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Orchestrate swarms of Claude subagents with natural language

Project description

MAOS - Multi-Agent Orchestration System v0.3.2

Orchestrate swarms of Claude agents with natural language - now with TRUE parallel execution!

๐Ÿš€ What's New in v0.3.2

Bug Fix Release:

  • โœ… Fixed foreign key constraint issue in message bus
  • โœ… Agents now properly created in database before messaging
  • โœ… Prevents duplicate agent creation in database

๐Ÿ“ฆ What's New in v0.3.1

Bug Fix Release:

  • โœ… Fixed SQLite Row conversion issue for Python 3.13 compatibility
  • โœ… Proper dictionary conversion from aiosqlite Row objects
  • โœ… All database queries now return proper dictionaries

๐Ÿ“ฆ What's New in v0.3.0

Complete Orchestration System:

  • โœ… SQLite Persistence - All data stored in a robust database
  • โœ… Task Decomposition - Automatically breaks tasks into parallel subtasks
  • โœ… Session Management - Resume conversations, save/restore checkpoints
  • โœ… Inter-Agent Communication - Agents coordinate and share information
  • โœ… Smart Agent Allocation - Reuses existing agents when possible
  • โœ… Real SDK Mode - Spawns Claude with -p for actual task execution

What MAOS Does

MAOS orchestrates multiple Claude CLI instances to work on complex tasks in parallel:

User: "Implement the requirements in prd.md"

MAOS:
โ”œโ”€ Analyzes requirements
โ”œโ”€ Decomposes into subtasks
โ”œโ”€ Allocates agents (creates new or reuses existing)
โ”œโ”€ Executes tasks in parallel batches
โ””โ”€ Coordinates inter-agent communication

Installation

# Install with pipx (recommended)
pipx install maos-cli

# Or with pip
pip install maos-cli

Quick Start

1. Basic Chat Interface

# Start the orchestrator
maos chat

# Now use natural language
MAOS> Build a REST API with authentication

2. How It Works

When you give MAOS a task, it:

  1. Decomposes - Breaks your request into parallel subtasks
  2. Proposes Agents - Shows which agents it will create/reuse
  3. Gets Approval - You approve the execution plan
  4. Executes - Spawns Claude processes in SDK mode
  5. Coordinates - Manages inter-agent communication
  6. Reports - Shows progress and results

3. Example Session

MAOS> Implement the requirements in prd.md

Analyzing request and creating task plan...
Determining agent allocation...

โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•
              Agent Allocation
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Agent allocation proposal:
  โ€ข Creating 3 new agents
  โ€ข Reusing 2 existing agents

  NEW: architect-a3f2b1c8 (architect)
    โ†’ Design system architecture based on PRD
  NEW: developer-b4d5c2e9 (developer)  
    โ†’ Implement backend services according to PRD
  NEW: tester-c6e7d3fa (tester)
    โ†’ Write comprehensive tests for PRD features
  REUSE: security-auditor [session: 4d5e6f7a]
    โ†’ Review for security vulnerabilities
  REUSE: reviewer [session: 8b9c0d1e]
    โ†’ Review code quality and standards
โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•

Estimated duration: 10.0 minutes
Estimated cost: $0.1500

Proceed with this plan? (y/n): y

Starting execution...
Spawning agents...
  โœ“ Spawned architect-a3f2b1c8
  โœ“ Spawned developer-b4d5c2e9
  โœ“ Spawned tester-c6e7d3fa
  โ†ป Resumed security-auditor
  โ†ป Resumed reviewer

Executing batch 1/3
[Working... Agents collaborating]

๐Ÿ’ก architect-a3f2b1c8 discovered: Database schema requires indexing
โš ๏ธ developer-b4d5c2e9 needs from architect-a3f2b1c8: API endpoint specs

Execution complete!

