Core capabilities
Discover the powerful features that make Swarms the world's most advanced multi-agent API platform
Multi-agent architectures
Support for concurrent, sequential, hierarchical, and custom multi-agent workflow patterns
Supported Architectures:
Multi-agent architectures
Support for concurrent, sequential, hierarchical, and custom multi-agent workflow patterns
Multi-agent memory
Persistent and shared memory systems enabling agents to collaborate and learn from interactions
Multi-agent memory
Persistent and shared memory systems enabling agents to collaborate and learn from interactions
Pre-built tools ecosystem
Ready-to-use tools including search, web scraping, Yahoo Finance, and dozens of other integrations
Available Tools:
Pre-built tools ecosystem
Ready-to-use tools including search, web scraping, Yahoo Finance, and dozens of other integrations
Orchestration handled
We handle all the complex orchestration logic - you focus on building and configuring your agents
Orchestration handled
We handle all the complex orchestration logic - you focus on building and configuring your agents
World's only multi-agent API
The first and only comprehensive multi-agent orchestration API platform available globally
World's only multi-agent API
The first and only comprehensive multi-agent orchestration API platform available globally
600+ model support
Support for leading AI models including OpenAI, Anthropic, Gemini, and hundreds of others for maximum flexibility
Supported Models:
600+ model support
Support for leading AI models including OpenAI, Anthropic, Gemini, and hundreds of others for maximum flexibility
MCP protocol integration
Model Context Protocol enables seamless integration with any platform including Notion, Supabase, and countless other tools
MCP Integrations:
MCP protocol integration
Model Context Protocol enables seamless integration with any platform including Notion, Supabase, and countless other tools
Streaming support
Real-time streaming responses for immediate feedback and enhanced user experience
Streaming support
Real-time streaming responses for immediate feedback and enhanced user experience
100 agents per request
Scale from 100 agents per request on free tier to unlimited enterprise deployments
100 agents per request
Scale from 100 agents per request on free tier to unlimited enterprise deployments
Rust-optimized performance
100x speed increase over raw Python with sub-millisecond initialization and enterprise-grade reliability
Rust-optimized performance
100x speed increase over raw Python with sub-millisecond initialization and enterprise-grade reliability
Enterprise infrastructure
Enterprise-grade infrastructure and reliability with advanced security and fault tolerance
Enterprise infrastructure
Enterprise-grade infrastructure and reliability with advanced security and fault tolerance
Multi-region deployment
Global infrastructure with multi-region deployment for optimal performance and reliability
Multi-region deployment
Global infrastructure with multi-region deployment for optimal performance and reliability
Extensive telemetry & logging
Comprehensive monitoring, detailed analytics, and real-time logging for complete observability
Extensive telemetry & logging
Comprehensive monitoring, detailed analytics, and real-time logging for complete observability
Performance specifications
Enterprise-grade performance metrics that scale with your needs
Sub-millisecond initialization
Agent runtime starts in under 1ms for instant response
Concurrent agents
Handle thousands of simultaneous agent operations
Zero-copy data passing
Memory-efficient inter-agent communication
Fault tolerance
Automatic retry with exponential backoff
Integration guide
Follow our focused step-by-step guide to start building with the world's most advanced multi-agent API
Install SDK or client
Choose and install your preferred Swarms client library to get started with the world's most advanced multi-agent API.
# Install the Python client
pip install swarms-client
# Or with poetry
poetry add swarms-client
# Or with conda
conda install -c conda-forge swarms-client
# Verify installation
python -c "import swarms_client; print('✅ swarms-client installed successfully!')"
# Available at: https://github.com/The-Swarm-Corporation/swarms-clientGet your API key
Create your account and generate your API key from the Swarms platform to authenticate your requests.
