agentflow-ai

Multi-Agent Orchestration System for AI-Powered Development

A reusable workspace orchestrator that coordinates multiple AI coding agents (Claude, Codex, OpenCode, etc.) to work in parallel on real projects, while keeping the project repository completely clean of orchestrator files.

project-workspace/
  my-project/          # Real project (stays clean)
  orchestrator-my-project/  # Orchestrator workspace (generated)

🎯 What It Does

• Coordinates multiple AI agents (Claude, Codex, OpenCode, Gemini, Cursor, Abacus) to work simultaneously on your project.
• Real-time monitoring with a modern TUI (Terminal User Interface) that shows live agent status, queue, and progress.
• Automatic task delegation based on agent specialization (analysis, implementation, code review).
• Persistent memory using Engram to maintain context across sessions.
• Spec-Driven Development (SDD) support with OpenSpec for large, multi-phase changes.
• Fallback system that automatically reassigns tasks when an agent fails or reaches rate limits.
• Multi-language support (English and Spanish) for all templates and documentation.

✨ Key Features

1. Sibling Workspace Model

• The orchestrator creates a separate workspace next to your real project.
• Your project repository stays completely clean (no QUEUE.md, logs/, or orchestrator files).
• Agents work on the real project files via absolute paths configured in orchestrator.config.json.

2. Multi-Agent Coordination

Agent	Role	Priority	Notes
Claude-Orchestrator	Session coordinator	-	Never implements code directly; delegates to workers
Codex	Primary implementation	1st choice	Structured tasks, tests, docs
OpenCode	Analysis + Implementation	2nd choice	Uses Mistral Medium 3.5 128B for coding
Claude-Worker (Backend/Frontend)	Fallback implementation	3rd choice	Takes over when Codex/OpenCode fail
Gemini	Code review/audits	Optional	Disabled by default
Cursor/Abacus	Mechanical tasks	Optional	Disabled by default

3. Real-Time Operation

• fs.watch on QUEUE.md: Detects changes in ~1-2 seconds (Linux/macOS: direct file watch; Windows: directory watch fallback).
• Live TUI updates: The dashboard refreshes automatically when tasks are added, started, or completed.
• Instant notifications: Claude-Orchestrator receives alerts in INBOX.md and NOTIFY.md when tasks finish.

4. Smart Task Delegation

• Analysis tasks → Always assigned to OpenCode.
• Implementation tasks → Assigned to Codex (1st) → OpenCode (2nd, if using Mistral Medium 3.5 128B) → Claude-Worker (3rd).
• Fallback chain: Codex → OpenCode → Claude-Worker (automatic).

5. Persistent Memory & SDD

• Engram: Stores decisions, bugs, and findings across sessions.
• OpenSpec: Supports proposal.md, spec.md, design.md, tasks.md, and verify-report.md for large changes.
• Handoffs: Session summaries for continuity.

🚀 Installation

Global CLI (Recommended)

npm i -g @liriraid/agentflow-ai

Local Development

git clone https://github.com/LiriRaid/agentflow-ai.git
cd agentflow-ai
npm install

🛠️ Quick Start

1. Create an Orchestrator Workspace

# Interactive (asks for language)
agentflow init-workspace C:/code/my-project

# Direct (English)
agentflow init-workspace C:/code/my-project --lang en

# Direct (Spanish)
agentflow init-workspace C:/code/mi-proyecto --lang es

This creates a sibling workspace (e.g., orchestrator-my-project/) with all configuration files.

2. Configure Repositories

Edit orchestrator.config.json in the generated workspace:

{
  "repos": {
    "backend": "C:/code/my-backend",
    "frontend": "C:/code/my-frontend"
  }
}

3. Start the TUI

cd orchestrator-my-project
agentflow ink --paused

Controls:

• S: Start/Resume
• P: Pause
• R: Reload queue
• Q: Quit (stops all agents)

4. Launch Claude Code

Open a second terminal in the orchestrator workspace (not the real project):

cd orchestrator-my-project
claude

Then run:

Read ORCHESTRATOR.md and start.

5. Request Work

Examples:

• "Explore this project" → OpenCode analyzes and reports.
• "Add JWT authentication" → OpenCode analyzes, then Codex/OpenCode implement.
• "Refactor the API layer" → OpenCode explores, then workers implement in parallel.

