DevTeam Orchestrator

Production-grade AI agent orchestration platform. Deploy, manage, and scale AI agents across distributed infrastructure with DAG workflows, human-in-the-loop approvals, and multi-model routing.

DevTeam Orchestrator v1.0 is now available. Get started in 5 minutes.

What is DevTeam Orchestrator?

DevTeam Orchestrator is a platform for running AI agents at scale. It provides:

DAG Workflows -- Define complex multi-step agent pipelines as directed acyclic graphs. Each node can use a different model, tool, or data source.
Human-in-the-Loop (HITL) -- Route high-stakes decisions to human reviewers with configurable confidence thresholds, timeout escalation, and notification channels.
Multi-Model Routing -- Automatically select the best model for each task based on cost, latency, and capability. Supports Claude, GPT, Gemini, Llama, and 100+ models via OpenRouter.
Template System -- Pre-built industry-specific workflow templates for legal, finance, DevOps, and more. Deploy complex agent pipelines in a single command.
Distributed Workers -- Run agent workers on any machine in your cluster. Workers auto-register, accept tasks from Temporal queues, and report health via heartbeat.
Real-Time Dashboard -- Monitor agent status, task progress, queue depths, and resource usage through a live WebSocket-powered dashboard.

Architecture Overview

                          +------------------------+
                          |   Dashboard (Svelte)   |
                          |   doc.devteam.marsala   |
                          +----------+-------------+
                                     |
                                     | WebSocket + REST
                                     v
+------------------+      +----------+-------------+      +------------------+
|   SDK / CLI      | ---> |   API Server (Express) | ---> |   Temporal       |
|   devteam-sdk   |      |   devteam.marsala.dev  |      |   Workflow Engine |
+------------------+      +----------+-------------+      +--------+---------+
                                     |                              |
                          +----------+-------------+      +---------+----------+
                          |   PostgreSQL           |      |   Worker Nodes     |
                          |   Tasks, Plans, HITL   |      |   GPU / CPU pools  |
                          +------------------------+      +--------------------+
                                                                    |
                                                          +---------+----------+
                                                          |   Weaviate RAG     |
                                                          |   Vector Search    |
                                                          +--------------------+

Quick Example

import { DevTeamClient } from 'devteam-sdk';
 
const client = new DevTeamClient({
  apiUrl: 'https://devteam.marsala.dev',
  apiKey: process.env.DEVTEAM_API_KEY,
});
 
// Create a DAG workflow
const plan = await client.createPlan({
  name: 'contract-review',
  steps: [
    { id: 'extract', prompt: 'Extract key clauses from this contract', model: 'sonnet' },
    { id: 'analyze', prompt: 'Analyze risks in these clauses', model: 'opus', dependsOn: ['extract'] },
    { id: 'report', prompt: 'Generate executive summary', model: 'sonnet', dependsOn: ['analyze'] },
  ],
});
 
// Execute with HITL approval on high-risk steps
const result = await client.executePlan(plan.id, {
  input: { contract: contractText },
  hitl: { requiredFor: ['analyze'], confidenceThreshold: 0.85 },
});

Key Concepts

Tasks Plans (DAGs)Fan-Out HITL Approvals Templates REST API

Supported Models

Provider	Models	Routing Key
Anthropic	Claude Opus 4.6, Sonnet 4, Haiku 3.5	`opus`, `sonnet`, `haiku`
OpenAI	GPT-4o, GPT-4o-mini	`gpt4o`, `gpt4o-mini`
Google	Gemini 2.0 Flash, Gemini 2.0 Pro	`gemini-flash`, `gemini-pro`
Meta	Llama 3.3 70B, Llama 4 Maverick	`llama-70b`, `llama-maverick`
Local	Any Ollama model	`ollama:<model-name>`
OpenRouter	400+ models	`openrouter:<model-id>`

Next Steps

Quick Start -- Get running in 5 minutes
SDK Reference -- Full TypeScript API documentation
CLI Reference -- Command-line interface guide
Template Gallery -- Browse pre-built workflow templates
Deployment Guide -- Production deployment patterns

Quick Start