Swarms

Swarms

Open Source(Apache-2.0)
Verified
AI-Native

Multi-Agent Framework & Agent Marketplace

SOC 2 Type II
GDPR
HIPAA
ISO 27001
Public status page
+9
Last updated: Nov 3, 2026
Open Source
Visit Site7.2k
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swarms.ai
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Quick Answer

AI

Swarms is a multi-agent framework and orchestration platform for building, deploying, and monetizing AI agents. It supports over 1,000 models and 15+ multi-agent topologies, offering a comprehensive stack for autonomous systems. Swarms is ideal for developers and enterprises building production-grade AI agents. Free tier available; Pro from $19.99/month.

About SwarmsAI

Swarms is an open-source, full-stack agent infrastructure platform for building, deploying, and monetizing multi-agent systems. It provides frameworks in Python and Rust, a hosted API, and a marketplace for agents, prompts, and tools. Swarms offers enterprise-grade security, compliance, and custom deployment options for demanding AI workloads.

What Makes It UniqueAI

Swarms provides a complete end-to-end stack for multi-agent systems, including open-source frameworks, a hosted API, and a marketplace for buying and selling agents, prompts, and tools, with native support for MCP servers.

AI-extracted from public sources. May contain errors. Methodology · Report an error

Decision Intelligence

Best For

AI
Teams shipping production-grade autonomous systems
Developers building multi-agent systems in Python or Rust
Organizations looking to monetize AI agents and prompts
Enterprises requiring dedicated infrastructure and compliance
Pricing Overview

Type

Open Source

Free Trial

No

Credit Card

Not Required

Free Plan

Yes

Dimension Scores

· 6.2 avg

How good it is, across universal quality axes

Ease of Use1/10
Customization8/10
Support10/10
Integration8/10
Compliance & Data Protection5/10
Performance5/10
AI-scored from up to 37 public sources, reviewed by a person·High confidenceHow we score

Task Scores

· 7.8 avg

What it can do, per category it works in · showing 10 of 10 tasks scoring 5+

Agent Coordination9/10
Workflow Orchestration9/10
Role Definition8/10
Task Decomposition8/10
Inter Agent Communication8/10
Scalability Throughput8/10
Tool Use Delegation7/10
State Management7/10
Error Recovery7/10
Observability7/10

Scores are AI-estimated from publicly available data — not an independent test or a verified user rating. How we rank →

Capabilities
Chat
Vision
Browsing
Agent
Code
Writing
Summarization
Search
Categories
Multi Agent Systems
Developer Platform
LimitationsAI
  • -AgentHQ is currently in pre-beta with a waitlist for early access
Fit Score

Complexity

Advanced

Company Size

Solo
Small
Medium
Enterprise

Target Team Size

Individual
Small Team
Large Team

Target Skill Level

Intermediate
Expert
Technical Specifications
SDK Available
MCP Compatible
Team Features
Webhook Support (unknown)
Has Demo
Function Calling
Sandbox Mode (unknown)
Audit Logs
No Signup
Works Offline
Requires Host App
Framework
MCP Server
Inference API
MCP transport:
Streamable HTTP
Developer Access
SDK
Python
TypeScript
Go
Java
→ Package
Deployment:
Self Hosted
MCP Servers:
DeepWiki
GitMCP
Microsoft Learn
Exa
Firecrawl
Hugging Face
Semgrep
Compliance, Privacy & Trust
GDPR: Stated by vendor
SOC 2: Stated by vendor
Type II
HIPAA: Stated by vendor
ISO 27001: Stated by vendor
Privacy & data handling
Trains on user data: Yes
Opt-out available
Data retention: Unknown
Data deletion: Upon Request
Copyright policy: Opt Out
Human review:
Recommended

The Model(s) Behind It

Model details — extracted from public vendor sources by our pipeline (AI extraction plus a source check) or admin-entered. Shown as claimed by the vendor; not independently audited by Intelloro.

Powered By
Bring your own model — use your own API key or endpoint
Training Data Provenance
Not disclosed
Relevant to EU AI Act Art. 53 / Annex XI (GPAI)
Integrations & Connections
20 connections
S
C
C
L
+16
ChatGPT
ChatGPT

Chat, Work, Create & Code with AI

Claude Code
Claude Code

Code faster with an agentic AI assistant that understands your codebase.

