swarms
The full-stack agent infrastructure platform. Build, deploy, and monetize agents at scale.
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.
01 — 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")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
)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?;
Ok(())
}04 — Buy & Sell Agents
Swarms Marketplace
Discover, buy, and sell agents, prompts, tools, and components on swarms.world — the premier marketplace for AI agents.
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
The USDC Launch Championship: Price Your Agent in Dollars
The new Swarms Launchpad competition is live. Launch an agent or prompt with USDC as the quote currency between August 26 and September 2 UTC and compete for a share of a $1,000 USDC prize pool, ranked by total trading volume.

The Complete Guide to Tokenizing Your Agent
Why an AI agent is a productive asset, what tokenization solves for builders in attention, ownership, and revenue, why people invest in tokenized agents, and every decision in the Swarms Launchpad flow from connection type to Frenzy Mode, USDC, and Vault Mode.
![Swarms Weekly Ecosystem Update [August 17 - August 24]: The Swarms MCP Server, MCP Scribe, and Encrypted Skills Storage](/_next/image?url=%2Fswarms_weekly_ecosystem_update_aug.png&w=3840&q=75)
Swarms Weekly Ecosystem Update [August 17 - August 24]: The Swarms MCP Server, MCP Scribe, and Encrypted Skills Storage
This week across the Swarms ecosystem: the hosted Swarms MCP server went live with 23 tools behind a single endpoint, the MCP Portal shipped on Swarms Cloud with live status and connection diagnostics, MCP Scribe turned OpenAPI specifications into production MCP servers, Swarms Cloud added encrypted prompt and skills storage with native SKILL.md support, and the Marketplace changelog covered more than 200 improvements shipped between July 21 and August 21.
We're Hiring
Build autonomous corporations with us.
We're hiring researchers and engineers to build the orchestration, infrastructure, and marketplace of the agent economy.
Head of Multi-Agent Research
Research · San Francisco / Palo Alto / New York
Lead the Swarms research organization: set the multi-agent research agenda, recruit researchers, and publish at top conferences.
Front-end Engineer
Engineering · San Francisco / Palo Alto / New York
Build beautiful, intuitive interfaces for agent dashboards and monitoring systems.
Growth Marketer
Marketing · San Francisco / Palo Alto / New York
Lead growth marketing initiatives to establish Swarms as the premier AI agent platform globally.
Head of Marketplace
Engineering · San Francisco / Palo Alto / New York
Lead the Swarms marketplace end to end: own the product, lead the engineering team, and recruit the talent to scale it.
Community
Join the swarm.
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 and get $5 in free API credits. Join the marketplace and start building with Swarms.
