We're building the school for Agentic AI.
AgentSwarms is an interactive, education-first platform for anyone who wants to actually understand — and ship — agents, tools, guardrails, and multi-agent swarms.
Our mission
Most people learning Agentic AI today read scattered blog posts, watch YouTube demos, then get stuck the moment they try to build something real. We're closing that gap with a single, guided, hands-on environment where every concept comes paired with a runnable example you can fork and remix.
What makes AgentSwarms different
Learning is the product
Most agent builders ship a canvas and call it a day. We start from the lesson — every node, every template, every tour exists to teach a concept that maps to real production systems.
Concepts, then clicks
You read a one-page explainer, then run the exact pattern live: RAG, tool use, planner-executor, HITL, multi-agent swarms, text-to-SQL. No copy-pasting from random tutorials.
Production realism, not toy demos
Approvals, budgets, traces, RLS-protected SQL agents, table allow-lists. The platform mirrors patterns used inside Uber QueryGPT, Snowflake Cortex, Salesforce Agentforce.
Built for the agentic AI community
Publish your swarms and agents to a public community feed. Remix others, learn faster, ship together.
How we compare to Langflow, Dify, and the rest
Those are great tools. We're not trying to replace them — we're the layer that gets you ready to use them.
vs Langflow / Flowise
Them
Visual LangChain pipeline builders. Powerful, but assume you already know what RAG, planners, and tool use are.
AgentSwarms
We teach those concepts first with guided lessons, then let you build them — so the visual canvas actually makes sense.
vs Dify
Them
Production AI app platform with strong RAG and team workflows. Dense and operationally focused.
AgentSwarms
We optimize for understanding: every template ships with a step-by-step tour, glossary entry, and case study.
vs Closed courses (Udacity, Coursera)
Them
Linear video lessons with sandboxed code. Great theory; weak hands-on environments.
AgentSwarms
Lessons are wired into a real, multi-provider playground. You read, click, run, and remix in one place.
Everything ships in one place
- 6+ guided lesson modules from prompts to multi-agent swarms
- Runnable templates: RAG bot, SQL analyst, RevOps swarm, planner-executor
- Multi-provider model gateway: OpenAI, Anthropic, Gemini, Bedrock, Azure, OCI, Qwen, Grok
- Built-in HITL approvals inbox + per-agent budget caps
- Text-to-SQL agents with AST validation and table allow-listing
- Community marketplace — publish, remix, like agents and swarms
- Trace inspector with token, latency, and cost per call
- 0 setup to start (Learn Mode) — bring your own API keys when you scale (Build Mode)