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
- ThumbnailCreator.comAI-powered tool for creating stunning, professional YouTube thumbnails quickly and easily.
- SharkFotoSharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
- FlowithFlowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
- Img2.AIAI platform that converts photos into stylized images and short animated videos with fast, high-quality results and one-click upscaling.
- Create WhatsApp LinkFree WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
- LTX-2 AIOpen-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
- Van Gogh Free Video GeneratorAn AI-powered free video generator that creates stunning videos from text and images effortlessly.
- GobiiGobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
- PippitElevate your content creation with Pippit's powerful AI tools!
- Manga Translator AIAI Manga Translator instantly translates manga images into multiple languages online.
- AnimeShortsCreate stunning anime shorts effortlessly with cutting-edge AI technology.
- TextToHumanFree AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
- GenPPT.AIAI-driven PPT maker that creates, beautifies, and exports professional PowerPoint presentations with speaker notes and charts in minutes.
- Refly.aiRefly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
- Kling 3.0Kling 3.0 is an AI-powered 4K video generator with native audio, advanced motion control, and Canvas Agent.
- BGRemoverEasily remove image backgrounds online with SharkFoto BGRemover.
- Seedance-2Seedance 2.0 is a free AI-powered text-to-video and image-to-video generator with realistic lip sync and sound effects.
- Telegram Group BotTGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
- APIMartAPIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
- RSW Sora 2 AI StudioRemove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
- WhatsApp Warmup ToolAI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
- Elser AIAll-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
- RebelgrowthGrow your revenue from organic traffic on autopilot: Keyword research. SEO optimized articles and EVEN backlinks.
- Lease A BrainAI-powered team of expert virtual professionals ready to assist in diverse business tasks. Sign-up for a free trial.
- remio - Personal AI Assistantremio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
- AI FIRSTConversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
- QoderQoder is an agentic coding platform for real software, Free to use the best model in preview.
- codeflyingCodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
- ai song creatorCreate full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
- Yollo AIChat & create with your AI companion. Image to Video, AI Image Generator.
- FineVoiceClone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
- Funy AIAI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
- FixArt AIFixArt AI offers free, unrestricted AI tools for image and video generation without sign-up.
- Skywork.aiSkywork AI is an innovative tool to enhance productivity using AI.
- VoxDeckNext-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
- Ampere.SHFree managed OpenClaw hosting. Deploy AI agents in 60 seconds with $500 Claude credits.
- PoYo APIPoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
- Vertech AcademyVertech offers AI prompts designed to help students and teachers learn and teach effectively.
- FalcoCutFalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
- Qwen-Image-2512 AIQwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
- GLM ImageGLM Image combines hybrid AR and diffusion models to generate high-fidelity AI images with exceptional text rendering.
- Nana Banana: Advanced AI Image EditorAI-powered image editor turning photos and text prompts into high-quality, consistent, commercial-ready images for creators and brands.
- ExpleeStart outreach RIGHT NOW with single-line description of your ICP
- SOLM8AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
- SuperMaker AI Video GeneratorCreate stunning videos, music, and images effortlessly with SuperMaker.
- Seedance 2 AIMulti-modal AI video generator that combines images, video, audio and text to create cinematic short clips.
- EdensignEdensign is an AI-driven virtual staging platform transforming real estate photos quickly and realistically.
- Remy - Newsletter SummarizerRemy automates newsletter management by summarizing emails into digestible insights.
- AirMusicAirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
- HookTideAI-powered LinkedIn growth platform that learns your voice to create content, engage, and analyze performance.
Refly.ai
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Flowith
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Qoder
Qoder is an agentic coding platform for real software, Free to use the best model in preview.
FixArt AI
FixArt AI offers free, unrestricted AI tools for image and video generation without sign-up.
Elser AI
All-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
BGRemover
Easily remove image backgrounds online with SharkFoto BGRemover.
FineVoice
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
Skywork.ai
Skywork AI is an innovative tool to enhance productivity using AI.
VoxDeck
Next-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
Yollo AI
Chat & create with your AI companion. Image to Video, AI Image Generator.
SharkFoto
SharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
Funy AI
AI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
ThumbnailCreator.com
AI-powered tool for creating stunning, professional YouTube thumbnails quickly and easily.
