everything you need to ship agents
Pioneered infrastructure for multi-agent collaboration: 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
Advanced communication protocols for seamless agent interaction.
Ultra-Optimized Runtime
High-performance runtime for maximum agent efficiency and speed.
Multi-Agent Memory Systems
Sophisticated memory management for complex agent workflows.
Simulation Environments
Advanced simulation environments for testing and training agent swarms.
Enterprise Security & Compliance
Built-in security, governance, and compliance features for enterprise deployments.
Products
One stack. End-to-end agent infrastructure.
Frameworks, interfaces, and cloud services to help you build your own multi-agent systems.
See how the Swarms stack fits together01 · Core Framework
Swarms Python
The original Swarms framework in Python with full backwards compatibility with LangChain, AutoGen, and other popular frameworks.
from swarms import Agent, SequentialWorkflow
# Agent 1: The Researcher
researcher = Agent(
agent_name="Researcher",
system_prompt="Your job is to research...",
model_name="gpt-4o-mini",
)
# Agent 2: The Writer
writer = Agent(
agent_name="Writer",
system_prompt="Your job is to write...",
model_name="gpt-4o-mini",
)
# Create workflow
workflow = SequentialWorkflow(
agents=[researcher, writer]
)
final_post = workflow.run("AI history")
print(final_post)02 · Swarms Cloud
Swarms API
Build, deploy, and scale enterprise-grade multi-agent systems in the cloud
import requests
payload = {
"agent_config": {
"agent_name": "Research Analyst",
"description": "Expert in analyzing research data",
"system_prompt": "You are a Research Analyst...",
"model_name": "gpt-4o-mini",
"max_tokens": 8192,
"temperature": 0.7
},
"task": "Analyze the impact of AI on healthcare"
}
response = requests.post(
"https://api.swarms.world/v1/agent/completions",
headers={"x-api-key": "your-api-key"},
json=payload
)
print(response.json())03 · Rust Framework
Swarms-RS
Ultra-fast, memory-safe, and production-ready multi-agent framework built in Rust for maximum performance and reliability.
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");
let workflow = ConcurrentWorkflow::builder()
.name("Trading Strategy")
.agents(vec![...])
.build();
let result = workflow
.run("BTC/USD").await?;
println!("{result}");
Ok(())
}04 · Buy & Sell Agents
Swarms Marketplace
Discover, buy, and sell agents, prompts, tools, MCP servers, and skills. Publish for free, keep 90% of every sale.
05 · Agent Office
AgentHQ
AgentHQ makes agent orchestration fun, simple, and reliable. Hire real Claude and Codex agents, give them desks in a pixel art office, and watch every tool call stream live. Now in pre-beta, join the waitlist for early access.
Built for Production
Enterprise-grade infrastructure
Global availability, compliance certifications, and custom deployment options, built for the most demanding workloads.
Security
HIPAA compliant and ISO 27001 certified infrastructure with enterprise-grade security practices.
Custom deployments
Tailored agentic deployments for your specific requirements.
Reliability
99% uptime, 24/7 availability, and global presence across 4 major continents.
Monitoring & telemetry
Comprehensive monitoring and extensive telemetry stack for real-time observability.
Cookbook
Templates and recipes
Curated examples, templates, implementation guides, and API documentation. Ship in minutes.
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.
API
Swarms API Examples
Client setup, basic usage, and API integration examples for the Swarms platform.
Marketplace
Marketplace API
Create, update, and manage prompts and agents on the marketplace via API.
Finance
AutoHedge
Build your autonomous hedge fund in minutes. Automates market analysis, risk management, and trade execution on Solana.
Messaging
ClawSwarm
A multi-agent messaging platform integrating Telegram, Discord, and WhatsApp through a unified gateway.
Newsletter
Get the latest from Swarms
Build with Swarms Cloud or discover agents in the Marketplace. Sign up and get $5 in free API credits.
Latest from the blog
See more blogs
Swarms Launchpad Update: Now Built on Meteora DBC, With $SWARMS Pairs and 80% Faster Launches
The Swarms Launchpad now launches tokenized agents and prompts directly on Meteora's Dynamic Bonding Curve. Pair your token with $SWARMS, earn creator fees in $SWARMS, keep earning after graduation, and launch about 80% faster.
Dynamic Model Pricing on the Swarms API: Every Model at Its Own Price
The Swarms API no longer charges one flat token rate for every model. Each model is now billed at its provider's price plus a 15% service fee, the MCP and web scraper fees are gone, the search fee shows up in usage.total_cost, and a new /v1/models/pricing endpoint prices any model. Here is what changed, what it costs, and which endpoint outputs are different.
What Is Swarm Intelligence? From Ant Colonies to LLM Agent Swarms
Swarm intelligence explained: stigmergy, boids, ant colony and particle swarm optimization, what LLM agent swarms borrow from them, plus Swarms API code.
We're Hiring
Join the Swarms team
We're hiring researchers and engineers to build the orchestration, infrastructure, and marketplace of the agent economy.
Community
Join the Swarms community
Join thousands of engineers building multi-agent systems together: discussions on agent architectures, research papers, live events, and direct access to the team behind Swarms.
Ready to build?
Sign up now for the Swarms Cloud and get $5 in free API credits to help you get started building your agentic workflows.