MultiAgentModel is an open-source Python framework that simplifies building, simulating, and training cooperative multi-agent systems. It offers modular environment definitions, agent architectures, and built-in reinforcement learning algorithms to prototype collaborative behaviors, customize reward functions, and visualize interaction metrics efficiently.
AI Platforms & Frameworks
#multi-agent systems
#reinforcement learning
#PPO algorithm
#DQN algorithm
#A2C Algorithm
#custom environments
#agent simulation
#Real-time Visualization
#experiment tracking
#hyperparameter tuning
#OpenAI Gym
#modular design
#agent communication
#reward structures
#RL prototyping
#collaborative development
#Performance Metrics
#Data Logging
#scalability
...
Promote this Tool
Update this Tool
MultiAgentModel
MultiAgentModel is an open-source Python framework that simplifies building, simulating, and training cooperative multi-agent systems. It offers modular environment definitions, agent architectures, and built-in reinforcement learning algorithms to prototype collaborative behaviors, customize reward functions, and visualize interaction metrics efficiently.
AI Platforms & Frameworks
#multi-agent systems
#reinforcement learning
#PPO algorithm
#DQN algorithm
#A2C Algorithm
#custom environments
#agent simulation
#Real-time Visualization
#experiment tracking
#hyperparameter tuning
#OpenAI Gym
#modular design
#agent communication
#reward structures
#RL prototyping
#collaborative development
#Performance Metrics
#Data Logging
#scalability
...
Featured
- Ampere.SHFree managed OpenClaw hosting. Deploy AI agents in 60 seconds with $500 Claude credits.
- Van Gogh Free Video GeneratorAn AI-powered free video generator that creates stunning videos from text and images effortlessly.
- WhatsApp Warmup ToolAI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
- RSW Sora 2 AI StudioRemove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
- Qwen-Image-2512 AIQwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
- VoxDeckNext-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
- Skywork.aiSkywork AI is an innovative tool to enhance productivity using AI.
- TextToHumanFree AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
- FlowithFlowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
- GenPPT.AIAI-driven PPT maker that creates, beautifies, and exports professional PowerPoint presentations with speaker notes and charts in minutes.
- Telegram Group BotTGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
- codeflyingCodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
- remio - Personal AI Assistantremio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
- GobiiGobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
- SharkFotoSharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
- Create WhatsApp LinkFree WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
- QoderQoder is an agentic coding platform for real software, Free to use the best model in preview.
- SOLM8AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
- Funy AIAI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
- RebelgrowthGrow your revenue from organic traffic on autopilot: Keyword research. SEO optimized articles and EVEN backlinks.
- HookTideAI-powered LinkedIn growth platform that learns your voice to create content, engage, and analyze performance.
- ExpleeStart outreach RIGHT NOW with single-line description of your ICP
- BGRemoverEasily remove image backgrounds online with SharkFoto BGRemover.
- FixArt AIFixArt AI offers free, unrestricted AI tools for image and video generation without sign-up.
- FineVoiceClone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
- Yollo AIChat & create with your AI companion. Image to Video, AI Image Generator.
- Seedance 2 AIMulti-modal AI video generator that combines images, video, audio and text to create cinematic short clips.
- ai song creatorCreate full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
- NanoPicNanoPic offers fast, high-quality conversational image editing powered by AI with 2K/4K output.
- GLM ImageGLM Image combines hybrid AR and diffusion models to generate high-fidelity AI images with exceptional text rendering.
- Manga Translator AIAI Manga Translator instantly translates manga images into multiple languages online.
- SuperMaker AI Video GeneratorCreate stunning videos, music, and images effortlessly with SuperMaker.
- Kling 3.0Kling 3.0 is an AI-powered 4K video generator with native audio, advanced motion control, and Canvas Agent.
- 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.
- FalcoCutFalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
- LTX-2 AIOpen-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
- Lease A BrainAI-powered team of expert virtual professionals ready to assist in diverse business tasks. Sign-up for a free trial.
- AnimeShortsCreate stunning anime shorts effortlessly with cutting-edge AI technology.
- 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.
- 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.
- AI FIRSTConversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
- Refly.aiRefly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
- Img2.AIAI platform that converts photos into stylized images and short animated videos with fast, high-quality results and one-click upscaling.
- Seedance-2Seedance 2.0 is a free AI-powered text-to-video and image-to-video generator with realistic lip sync and sound effects.
