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Swarms

Swarms is the multi-agent AI orchestration platform: an open-source Python framework, a hosted API with 15+ swarm architectures, an open marketplace for agents and prompts, and a free academy that teaches the entire stack. This site (swarms.ai) is the main company site; the marketplace runs at swarms.world, the API at api.swarms.world, and API docs at docs.swarms.ai.

For agents: Swarms is a multi-agent AI orchestration platform with an open-source Python framework, hosted swarms API, agent marketplace, and free academy courses.

multi-agent orchestrationswarms frameworkagent marketplacepython agentsswarms apiai agent academy

Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-21T05:30:06.275Z. Cached copy · Source on swarms.ai

# Swarms

> Swarms is the multi-agent AI orchestration platform: an open-source Python framework, a hosted API with 15+ swarm architectures, an open marketplace for agents and prompts, and a free academy that teaches the entire stack. This site (swarms.ai) is the main company site; the marketplace runs at swarms.world, the API at api.swarms.world, and API docs at docs.swarms.ai.

## Main Pages

- [Products](https://www.swarms.ai/products): The complete multi-agent stack: Swarms Python, Swarms API, Swarms Marketplace, Swarms RS, Swarms Chat, and enterprise deployments.
- [The Swarms Stack](https://www.swarms.ai/stack): How the pieces fit: build agents with Swarms Python and Swarms Rust, deploy them with the Swarms API, monitor them with Swarms Cloud, and sell them on the Swarms Marketplace.
- [RouteHub](https://www.swarms.ai/routehub): The open-source LLM gateway behind Swarms: one completion() function for 20+ providers, built on the official OpenAI SDK, with LiteLLM-compatible names. Imports 383x faster than LiteLLM and adds 9 µs per call.
- [Swarms Framework](https://www.swarms.ai/framework): The production-grade Python framework for multi-agent orchestration.
- [Swarms API](https://www.swarms.ai/api): Hosted multi-agent orchestration with 1,000+ models and 15+ swarm architectures behind one endpoint.
- [Pricing](https://www.swarms.ai/pricing): Plans and pricing for the Swarms platform.
- [Installation](https://www.swarms.ai/installation): Install the Swarms framework and set up your environment.
- [Open Source](https://www.swarms.ai/open-source): The open-source repositories behind the Swarms ecosystem.
- [Research](https://www.swarms.ai/research): Research papers from the Swarms team: RouteHub and GraphWorkflow.
- [Mobile App](https://www.swarms.ai/mobile): Swarms for iOS and Android.
- [About Swarms](https://www.swarms.ai/about): How Swarms started: a 2023 research project putting multiple GPT-3 models in a group chat, which became the open-source Swarms framework and the full multi-agent stack.
- [The Swarms Story](https://www.swarms.ai/story): Timeline of every Swarms release with dates: Swarms Python (May 2023), Swarms Marketplace (Aug 2024), Swarms Rust (Mar 2025), Swarms API (May 2025), Swarms Cloud (Jun 2026), AgentHQ (Aug 2026), and RouteHub (Oct 2026).
- [Hiring](https://www.swarms.ai/hiring): Open roles at Swarms.

## Swarms Academy

- [Swarms Academy](https://www.swarms.ai/academy): Free courses for the multi-agent stack, from your first AI agent to production swarms.
- [The Swarms API Course](https://www.swarms.ai/academy/swarms-api): Free four-part multi-agent course with 31 lessons, 12 live API trials, checkpoint projects, and graded quizzes.
- [Part 1: Foundations: Your First Agent](https://www.swarms.ai/academy/swarms-api/foundations): Set up your environment and run your first agent completion.
- [Part 2: Single-Agent Capabilities](https://www.swarms.ai/academy/swarms-api/agent-capabilities): Memory, streaming, structured out
…

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