multiagent-env

0
0 Reviews
multiagent-env provides researchers and developers with a flexible Python framework to simulate and benchmark multi-agent reinforcement learning tasks. It offers a gym-style interface for creating and managing cooperative, competitive, and mixed scenarios, complete with customizable reward structures, observation spaces, and rendering options. The repository includes several example environments and supports easy integration with popular RL libraries.
Added on:
Social & Email:
Platform:
May 05 2025
--
Promote this Tool
Update this Tool
multiagent-env

multiagent-env

0
0
multiagent-env
multiagent-env provides researchers and developers with a flexible Python framework to simulate and benchmark multi-agent reinforcement learning tasks. It offers a gym-style interface for creating and managing cooperative, competitive, and mixed scenarios, complete with customizable reward structures, observation spaces, and rendering options. The repository includes several example environments and supports easy integration with popular RL libraries.
Added on:
Social & Email:
Platform:
May 05 2025
--
Featured
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...
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.
FixArt AI
FixArt AI offers free, unrestricted AI tools for image and video generation without sign-up.
FineVoice
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
Qoder
Qoder is an agentic coding platform for real software, Free to use the best model in preview.
Skywork.ai
Skywork AI is an innovative tool to enhance productivity using AI.
Yollo AI
Chat & create with your AI companion. Image to Video, AI Image Generator.
VoxDeck
Next-gen AI presentation maker,Turn your ideas & docs into attention-grabbing slides with AI.
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.
Van Gogh Free Video Generator
An AI-powered free video generator that creates stunning videos from text and images effortlessly.
Kling 3.0
Kling 3.0 is an AI-powered 4K video generator with native audio, advanced motion control, and Canvas Agent.
Create WhatsApp Link
Free WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
Gobii
Gobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
AI FIRST
Conversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
TextToHuman
Free AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
GLM Image
GLM Image combines hybrid AR and diffusion models to generate high-fidelity AI images with exceptional text rendering.
AirMusic
AirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
LTX-2 AI
Open-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
Manga Translator AI
AI Manga Translator instantly translates manga images into multiple languages online.
WhatsApp Warmup Tool
AI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
Qwen-Image-2512 AI
Qwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
FalcoCut
FalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
ai song creator
Create full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
SOLM8
AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
Telegram Group Bot
TGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
Remy - Newsletter Summarizer
Remy automates newsletter management by summarizing emails into digestible insights.
APIMart
APIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
PoYo API
PoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
RSW Sora 2 AI Studio
Remove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
Vertech Academy
Vertech offers AI prompts designed to help students and teachers learn and teach effectively.
Explee
Start outreach RIGHT NOW with single-line description of your ICP
Seedance 1.5 Pro
Seedance 1.5 Pro is an AI-powered cinematic video generator with perfect lip-sync and real-time audio-video sync.
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.
NanoPic
NanoPic offers fast, high-quality conversational image editing powered by AI with 2K/4K output.
Edensign
Edensign is an AI-driven virtual staging platform transforming real estate photos quickly and realistically.
codeflying
CodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
remio - Personal AI Assistant
remio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
TattooAI AI Tattoo Generator
AI Tattoo Generator creates personalized, high-quality tattoo designs quickly with advanced AI technology.
Camtasia online
Camtasia Online is a free tool for screen recording and video editing, all from your web browser.
Vadu AI
All-in-one AI video & image generator with Sora 2, Veo 3, Kling, and 10+ top models.
Wollo.ai
Wollo allows you to create, explore, and chat with AI characters using advanced, emotionally aware AI technology.
Chatronix
LLM aggregator that connects multiple AI models in one platform for comparison, integration, and automation.
Avoid.so
Avoid.so offers advanced AI humanizer technology to bypass AI detection algorithms seamlessly.
yesTool.ai
All-in-one AI platform for creating videos, music, and images with no technical skills required.
PXZ AI
PXZ.ai is an all-in-one AI platform offering tools for image, video, voice, writing, and chat creation.
EaseUS VoiceWave
Free, powerful voice changer for creative expression offline and online.

What is multiagent-env?

multiagent-env is an open-source Python library designed to simplify the creation and evaluation of multi-agent reinforcement learning environments. Users can define both cooperative and adversarial scenarios by specifying agent count, action and observation spaces, reward functions, and environmental dynamics. It supports real-time visualization, configurable rendering, and easy integration with Python-based RL frameworks such as Stable Baselines and RLlib. The modular design allows rapid prototyping of new scenarios and straightforward benchmarking of multi-agent algorithms.

Who will use multiagent-env?

  • Multi-agent RL researchers
  • Machine learning students
  • Academic educators
  • RL algorithm developers
  • Open-source contributors

How to use the multiagent-env?

  • Step1: Clone the repository from GitHub or install via pip.
  • Step2: Import the environment module in your Python script.
  • Step3: Instantiate a scenario by name or custom configuration.
  • Step4: Reset the environment and run simulation steps to collect observations, actions, and rewards.
  • Step5: Integrate with RL training loop for policy updates.
  • Step6: Render environment or log metrics for analysis.

