AgentSwarms

AgentSwarms is a learning and prototyping platform for agentic AI. It lets users build real agents and multi-agent swarms, run them against real models, and study the traces in a browser-based environment. The platform combines a structured curriculum with a working lab, mapping every concept to a runnable template, swarm, or notebook.

The platform is available in two forms: a hosted learning site and a self-hosted full AI data platform. The hosted site provides guided tracks, runnable notebooks, a multi-provider playground, and a community feed. The self-hosted version unifies agents, data, analytics, and ML on users’ own cloud or on-prem infrastructure, with data foundation features like ETL pipelines, lakehouse tables, BI dashboards, and ML workflows.

AgentSwarms offers a range of capabilities including an agent builder, multi-agent swarms, voice agents, embeddings, and an iframe embed option for websites. It emphasizes HITL approvals, budget caps, traces, and a model gateway that supports multiple providers. The platform also includes templates, a swarm canvas, notebooks, traces, and a certification track to accompany learning and experimentation.

It also mentions future Pro plans with higher limits and continued free tier, alongside deployment options via Docker on various clouds or on-premises, and support for different providers and integrations.