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, 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 Weekly Ecosystem Update [August 31 - September 6]: Swarms v15 Akira Ships, the USDC Competition Closes at $5M, and New MCP Tutorials](/_next/image?url=%2Fswarms_akira.png&w=3840&q=75)
Swarms Weekly Ecosystem Update [August 31 - September 6]: Swarms v15 Akira Ships, the USDC Competition Closes at $5M, and New MCP Tutorials
This week across the Swarms ecosystem: Swarms v15 Akira shipped with dynamic tool loading and a rebuilt autonomous agent harness, the USDC Competition closed with nearly $5M in trading volume and 3,500+ traders, the Marketplace passed 6,125 products from 720+ sellers, a new set of MCP tutorials covered DeepWiki, Exa, Firecrawl, Hugging Face, and Semgrep, and Swarms published guidance for staying online through a multi-provider frontier model outage.
Swarms Cloud gives each agent in your account a page of its own: activity and cost, the full system prompt, all 34 configuration fields with their live defaults, and a per-run view of how much of the model's context window each run actually filled.
Swarms v15 'Akira': Dynamic Tool Loading, a Real Agent Harness, and Typed Chat Turns
The complete technical changelog for Swarms v15, code-named Akira. A DynamicToolLoader defers tool schemas behind a searchable catalog so a fifty-tool agent sends one schema, the autonomous agent harness ships sixteen working built-in tools with an honest transcript and a mutable plan, every multi-agent structure now delivers context as typed chat turns instead of one flattened blob, and 27 dead modules are gone. Every new feature, improvement, and bug fix from July 29 to September 1, 2026, day by day.
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.