Platform

  • mac
  • windows
  • linux

multiagent-env's Core Features & Benefits

The Core Features

  • Gym-like multi-agent API
  • Prebuilt cooperative and competitive scenarios
  • Customizable action and observation spaces
  • Configurable reward functions
  • Environment rendering and visualization
  • Easy integration with popular RL libraries

The Benefits

  • Speeds up multi-agent RL prototyping
  • Standardized interface for benchmarking
  • Highly extensible and modular design
  • Supports both cooperative and adversarial tasks
  • Open-source with community contributions

multiagent-env's Main Use Cases & Applications

  • Benchmarking predator-prey algorithms
  • Evaluating cooperative navigation strategies
  • Testing competitive zero-sum environments
  • Developing new multi-agent coordination policies
  • Academic coursework and demonstrations

FAQs of multiagent-env

multiagent-env Company Information

multiagent-env Reviews

5/5
Do You Recommend multiagent-env? Leave a Comment Below!

multiagent-env's Main Competitors and alternatives?

  • PettingZoo
  • OpenAI Gym Multi-Agent
  • MAgent
  • RLlib Multi-Agent
  • Multi-Agent Particle Environment (MPE)

You may also like:

Team9
Managed Openclaw workspace to deploy local-first AI agents, hire AI staff, and join the Moltbook ecosystem.
Skywork.ai
Skywork AI is an innovative tool to enhance productivity using AI.
Lovart
Lovart is an AI agent that generates professional-quality content and designs effortlessly.
Power Automate
Power Automate transforms repetitive tasks into automated workflows using AI.
MS Copilot Studio Agent Builder
Create AI agents with Microsoft Copilot Studio's intuitive tools and seamless integration.
Oracle Miracle Agent
Oracle's AI Agent enhances productivity through automated decision-making and intelligent support.
Amazon Bedrock Agents
Amazon Bedrock Agents enhance applications with AI capabilities like text generation and automation.
Jobright.ai
Revolutionize job hunting with AI-driven support.
Interagix
Streamline your lead management with intelligent automation.
NVIDIA Cosmos
NVIDIA Cosmos empowers AI developers with advanced tools for data processing and model training.
Refly.ai
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Pixlr
Pixlr is an AI-powered online and mobile photo editor ideal for beginners and professionals.
UiPath
UiPath's AI Agent automates workflows by integrating AI capabilities seamlessly.
Dialpad
Dialpad is an AI-powered communication tool that enhances business calls and conversations.
a1.art
Create and explore art with AI-driven applications.
Rubii
Rubii AI creates lifelike chatbot interactions for immersive role-playing experiences.
Glean
Glean is an AI assistant platform for enterprise search and knowledge discovery.
intercom.help
AI-driven customer service platform offering efficient communication solutions.
Wanderboat AI
AI-powered travel planner for personalized getaways.
Crewai
Crewai orchestrates interactions between multiple AI agents, enabling collaborative task solving, dynamic planning, and agent-to-agent communication.
Abacus AI
AI-driven platform for creating and deploying enterprise-grade AI systems and agents.
Flowith
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Letta
Letta is an AI agent that handles email responses efficiently and accurately.
Moddy
Moddy is an AI agent designed to enhance multi-repo code transformation.
Windsurf
Windsurf AI Agent helps optimize windsurfing conditions and gear recommendations.
Sourcegraph Cody AI
Cody AI helps developers write, review, and understand code efficiently.
Amazon Bedrock Custom LangChain Agent
A solution for building customizable AI agents with LangChain on AWS Bedrock, leveraging foundation models and custom tools.
scenario-go
scenario-go is a Go SDK for defining complex LLM-driven conversational workflows, managing prompts, context, and multi-step AI tasks.
CASA
A ROS-based framework for multi-robot collaboration enabling autonomous task allocation, planning, and coordinated mission execution in teams.
PySpur
An open-source visual IDE enabling AI engineers to build, test, and deploy agentic workflows 10x faster.
LangGraph Learn
LangGraph Learn offers an interactive GUI to design and execute graph-based AI agent workflows, visualizing language model chains.
AIDE by NicePkg
AIDE provides AI-powered code generation, debugging, documentation and package management within an integrated web IDE.
BGRemover
Easily remove image backgrounds online with SharkFoto BGRemover.
12-Factor Agents
A methodology offering twelve best practices to design, configure, and deploy scalable, maintainable AI Agents.
enhance_llm
A Python framework for constructing multi-step reasoning pipelines and agent-like workflows with large language models.
SARL
SARL is an agent-oriented programming language and runtime providing event-driven behaviors and environment simulation for multi-agent systems.
AI Library
AI Library is a developer platform for building and deploying customizable AI agents using modular chains and tools.
RModel
RModel is an open-source AI agent framework orchestrating LLMs, tool integration, and memory for advanced conversational and task-driven applications.
LangGraph-GUI Backend
Provides a FastAPI backend for visual graph-based orchestration and execution of language model workflows in LangGraph GUI.
CodeBeaver
CodeBeaver is an AI agent that assists in coding and debugging tasks efficiently.
AveHR
AveHR is an AI-driven human resources agent for streamlining HR tasks.
OpenSpiel
OpenSpiel provides a library of environments and algorithms for research in reinforcement learning and game theoretic planning.
Code Agent
An autonomous AI agent that writes, tests, and refactors code projects using LLMs with iterative test-driven development.
Elser AI
All-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.