Pippit
Elevate your content creation with Pippit's powerful AI tools!
SuperMaker AI Video Generator
Create stunning videos, music, and images effortlessly with SuperMaker.
AnimeShorts
Create stunning anime shorts effortlessly with cutting-edge AI technology.
Ampere.SH
Free managed OpenClaw hosting. Deploy AI agents in 60 seconds with $500 Claude credits.
GenPPT.AI
AI-driven PPT maker that creates, beautifies, and exports professional PowerPoint presentations with speaker notes and charts in minutes.
HookTide
AI-powered LinkedIn growth platform that learns your voice to create content, engage, and analyze performance.
Gobii
Gobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
Create WhatsApp Link
Free WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
Seedance-2
Seedance 2.0 is a free AI-powered text-to-video and image-to-video generator with realistic lip sync and sound effects.
Seedance 2 AI
Multi-modal AI video generator that combines images, video, audio and text to create cinematic short clips.
GLM Image
GLM Image combines hybrid AR and diffusion models to generate high-fidelity AI images with exceptional text rendering.
AI FIRST
Conversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
AirMusic
AirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
TextToHuman
Free AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
Manga Translator AI
AI Manga Translator instantly translates manga images into multiple languages online.
Van Gogh Free Video Generator
An AI-powered free video generator that creates stunning videos from text and images effortlessly.
WhatsApp Warmup Tool
AI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
LTX-2 AI
Open-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
Img2.AI
AI platform that converts photos into stylized images and short animated videos with fast, high-quality results and one-click upscaling.
Nana Banana: Advanced AI Image Editor
AI-powered image editor turning photos and text prompts into high-quality, consistent, commercial-ready images for creators and brands.
Kling 3.0
Kling 3.0 is an AI-powered 4K video generator with native audio, advanced motion control, and Canvas Agent.
Remy - Newsletter Summarizer
Remy automates newsletter management by summarizing emails into digestible insights.
SOLM8
AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
FalcoCut
FalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
Telegram Group Bot
TGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
ai song creator
Create full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
Qwen-Image-2512 AI
Qwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
Vertech Academy
Vertech offers AI prompts designed to help students and teachers learn and teach effectively.
APIMart
APIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
RSW Sora 2 AI Studio
Remove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
Explee
Start outreach RIGHT NOW with single-line description of your ICP
Lease A Brain
AI-powered team of expert virtual professionals ready to assist in diverse business tasks. Sign-up for a free trial.
Edensign
Edensign is an AI-driven virtual staging platform transforming real estate photos quickly and realistically.
Rebelgrowth
Grow your revenue from organic traffic on autopilot:
Keyword research. SEO optimized articles and EVEN backlinks.
remio - Personal AI Assistant
remio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
codeflying
CodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
PoYo API
PoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
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:
OpenClaw is an open-source, locally-run personal AI assistant that automates tasks via chat apps and plugins.
Nabiq is an AI agent designed for effortless content creation and task automation.
Host.AI specializes in enhancing customer interactions and automating responses.
Rebolt is an AI agent designed to streamline digital interactions and workflows efficiently.
Open-source multi-agent AI framework enabling customizable LLM-driven bots for efficient task automation and conversational workflows.
Oraczen Zen is an AI agent that automates business workflows seamlessly.
Rivalz is an AI agent network facilitating seamless data sharing among various AI agents.
An open-source Python framework for building, backtesting, and deploying autonomous prediction market trading agents.
Kubiya is an AI agent designed to streamline communication and boost productivity.
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Motional specializes in autonomous vehicle technology, enhancing safety and mobility.
A Python-based AI Agent framework enabling developers to build, orchestrate, and deploy autonomous agents with integrated toolkits.
AI Agent Layer facilitates the integration of advanced AI agents into various applications and workflows.
IntelliParse is an AI agent that automates document processing and extracts data efficiently.
An open-source framework for building on-chain autonomous agents executing automated DeFi tasks and governance.
Setter AI simplifies the homefinding process by providing personalized property recommendations.
AI Agent CourseFactory streamlines course creation with intelligent automation.
Interface.ai empowers customer interactions with intelligent conversational agents.
Llama Guard is an AI agent designed for efficient information security management.
Virtuals is an AI Agent that automates tasks, streamlining workflows and enhancing productivity.
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...