📁 Workspace Structure

The generated workspace includes:

orchestrator-my-project/
├── ORCHESTRATOR.md      # Core rules for the orchestrator session
├── CLAUDE.md            # Routing rules for Claude
├── QUEUE.md             # Active task queue (TASK-NNN | title | agent | ...)
├── ENGRAM.md            # Persistent memory conventions
├── orchestrator.config.json  # Repos, agents, models, and profiles
├── agents/              # Agent-specific instructions
│   ├── BACKEND.md
│   ├── FRONTEND.md
│   ├── CODEX.md
│   └── OPENCODE.md
├── .claude/             # Local Claude skills and config
│   └── skills/          # Orchestrator skills (init, explore, etc.)
├── .codex/              # Codex config
├── .opencode/           # OpenCode config
├── openspec/            # SDD artifacts
│   ├── changes/
│   └── templates/
├── docs/                # Documentation
├── logs/                # Execution logs
├── handoffs/            # Session handoffs
└── progress/            # Agent progress reports

🎛️ Configuration

Agent Configuration (orchestrator.config.json)

{
  "projectName": "My Project",
  "workspaceLanguage": "es",
  "maxConcurrent": 5,
  "pollIntervalSeconds": 5,  // Fallback polling (realtime uses fs.watch)
  "taskTimeoutMinutes": 30,
  "repos": {
    "backend": "C:/code/my-backend",
    "frontend": "C:/code/my-frontend"
  },
  "agentProfiles": {
    "claude": { "enabled": true, "localConfigDir": ".claude" },
    "codex": { "enabled": true, "localConfigDir": ".codex" },
    "opencode": { "enabled": true, "localConfigDir": ".opencode" }
  },
  "agents": {
    "Backend": { "cli": "claude", "defaultRepo": "backend", "model": "sonnet" },
    "Frontend": { "cli": "claude", "defaultRepo": "frontend", "model": "sonnet" },
    "Codex": { "cli": "codex", "defaultRepo": "backend", "model": "gpt-5.5" },
    "OpenCode": { "cli": "opencode", "defaultRepo": "frontend", "model": "auto" }
  }
}

Model Selection

• Use "model": "auto" to let the agent use your default configured model (e.g., Mistral Medium 3.5 128B for OpenCode).
• Specify a model explicitly (e.g., "model": "gpt-5.5") to override.

🔄 Workflow Example

1. User Request: "Add user authentication to the backend."
2. Claude-Orchestrator:
   • Creates TASK-001 (OpenCode): "Analyze current auth system"
   • Waits for OpenCode's report in progress/PROGRESS-OpenCode.md
3. OpenCode:
   • Analyzes the codebase.
   • Writes findings to progress/PROGRESS-OpenCode.md and INBOX.md.
4. Claude-Orchestrator:
   • Reads OpenCode's report.
   • Creates TASK-002 (Codex): "Implement JWT auth" (depends on TASK-001).
5. Codex:
   • Implements the feature.
   • Reports completion in progress/PROGRESS-Codex.md.
6. TUI:
   • Shows real-time updates (task status, agent activity, costs).

📊 Supported Agents & Models

Agent	CLI	Default Model	Implementation?	Notes
Backend	claude	sonnet	✅ Yes	Claude-Worker for backend tasks
Frontend	claude	sonnet	✅ Yes	Claude-Worker for frontend tasks
Codex	codex	gpt-5.5	✅ Yes	Primary implementation
OpenCode	opencode	auto	✅ Yes (with Mistral Medium 3.5 128B)	Secondary implementation
Gemini	gemini	auto	❌ No	Audits/reviews only
Cursor	cursor	auto	❌ No	Bulk edits only
Abacus	abacusai	auto	❌ No	Small focused tasks

🛡️ Safety & Best Practices

• No auto-commits: Agents never run git commit or git push.
• No YOLO by default: Safe permissions mode is enabled unless --yolo is used.
• Claude as reviewer: Claude-Orchestrator validates all work before user approval.
• Clean repos: Project files stay untouched; orchestrator files live in the sibling workspace.
• Fallback safety: Tasks are automatically reassigned if an agent fails.

📚 Documentation

• Core Rules: See ORCHESTRATOR.md in the generated workspace.
• Agent Routing: See CLAUDE.md.
• Architecture: See docs/architecture.md.
• OpenSpec: See openspec/FLOW.md.

🤝 Acknowledgements

Inspired by Orquestador-AI by Ariel Lontero (MIT). Built from scratch with a modern architecture: Ink TUI + React, npm package, real-time fs.watch, multi-language templates, and multi-agent coordination.