MARO is an open-source platform providing a suite of customizable supply chain and logistics simulation environments. It enables researchers and engineers to develop, train, and evaluate multi-agent reinforcement learning algorithms at scale. With tools for tracking, visualization, and parallel execution, MARO accelerates end-to-end AI agent development for complex resource optimization tasks.
AI Platforms & Frameworks
#multi-agent reinforcement learning
#Supply Chain Optimization
#Logistics Management
#AI-driven Solutions
#Python Framework
#parallel simulations
#inventory management systems
#Open-source AI
#experiment tracking
#performance visualization
#container rental optimization
#truck scheduling
#agent API
#reproducible research
#Scalable Training
#Resource Management
#simulation environment
#modular architecture
#large-scale testing
#integrated RL libraries
...
Promote this Tool
Update this Tool
MARO
MARO is an open-source platform providing a suite of customizable supply chain and logistics simulation environments. It enables researchers and engineers to develop, train, and evaluate multi-agent reinforcement learning algorithms at scale. With tools for tracking, visualization, and parallel execution, MARO accelerates end-to-end AI agent development for complex resource optimization tasks.
AI Platforms & Frameworks
#multi-agent reinforcement learning
#Supply Chain Optimization
#Logistics Management
#AI-driven Solutions
#Python Framework
#parallel simulations
#inventory management systems
#Open-source AI
#experiment tracking
#performance visualization
#container rental optimization
#truck scheduling
#agent API
#reproducible research
#Scalable Training
#Resource Management
#simulation environment
#modular architecture
#large-scale testing
#integrated RL libraries
...
Featured
What is MARO?
MARO (Multi-Agent Resource Optimization) is a Python-based framework designed to support the development and evaluation of multi-agent reinforcement learning agents in supply chain, logistics, and resource management scenarios. It includes environment templates for inventory management, truck scheduling, cross-docking, container rental, and more. MARO offers a unified agent API, built-in trackers for experiment logging, parallel simulation capabilities for large-scale training, and visualization tools for performance analysis. The platform is modular, extensible and integrates with popular RL libraries, enabling reproducible research and rapid prototyping of AI-driven optimization solutions.
Who will use MARO?
- Reinforcement learning researchers
- Supply chain and logistics engineers
- Data scientists
- AI and ML practitioners
- Academic institutions
How to use the MARO?
- Step1: Install Python 3.7+ on your system
- Step2: pip install maro
- Step3: Import and configure a built-in supply chain environment
- Step4: Initialize your multi-agent RL algorithm using MARO’s Agent API
- Step5: Run training with parallel simulations enabled
- Step6: Log and visualize metrics using MARO trackers
- Step7: Evaluate trained agents and fine-tune hyperparameters
Platform
- mac
- windows
- linux
MARO's Core Features & Benefits
The Core Features
- Customizable supply chain and logistics environments
- Unified multi-agent RL Agent API
- Parallel simulation engine
- Built-in experiment trackers
- Visualization tools for performance analysis
The Benefits
- Accelerates end-to-end AI agent development
- Scalable large-scale simulations
- Reproducible research workflows
- Integration with popular RL libraries
- Open-source and extensible architecture
MARO's Main Use Cases & Applications
- Inventory replenishment optimization
- Truck fleet scheduling
- Cross-docking allocation
- Dynamic container rental management
- Energy distribution resource planning
FAQs of MARO
MARO Company Information
- Microsoft
MARO Reviews
5/5
MARO's Main Competitors and alternatives?
- OpenAI Gym
- PettingZoo
- RLlib
- Unity ML-Agents
- Stable Baselines3
You may also like:
AI design agent automates workflow creating images, videos, 3D models up to 10x faster.
AI-driven chatbot for top OnlyFans creators.
Aixbt is a tokenized AI Agent optimizing revenue across applications.
theGist AI Workspace unifies work apps with AI for improved productivity.
Generate brand visuals and copy using AI to boost e-commerce sales.
GPTConsole is an AI agent designed for streamlined conversation and task automation.
GenSphere is an AI agent that automates data analysis and provides insights for informed decision-making.
Nullify automates the entire AppSec program for security teams using AI-driven solutions.
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Langbase is an AI agent that generates and analyzes natural language content efficiently.
AiTerm: AI Terminal Assistant converting natural language to commands.
Generate intriguing facts effortlessly with our AI-powered tool.
Automate your job applications and find the perfect job with AI technology.
Intellika AI enables seamless automation of data analysis and reporting for businesses.
ScholarRoll helps students find and apply for scholarships easily.
OneReach AI simplifies interactions by automating customer engagement through intelligent messaging.
Phoenix AI Assistant helps streamline tasks using intelligent automation and personalized support.
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...