All Toolsโ€บAgent Workflow Simulator
๐Ÿ”ง AI Agents for AutomationMay 25, 2026โœ… Tests passing

Agent Workflow Simulator

A Python library and CLI tool that allows developers to simulate AI agent workflows before deploying them. It provides interactive feedback on agent decisions, logs, and potential bottlenecks, enabling rapid debugging and optimization of automation processes.

What It Does

  • Simulate agent workflows step-by-step.
  • Log simulation details to a file or standard output.
  • Identify potential bottlenecks and errors in workflows.

Installation

Install the required dependencies using pip:

pip install click

Usage

CLI Usage

Run the tool from the command line:

python agent_workflow_simulator.py --workflow <path_to_workflow_file> [--log-file <path_to_log_file>]
  • --workflow: Path to the workflow file (JSON format).
  • --log-file: (Optional) Path to a log file to save simulation logs.

Example Workflow File

{
  "steps": [
    {"name": "Step 1", "action": "Action 1", "execution_time": 1},
    {"name": "Step 2", "action": "Action 2", "execution_time": 2}
  ]
}

Library Usage

You can also use the simulator as a Python library:

from agent_workflow_simulator import simulate_workflow

workflow = {
    "steps": [
        {"name": "Step 1", "action": "Action 1", "execution_time": 1},
        {"name": "Step 2", "action": "Action 2", "execution_time": 2}
    ]
}

simulate_workflow(workflow, log_file="simulation.log")

Source Code

import json
import logging
import time
import click

def simulate_workflow(workflow, log_file=None):
    """
    Simulates the agent workflow step-by-step.

    Args:
        workflow (dict): The workflow definition.
        log_file (str): Optional log file to write simulation logs.

    Returns:
        None
    """
    logger = logging.getLogger("AgentWorkflowSimulator")
    logger.setLevel(logging.INFO)

    handler = logging.FileHandler(log_file) if log_file else logging.StreamHandler()
    formatter = logging.Formatter('%(asctime)s - %(levelname)s - %(message)s')
    handler.setFormatter(formatter)
    logger.handlers = [handler]  # Ensure no duplicate handlers

    logger.info("Starting workflow simulation...")

    steps = workflow.get("steps", [])
    if not steps:
        logger.error("No steps found in the workflow.")
        return

    for step in steps:
        step_name = step.get("name", "Unnamed Step")
        action = step.get("action", "No action defined")

        logger.info(f"Executing step: {step_name}")
        logger.info(f"Action: {action}")

        try:
            # Simulate execution time
            execution_time = float(step.get("execution_time", 1))
            time.sleep(execution_time)
            logger.info(f"Step '{step_name}' completed in {execution_time} seconds.")
        except Exception as e:
            logger.error(f"Error during step '{step_name}': {e}")

    logger.info("Workflow simulation completed.")

@click.command()
@click.option('--workflow', type=click.Path(exists=True), required=True, help='Path to the workflow file (JSON or Python script).')
@click.option('--log-file', type=click.Path(), default=None, help='Optional log file to write simulation logs.')
def main(workflow, log_file):
    """
    CLI entry point for the Agent Workflow Simulator.
    """
    try:
        with open(workflow, 'r') as f:
            workflow_data = json.load(f)
        simulate_workflow(workflow_data, log_file)
    except json.JSONDecodeError:
        click.echo("Error: Invalid JSON format in workflow file.", err=True)
    except FileNotFoundError:
        click.echo("Error: Workflow file not found.", err=True)
    except Exception as e:
        click.echo(f"An error occurred: {e}", err=True)

if __name__ == "__main__":
    main()

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Details

Tool Name
agent_workflow_simulator
Category
AI Agents for Automation
Generated
May 25, 2026
Tests
Passing โœ…
Fix Loops
2

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/2026-05-25/agent_workflow_simulator
cd generated_tools/2026-05-25/agent_workflow_simulator
pip install -r requirements.txt 2>/dev/null || true
python agent_workflow_simulator.py
Agent Workflow Simulator โ€” AI Tools by AutoAIForge