mario-ai

0
0 Reviews
mario-ai is an open-source Python framework that leverages NeuroEvolution of Augmenting Topologies (NEAT) to evolve neural network-based AI agents capable of playing Super Mario Bros. It integrates with OpenAI Gym’s SuperMario environment, providing customizable fitness functions, real-time training visualization, genome saving/loading, and performance monitoring. Users can adjust mutation parameters, define evaluation metrics, and visualize learned network topologies.
Added on:
Social & Email:
Platform:
May 07 2025
--
Promote this Tool
Update this Tool
mario-ai

mario-ai

0 Reviews
0
mario-ai
mario-ai is an open-source Python framework that leverages NeuroEvolution of Augmenting Topologies (NEAT) to evolve neural network-based AI agents capable of playing Super Mario Bros. It integrates with OpenAI Gym’s SuperMario environment, providing customizable fitness functions, real-time training visualization, genome saving/loading, and performance monitoring. Users can adjust mutation parameters, define evaluation metrics, and visualize learned network topologies.
Added on:
Social & Email:
Platform:
May 07 2025
--
Featured

What is mario-ai?

The mario-ai project offers a comprehensive pipeline for developing AI agents to master Super Mario Bros. using neuroevolution. By integrating a Python-based NEAT implementation with the OpenAI Gym SuperMario environment, it allows users to define custom fitness criteria, mutation rates, and network topologies. During training, the framework evaluates generations of neural networks, selects high-performing genomes, and provides real-time visualization of both gameplay and network evolution. Additionally, it supports saving and loading trained models, exporting champion genomes, and generating detailed performance logs. Researchers, educators, and hobbyists can extend the codebase to other game environments, experiment with evolutionary strategies, and benchmark AI learning progress across different levels.

Who will use mario-ai?

  • AI researchers
  • Game AI hobbyists
  • Educational instructors
  • Students in AI
  • Evolutionary algorithm enthusiasts

How to use the mario-ai?

  • Step1: Clone the mario-ai repository from GitHub.
  • Step2: Install dependencies with pip install -r requirements.txt and gym-super-mario-bros.
  • Step3: Configure the NEAT parameters in config-feedforward.txt to adjust fitness and mutation settings.
  • Step4: Run the training script (python train.py) to start evolving AI agents.
  • Step5: Monitor training metrics and visualize neural networks via provided scripts.
  • Step6: Once satisfied, save the best genome and use python play.py to watch the AI play.

Platform

  • mac
  • windows
  • linux

mario-ai's Core Features & Benefits

The Core Features

  • Neuroevolution via NEAT
  • OpenAI Gym SuperMario integration
  • Customizable fitness functions
  • Real-time training visualization
  • Save/load genome models
  • Performance logging and export

The Benefits

  • Automated game playing AI
  • Highly customizable evolution parameters
  • Educational tool for neuroevolution
  • Open-source and extensible
  • Easy model evaluation and visualization

mario-ai's Main Use Cases & Applications

  • Educational demos on neuroevolution
  • Research in evolutionary game AI
  • Benchmarking AI performance
  • Creating game-playing bots for entertainment
  • Experimenting with custom fitness functions

FAQs of mario-ai

mario-ai Company Information

mario-ai Reviews

5/5
Do You Recommend mario-ai? Leave a Comment Below!

mario-ai's Main Competitors and alternatives?

  • marI/O by SethBling
  • NEAT-Python
  • OpenAI Gym Retro

You may also like:

insMind's AI Design Agent
1.5M
insMind's AI Design Agent14.58%
AI design agent automates workflow creating images, videos, 3D models up to 10x faster.
Onlyfans AI Chatbot - ChatPersona AI
1.2K
Onlyfans AI Chatbot - ChatPersona AI54.15%
AI-driven chatbot for top OnlyFans creators.
Launchnow
--
SaaS boilerplate for rapid product launch and development.
Groupflows
2.3K
Groupflows73.24%
Arrange group activities quickly with Groupflows.
aixbt by Virtuals
325.8K
aixbt by Virtuals27.42%
Aixbt is a tokenized AI Agent optimizing revenue across applications.
theGist
937
theGist AI Workspace unifies work apps with AI for improved productivity.
RocketAI
44.0K
RocketAI11.03%
Generate brand visuals and copy using AI to boost e-commerce sales.
GPTConsole
1.4K
GPTConsole55.44%
GPTConsole is an AI agent designed for streamlined conversation and task automation.
GenSphere
--
GenSphere is an AI agent that automates data analysis and provides insights for informed decision-making.
Nullify
6.8K
Nullify63.82%
Nullify automates the entire AppSec program for security teams using AI-driven solutions.
Flowith
77.6K
Flowith18.77%
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Langbase
30.8K
Langbase21.51%
Langbase is an AI agent that generates and analyzes natural language content efficiently.
AiTerm (Beta)
719
AiTerm (Beta)36.79%
AiTerm: AI Terminal Assistant converting natural language to commands.
Facts Generator
--
Generate intriguing facts effortlessly with our AI-powered tool.
My AI Ninja
--
My AI Ninja provides GPT-4 access without subscriptions.
Orga AI
1.2K
Orga AI100.00%
Revolutionary AI that sees, hears, and communicates in real time.
JOBO, THE AI AUTO APPLY BOT!
17.9K
JOBO, THE AI AUTO APPLY BOT!41.82%
Automate your job applications and find the perfect job with AI technology.
Intellika AI
413
Intellika AI100.00%
Intellika AI enables seamless automation of data analysis and reporting for businesses.
ScholarRoll
--
ScholarRoll helps students find and apply for scholarships easily.
OneReach
37.2K
OneReach68.25%
OneReach AI simplifies interactions by automating customer engagement through intelligent messaging.
Phoenix AI Assistant
594
Phoenix AI Assistant100.00%
Phoenix AI Assistant helps streamline tasks using intelligent automation and personalized support.
Refly.ai
8.6K
Refly.ai37.99%
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Azul Game AI Agent
--
An AI agent that uses Minimax and Monte Carlo Tree Search to optimize tile placement and scoring in Azul.
AGM: AI Game Maker
--
AGM: AI Game Maker enables seamless game development with AI support.
TexasHoldemAgent
--
An RL-based AI agent that learns optimal betting strategies to play heads-up limit Texas Hold'em poker efficiently.
StarCraft II Reinforcement Learning Agent
--
An open-source reinforcement learning agent using PPO to train and play StarCraft II via DeepMind's PySC2 environment.
MultiAgentPacman
--
Open-source framework enabling implementation and evaluation of multi-agent AI strategies in a classic Pacman game environment.
BomberManAI
--
BomberManAI is a Python-based AI agent that autonomously navigates and battles in Bomberman game environments using search algorithms.
SoccerAgent
36
SoccerAgent100.00%
SoccerAgent uses multi-agent reinforcement learning to train AI players for realistic soccer simulations and strategy optimization.
GiftSong
4.6K
GiftSong52.89%
Create personalized songs for all occasions with ease.
MetaHuman Creator
4.0M
MetaHuman Creator19.51%
Create realistic 3D digital humans efficiently with MetaHuman Creator.
DND LLM Game
--
An AI-powered Dungeon Master that uses LLMs to generate dynamic D&D narrative, quests, and encounters in real-time.
FineVoice
381.3K
FineVoice19.05%
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
MultiAgent-Systems-StarCraft2-PySC2-Raw
--
An open-source multi-agent reinforcement learning framework enabling raw-level agent control and coordination in StarCraft II via PySC2.
YGO-Agent
--
An open-source RL agent for Yu-Gi-Oh duels, providing environment simulation, policy training, and strategy optimization.
PyGame Learning Environment
--
PyGame Learning Environment provides a collection of Pygame-based RL environments for training and evaluating AI agents in classic games.
BotPlayers
--
BotPlayers is an open-source framework enabling creation, testing, and deployment of AI game-playing agents with reinforcement learning support.
Gomoku Battle
--
Gomoku Battle is a Python framework enabling developers to build, test, and pit AI agents in Gomoku games.
AI Football Cup in Java JADE Environment
--
A multi-agent football simulation using JADE, where AI agents coordinate to compete in soccer matches autonomously.
F/MS Startup Game
75.7K
F/MS Startup Game13.39%
FemaleSwitch is an AI-powered game that enhances female character experiences.
Pentago Swap AI Agent
--
An AI agent that plays Pentago Swap by evaluating board states and selecting optimal placements using Monte Carlo Tree Search.
Samsung Ballie
902.4M
Samsung Ballie20.69%
Samsung Ballie is a mobile AI assistant that monitors and interacts in your home.
AIpacman
--
AIpacman is a Python framework providing search-based, adversarial, and reinforcement learning agents to master the Pac-Man game.
SharkFoto
69.6K
SharkFoto13.79%
SharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.