- Elser AIAll-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
- PippitElevate your content creation with Pippit's powerful AI tools!
- ThumbnailCreator.comAI-powered tool for creating stunning, professional YouTube thumbnails quickly and easily.
- EdensignEdensign is an AI-driven virtual staging platform transforming real estate photos quickly and realistically.
- APIMartAPIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
Flowith
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Refly.ai
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
BGRemover
Easily remove image backgrounds online with SharkFoto BGRemover.
Elser AI
All-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
Skywork.ai
Skywork AI is an innovative tool to enhance productivity using AI.
FixArt AI
FixArt AI offers free, unrestricted AI tools for image and video generation without sign-up.
Qoder
Qoder is an agentic coding platform for real software, Free to use the best model in preview.
FineVoice
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
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.
Funy AI
AI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
SharkFoto
SharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
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.
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.
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 AI
Multi-modal AI video generator that combines images, video, audio and text to create cinematic short clips.
AI FIRST
Conversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
GLM Image
GLM Image combines hybrid AR and diffusion models to generate high-fidelity AI images with exceptional text rendering.
TextToHuman
Free AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
AirMusic
AirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
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.
Img2.AI
AI platform that converts photos into stylized images and short animated videos with fast, high-quality results and one-click upscaling.
LTX-2 AI
Open-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
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.
FalcoCut
FalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
SOLM8
AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
Remy - Newsletter Summarizer
Remy automates newsletter management by summarizing emails into digestible insights.
ai song creator
Create full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
Telegram Group Bot
TGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
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.
Rebelgrowth
Grow your revenue from organic traffic on autopilot:
Keyword research. SEO optimized articles and EVEN backlinks.
Edensign
Edensign is an AI-driven virtual staging platform transforming real estate photos quickly and realistically.
remio - Personal AI Assistant
remio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
PoYo API
PoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
codeflying
CodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
NanoPic
NanoPic offers fast, high-quality conversational image editing powered by AI with 2K/4K output.
What is MultiAgentModel?
MultiAgentModel provides a unified API to define custom environments and agent classes for multi-agent scenarios. Developers can specify observation and action spaces, reward structures, and communication channels. Built-in support for popular RL algorithms like PPO, DQN, and A2C allows training with minimal configuration. Real-time visualization tools help monitor agent interactions and performance metrics. The modular architecture ensures easy integration of new algorithms and custom modules. It also includes a flexible configuration system for hyperparameter tuning, logging utilities for experiment tracking, and compatibility with OpenAI Gym environments for seamless portability. Users can collaborate on shared environments and replay logged sessions for analysis.
Who will use MultiAgentModel?
- Reinforcement learning researchers
- AI and robotics developers
- Academic instructors and students
- Multi-agent systems engineers
How to use the MultiAgentModel?
- Step1: Install via pip: pip install git+https://github.com/Luhter1/MultiAgentModel.git
- Step2: Import framework modules in your Python script
- Step3: Define a custom environment by subclassing the base Environment class
- Step4: Create agent instances and specify their observation/action spaces
- Step5: Configure the training loop and choose an RL algorithm
- Step6: Run simulation and monitor metrics using built-in visualizers
- Step7: Adjust hyperparameters and replay logged sessions for analysis
Platform
- mac
- windows
- linux
MultiAgentModel's Core Features & Benefits
The Core Features
- Modular environment and agent definitions
- Support for PPO, DQN, A2C algorithms
- Customizable reward functions and communication
- Real-time visualization of agent interactions
- Hyperparameter configuration and logging utilities
- OpenAI Gym compatibility
The Benefits
- Accelerates multi-agent RL prototyping
- Highly extensible and modular design
- Built-in experiment tracking and visualizations
- Seamless integration with existing Gym environments
- Open-source community support
MultiAgentModel's Main Use Cases & Applications
- Cooperative robotics and swarm control simulations
- Distributed traffic and transportation modeling
- Multi-player game AI research
- Collaborative drone fleet coordination
- Resource allocation in networked systems
FAQs of MultiAgentModel
MultiAgentModel Company Information
- Luhter1
MultiAgentModel Reviews
5/5
MultiAgentModel's Main Competitors and alternatives?
- Ray RLlib
- PettingZoo
- OpenAI Gym Multi-Agent Environments
- MAgent
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.
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
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.
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.