Features

๐Ÿง  Intelligent Task Decomposition

  • Automatically breaks complex tasks into subtasks
  • Identifies dependencies between tasks
  • Groups tasks for parallel execution

๐Ÿค– Smart Agent Management

  • Creates specialized agents for different task types
  • Reuses existing agents when appropriate
  • Manages Claude sessions with SDK mode (claude -p)

๐Ÿ’ฌ Inter-Agent Communication

  • Agents can send messages to each other
  • Broadcast discoveries to all agents
  • Request dependencies from other agents

๐Ÿ’พ Persistence & Checkpoints

  • SQLite database stores all orchestration data
  • Save/restore checkpoints for long-running tasks
  • Resume sessions across multiple days

๐Ÿ“Š Real-Time Monitoring

  • Track agent progress
  • View inter-agent messages
  • Monitor resource usage

Commands

Natural Language

Just type what you want:

  • "Build a REST API with authentication"
  • "Review and optimize my codebase"
  • "Fix all the failing tests"
  • "Implement the requirements in prd.md"

System Commands

  • status - Show current execution status
  • save checkpoint <name> - Save current state
  • restore <name> - Restore from checkpoint
  • list checkpoints - Show available checkpoints
  • pause - Pause execution
  • resume - Resume execution
  • help - Show available commands
  • exit - Stop all agents and exit

Architecture

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚            Natural Language Input            โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                      โ†“
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚           Orchestrator Brain                 โ”‚
โ”‚  โ€ข Task Decomposer                          โ”‚
โ”‚  โ€ข Agent Allocator                          โ”‚
โ”‚  โ€ข Execution Planner                        โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                      โ†“
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚           Session Manager                    โ”‚
โ”‚  โ€ข Spawn Claude with -p <task>              โ”‚
โ”‚  โ€ข Resume sessions with --resume            โ”‚
โ”‚  โ€ข Manage process lifecycle                 โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                      โ†“
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚         Agent Message Bus                    โ”‚
โ”‚  โ€ข Inter-agent communication                โ”‚
โ”‚  โ€ข Message routing                          โ”‚
โ”‚  โ€ข Discovery broadcasting                   โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                      โ†“
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚         SQLite Persistence                   โ”‚
โ”‚  โ€ข Agents, Sessions, Tasks                  โ”‚
โ”‚  โ€ข Messages, Checkpoints                    โ”‚
โ”‚  โ€ข Complete relational storage              โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

Requirements

  • Python 3.11+
  • Claude CLI (optional, for actual execution)
    npm install -g @anthropic-ai/claude-code
    export ANTHROPIC_API_KEY="your-api-key"
    

Advanced Usage

Auto-Approve Mode

Skip manual approval for agent proposals:

maos chat --auto-approve

Custom Database Location

maos chat --db-path /path/to/my/maos.db

Configuration File

Create .maos/config.yaml:

orchestrator:
  max_agents: 20
  auto_approve: false
  
persistence:
  db_path: ./maos.db
  
session:
  max_turns: 10
  timeout: 600

Troubleshooting

Claude CLI Not Found

MAOS works without Claude CLI - it creates agent definition files. To actually run agents, install Claude:

npm install -g @anthropic-ai/claude-code

Database Errors

Delete the database to start fresh:

rm maos.db

Session Issues

List and manage sessions:

MAOS> status
MAOS> list checkpoints
MAOS> restore <checkpoint-name>

Examples

Code Review

MAOS> Review all Python files for security issues and performance problems

[Creates security-auditor and performance-optimizer agents]
[Runs them in parallel across your codebase]
[Reports findings with specific file locations]

Test Generation

MAOS> Generate comprehensive tests for all modules

[Creates multiple tester agents]
[Each handles different modules in parallel]
[Produces test files with high coverage]

Documentation

MAOS> Document all public APIs and create a user guide

[Creates documentation-writer agents]
[Analyzes code and generates docs]
[Produces markdown documentation]

Version History

  • v0.3.2 - Fixed foreign key constraint issue in message bus
  • v0.3.1 - Fixed SQLite Row conversion for Python 3.13 compatibility
  • v0.3.0 - Complete orchestration with SQLite, parallel execution, checkpoints
  • v0.2.6 - Fixed agent spawning, improved natural language
  • v0.2.0 - Added Claude CLI integration
  • v0.1.0 - Initial release with agent definitions

Contributing

PRs welcome! Check out our contribution guidelines.

License

MIT - See LICENSE file

Support


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