LangChain Agents
LangChain Agents

Observe, Evaluate, and Deploy Reliable AI Agents

LA
LangChainNative

Backwards compatibility with LangChain framework

AU
AutoGenNative

Backwards compatibility with AutoGen framework

OP
OpenAIAPI

Integrates with OpenAI models (GPT-4o, o-series)

AN
AnthropicAPI

Integrates with Anthropic models (Claude)

GO
GoogleAPI

Integrates with Google models (Gemini)

Auto-updated

Video

Trust Score

75/100

Very Good

Based on 12 data signals

Confidence: High

Reflects publicly available data, not an independent audit

Compliance & Verified38/38
VerifiedYes
GDPRYes
SOC 2 reportYes
Open-source licenseApache-2.0
SOC 2 Type IIYes
ISO 27001/27701/42001Yes
HIPAAYes
Human ReviewYes
Operational25/25
Status PageYes
Data ResidencyGlobal
Reliability7/10
Uptime (measured)99.82%
Company17/17
Company ListedYes
Health—

Not yet checked

AI-Assisted Data

Some details are AI-generated estimates — verify with the vendor.

AI-generated estimate: Best For, Description, Limitations, Quick Answer, What Makes Unique

How we source data

AI Governance & Regulatory Disclosures

Legally-sensitive fields — extracted from public vendor sources by our pipeline (AI extraction plus a source check) or admin-entered. Shown as claimed by the vendor; not independently audited by Intelloro.

EU AI Act Risk Tier
Unclassified

Switching & Migration

Migration Difficulty
Moderate Effort
Support:
Email
Discord
Community Forum
Help Center
Documentation
Enterprise
API Access
Open Source
npm46/mo
PyPI7.1K/mo

Monthly download counts from npm and PyPI (PyPI data under CC BY 4.0).

Quick Stats
CategoryAI Agent Builders
Base ModelGPT-4o mini +4
PlatformsAPI, Web
Integrations17
LaunchedMay 2023
VerifiedNov 2026
Company & Links
CompanyThe Swarms Corporation
Founded2023
Based inUnited States
Last major updateOct 2026
DocumentationChangelog
LinkedInTwitter/XDiscordYouTube
All Features
Multi-agent architectures (hierarchical, sequential, parallel)
Agent-to-agent communication protocols
Ultra-optimized Rust runtime
Sophisticated multi-agent memory systems
Advanced simulation environments
Enterprise security and compliance features
Swarms Python framework with LangChain and AutoGen compatibility
Swarms API for cloud deployment and scaling
Pricing Plans
Free
Free
  • Sign-up bonus credits
  • Pay-per-use API access
  • 100 requests / minute
  • 1,200 requests / day
  • 200K tokens per agent
  • Marketplace access
    • Pro
    $19.99/month
  • Everything in Free
  • Global availability zones
  • Exclusive multi-agent architectures
  • Accelerated hardware
  • API telemetry platform
  • Priority queue access
    • Most Popular
    Premium
    $100/month
  • Everything in Pro
  • 2,000 requests / minute
  • 100,000 requests / day
  • 2M tokens per agent
  • 500 agents per batch
  • Premium models access
    • Enterprise
    Custom
  • Custom rate limits — no caps
  • Dedicated infrastructure
  • On-premise & VPC deployment
  • Custom SLAs & uptime guarantees
  • Dedicated solutions engineer
  • Onsite training & onboarding

    • Pricing verified from the vendor pricing page.

    User Reviews

    No reviews yet. Be the first to review!

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    Who It's For
    4 roles
    Software DevelopersComputer ProgrammersWeb Developers+1 more
    Platform, Content & Languages
    3 content types
    2 languages
    CodeTextImageEnglishChinese+8 more

    Content Types

    Code
    Text
    Image

    Accepts

    Text
    Image
    Code
    URL
    API

    Produces

    Text
    Code
    JSON
    Languages: English, Chinese

    Frequently Asked Questions

    What can Swarms do?

    Swarms can: Multi-agent architectures (hierarchical, sequential, parallel), Agent-to-agent communication protocols, Ultra-optimized Rust runtime, Sophisticated multi-agent memory systems. Best for: Teams shipping production-grade autonomous systems.

    How much does Swarms cost?

    Swarms is open source and free to self-host. Cloud hosting options may have separate pricing.

    Is Swarms free?

    Yes, Swarms is open source and free to self-host. Managed hosting may carry separate costs.

    What makes Swarms unique?

    Swarms provides a complete end-to-end stack for multi-agent systems, including open-source frameworks, a hosted API, and a marketplace for buying and selling agents, prompts, and tools, with native support for MCP servers.

    Does Swarms have an API?

    Yes, Swarms offers a public API for developers to integrate its capabilities into custom applications and workflows.

    What platforms does Swarms support?

    Swarms is available on API and web.

    What languages does Swarms support?

    Swarms supports 2 languages: English, Chinese.

    Does Swarms work offline?

    Yes, Swarms supports offline use — you can run it without an active internet connection.

    Who is Swarms for?

    Swarms is designed for Teams shipping production-grade autonomous systems; Developers building multi-agent systems in Python or Rust; Organizations looking to monetize AI agents and prompts.