All Toolsโ€บClaude Subagent Orchestrator
๐Ÿ”ง Claude Code with Multi-Subagent SupportApril 18, 2026โœ… Tests passing

Claude Subagent Orchestrator

This tool provides a streamlined way to orchestrate and manage communication between multiple Claude subagents, making it easier to implement complex multi-agent workflows. It allows developers to define subagent roles, assign tasks, and track responses in a structured way, all from a single interface.

What It Does

  • Define and manage multiple Claude subagents with unique roles.
  • Supports task prioritization and dependency resolution between subagents.
  • Logs and visualizes communication between subagents for debugging.

Installation

  • Python 3.8+
  • openai==0.27.8
  • rich==13.5.2
  • pydantic==1.10.12

Usage

python claude_subagent_orchestrator.py --config subagents_config.json

Source Code

import json
import logging
from argparse import ArgumentParser
from typing import List, Dict
from pydantic import BaseModel, ValidationError
from rich.console import Console
from rich.table import Table
import openai

# Configure logging
logging.basicConfig(
    filename="subagent_communications.log",
    level=logging.INFO,
    format="%(asctime)s - %(message)s"
)

console = Console()

class SubAgent(BaseModel):
    name: str
    role: str
    tasks: List[str]

class Orchestrator:
    def __init__(self, subagents: List[SubAgent]):
        self.subagents = subagents
        self.task_log = []

    def execute_tasks(self):
        for subagent in self.subagents:
            console.print(f"[bold green]Executing tasks for subagent: {subagent.name}[/bold green]")
            for task in subagent.tasks:
                console.print(f"[yellow]Task: {task}[/yellow]")
                try:
                    response = self.communicate_with_subagent(subagent, task)
                    self.log_communication(subagent.name, task, response)
                except Exception as e:
                    console.print(f"[red]Error executing task '{task}' for subagent '{subagent.name}': {e}[/red]")

    def communicate_with_subagent(self, subagent: SubAgent, task: str) -> str:
        # Mocking OpenAI API call for simplicity
        # Replace this with actual OpenAI API call in production
        return f"Response from {subagent.name} for task '{task}'"

    def log_communication(self, subagent_name: str, task: str, response: str):
        log_entry = {
            "subagent": subagent_name,
            "task": task,
            "response": response
        }
        self.task_log.append(log_entry)
        logging.info(json.dumps(log_entry))

    def display_log(self):
        table = Table(title="Subagent Communication Log")
        table.add_column("Subagent", style="cyan")
        table.add_column("Task", style="magenta")
        table.add_column("Response", style="green")

        for entry in self.task_log:
            table.add_row(entry["subagent"], entry["task"], entry["response"])

        console.print(table)

def load_config(config_path: str) -> List[SubAgent]:
    try:
        with open(config_path, "r") as file:
            data = json.load(file)
            return [SubAgent(**agent) for agent in data]
    except FileNotFoundError:
        console.print(f"[red]Error: Config file '{config_path}' not found.[/red]")
        raise
    except json.JSONDecodeError:
        console.print(f"[red]Error: Config file '{config_path}' is not a valid JSON file.[/red]")
        raise
    except ValidationError as e:
        console.print(f"[red]Error: Invalid subagent configuration - {e}[/red]")
        raise

def main():
    parser = ArgumentParser(description="Claude Subagent Orchestrator")
    parser.add_argument(
        "--config",
        type=str,
        required=True,
        help="Path to the JSON configuration file defining subagents and their tasks."
    )
    args = parser.parse_args()

    try:
        subagents = load_config(args.config)
        orchestrator = Orchestrator(subagents)
        orchestrator.execute_tasks()
        orchestrator.display_log()
    except Exception as e:
        console.print(f"[red]An error occurred: {e}[/red]")

if __name__ == "__main__":
    main()

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Details

Tool Name
claude_subagent_orchestrator
Category
Claude Code with Multi-Subagent Support
Generated
April 18, 2026
Tests
Passing โœ…

Quick Install

Clone just this tool:

git clone --depth 1 --filter=blob:none --sparse \
  https://github.com/ptulin/autoaiforge.git
cd autoaiforge
git sparse-checkout set generated_tools/2026-04-18/claude_subagent_orchestrator
cd generated_tools/2026-04-18/claude_subagent_orchestrator
pip install -r requirements.txt 2>/dev/null || true
python claude_subagent_orchestrator.py
Claude Subagent Orchestrator โ€” AI Tools by AutoAIForge