Documentation
Everything you need to build, deploy, and scale AI agent workflows with SwarmAI.
Getting Started
Build your first AI swarm in 5 minutes. Agents, tasks, processes, and tools.
YAML DSL Guide
Define workflows declaratively in YAML. Zero Java code required.
Enterprise Features
Multi-tenancy, governance gates, budget tracking, RBAC, and audit trail.
API Keys Setup
Configure OpenAI, Anthropic, Ollama, and other LLM provider API keys.
Docker Deployment
Run SwarmAI in Docker with Redis, PostgreSQL, and ChromaDB.
Module Reference
SwarmAI is organized into 8 focused Maven modules
swarmai-coreAgents, tasks, processes, state, skills, memory, knowledge, budget, governance, observability
swarmai-tools46 built-in tools: web search, PDF, CSV, shell, HTTP, email, SEC filings, CVE/OSV lookup, GitHub PR
swarmai-dslYAML DSL parser & compiler for declarative workflow definitions
swarmai-rlLightweight RL: contextual bandits, Thompson sampling, heuristic policies
swarmai-enterpriseMulti-tenancy, deep RL (DQN), advanced governance, RBAC, audit, billing
swarmai-evalSelf-evaluation swarm, competitive benchmarks, value scoring, regression detection
swarmai-studioWeb dashboard for workflow monitoring, event replay, and debugging
swarmai-bomBill of Materials for dependency version alignment
Quick Start
<!-- Add to your pom.xml -->
<dependency>
<groupId>ai.intelliswarm</groupId>
<artifactId>swarmai-core</artifactId>
<version>1.0.28</version>
</dependency>Guides & References
Migrating to SwarmAI
How to adopt SwarmAI in an existing Java application — what changes, what stays, and how to move an existing agent workflow across.
API Keys Setup
Configure model-provider and tool API keys for SwarmAI — which keys each provider and built-in tool requires, and where to set them.
Running SwarmAI with Docker and Ollama
Run a complete agentic workflow in Docker with local Ollama models — no cloud API key required.
RFC 001 — Federated Policy Improvement
Design proposal for federated policy improvement: how SwarmAI deployments contribute learned improvements without sharing workflow content.
SwarmAI 1.0.29 Release Notes
Skill sandbox, prompt-injection defence, memory retrieval and policy correctness in SwarmAI 1.0.29.
SwarmAI 1.0.24 Release Notes
What changed in SwarmAI 1.0.24.
SwarmAI 1.0.23 Release Notes
What changed in SwarmAI 1.0.23 — Docker-backed tools.