# 1. Visit the Swarms platform
https://swarms.world/platform/api-keys
# 2. Sign up for a free account
- Create your account
- Verify your email
- Navigate to API keys section
# 3. Generate your API key
- Click "Create API Key"
- Give it a descriptive name
- Copy and securely store your key
# 4. Set as environment variable
export SWARMS_API_KEY="your_api_key_here"Run your agent
Initialize the client and run your first agent to start building with the Swarms multi-agent platform.
import os
from swarms_client import SwarmsClient
# Initialize the Swarms client
client = SwarmsClient(
api_key=os.getenv("SWARMS_API_KEY")
)
# Define your agent
agent_config = {
"agent_name": "Research Assistant",
"description": "A helpful research assistant",
"system_prompt": "You are a helpful research assistant that provides accurate and detailed information.",
"model_name": "gpt-4o",
"max_tokens": 4000,
"temperature": 0.7
}
# Run your agent
response = client.agents.run(
agent_config=agent_config,
task="Explain the benefits of multi-agent AI systems"
)
print("Agent Response:")
print(response)Developer resources
Everything you need to get started with the world's most advanced multi-agent API
Free tier
Pay as you go • Perfect for getting started
Premium tier
Best for growing businesses
On-Premise
Run on your own infrastructure
Enterprise
Unlimited scalability
Frequently asked questions
Everything you need to know about Swarms API pricing, features, and implementation
What makes Swarms API different from other AI APIs?
Swarms API is the world's only comprehensive multi-agent orchestration platform. Unlike single-agent APIs, we handle complex multi-agent workflows, memory management, and tool integration out of the box. Our Rust-optimized infrastructure delivers 100x faster performance than traditional Python-based solutions.
How does pricing work for the Premium tier?
Premium tier is $100 per user per month. This includes significantly increased rate limits (2,000 req/min), 2M tokens per agent, 500 agents per batch, 24/7 premium support through email, calls, and Discord channels, latest access to new features, closest availability zone priority, and many more enterprise features.
What kind of support do Premium users get?
Premium users receive 24/7 premium support through multiple channels: dedicated email support with faster response times, scheduled phone/video calls with our technical team, access to exclusive Discord channels with direct engineer support, and priority handling for all technical issues.
Can I start with the free tier and upgrade later?
Absolutely! You can start with our generous free tier (100 req/min, 200K tokens/agent, 100 agents/request) and upgrade to Premium at any time. Your API keys remain the same, and the upgrade takes effect immediately with no downtime.
What models and tools are supported?
We support 600+ AI models including OpenAI (GPT-4, GPT-3.5), Anthropic (Claude), Google (Gemini), and hundreds more. Our pre-built tools ecosystem includes web search, scraping, Yahoo Finance, document processing, and dozens of integrations. Plus, MCP protocol support enables seamless integration with any platform.
How does the multi-agent orchestration work?
Our platform handles complex orchestration patterns including concurrent workflows, sequential pipelines, hierarchical structures, and custom patterns. Agents can share memory, collaborate on tasks, and use tools dynamically. All orchestration logic is managed by our Rust-optimized engine for maximum performance.
Is there an on-premise option?
Yes! Our on-premise license is $9,999/year and includes complete Docker deployment, full source code access, unlimited usage, and 1-year enterprise license with priority support and updates. Perfect for organizations requiring data sovereignty and custom deployments.
What are the rate limits and how do they scale?
Free tier: 100 req/min, Premium: 2,000 req/min, On-premise: unlimited. Rate limits are per API key and reset every minute. Premium users also get priority processing and access to the closest availability zones for optimal performance.
How quickly can I get started?
You can start building in minutes! Simply: 1) Install our SDK (Python, TypeScript, Go, Java), 2) Get your free API key from our platform, 3) Run your first agent. Our quickstart guide and comprehensive documentation make integration seamless.
What happens if I exceed my rate limits?
Requests that exceed rate limits receive a 429 status code with retry-after headers. Free tier users can upgrade to Premium for higher limits, or contact sales for Enterprise solutions with custom limits. Our platform includes automatic retry logic with exponential backoff.
Do you offer custom enterprise solutions?
Yes! Our Enterprise tier offers custom rate limits, unlimited tokens and agents, dedicated infrastructure, custom SLA agreements, white-label options, and direct integration support. Contact our sales team to discuss your specific requirements.
How secure is the Swarms API platform?
We implement enterprise-grade security including encrypted data transmission, secure API key management, comprehensive audit logging, SOC 2 compliance, and multi-region redundancy. On-premise deployments give you complete control over your data and security policies.
Get started now
Start orchestrating intelligent agent swarms today with the world's only multi-agent API platform