Skip to main content

Documentation Index

Fetch the complete documentation index at: https://docs.swarms.world/llms.txt

Use this file to discover all available pages before exploring further.

The Swarms ecosystem represents the most comprehensive, production-ready multi-agent AI platform available today. From the flagship Python framework to high-performance Rust implementations and client libraries spanning every major programming language, we provide enterprise-grade tools that power the next generation of agentic applications.

Python

ProductDescriptionStatusRepository
Swarms Python FrameworkThe core multi-agent orchestration framework for Python. Enables building, managing, and scaling complex agentic systems with robust abstractions, workflows, and integrations.Productionswarms
Python API ClientOfficial Python SDK for interacting with Swarms Cloud and remote agent infrastructure. Simplifies API calls, authentication, and integration into Python applications.Productionswarms-sdk
Swarms ToolsA comprehensive library of prebuilt tools for various domains, including finance, social media, data processing, and more. Accelerates agent development by providing ready-to-use capabilities.Productionswarms-tools
Swarms MemoryA robust library of memory structures and data loaders for RAG processing. Provides advanced memory management, vector stores, and integration with agentic workflows.Productionswarms-memory

Rust

ProductDescriptionStatusRepository
Swarms Rust FrameworkHigh-performance, memory-safe multi-agent orchestration framework written in Rust. Designed for demanding production environments and seamless integration with Rust-based systems.Productionswarms-rs
Rust ClientOfficial Rust client library for connecting to Swarms Cloud and orchestrating agents from Rust applications.Q2 2025In Development

API Clients (Multi-Language)

Language/PlatformDescriptionStatusRepository
TypeScript/Node.jsOfficial TypeScript/Node.js SDK for Swarms Cloud. Enables seamless integration of agentic workflows into JavaScript and TypeScript applications.Productionswarms-ts
GoGo client library for Swarms Cloud, providing native APIs to manage, orchestrate, and interact with agents in distributed systems.Productionswarms-client-go
JavaJava SDK for Swarms Cloud, allowing enterprise Java applications to leverage multi-agent orchestration.Productionswarms-java
KotlinNative Kotlin client for Swarms Cloud, designed for modern JVM and Android applications.Q2 2025In Development
RubyRuby SDK for Swarms Cloud, enabling Ruby and Rails developers to connect, manage, and orchestrate agents.Q2 2025In Development
C#/.NETOfficial C#/.NET client library for Swarms Cloud, providing .NET developers with tools to integrate agentic workflows.Q3 2025In Development

Why Choose the Swarms Ecosystem?

FeatureDescription
Production ReadyBattle-tested in enterprise environments with 99.9%+ uptime
Scalable InfrastructureHandle millions of agent interactions with automatic scaling
Security FirstEnd-to-end encryption, API key management, and enterprise compliance
ObservabilityComprehensive logging, monitoring, and debugging capabilities
Multiple Language SupportNative clients for every major programming language
Unified APIConsistent interface across all platforms and languages
Rich DocumentationComprehensive guides, tutorials, and API references
Active Community24/7 support through Discord, GitHub, and direct channels
High ThroughputProcess thousands of concurrent agent requests
Low LatencyOptimized for real-time applications and user experiences
Fault ToleranceAutomatic retries, circuit breakers, and graceful degradation
Multi-CloudDeploy on AWS, GCP, Azure, or on-premises infrastructure