MultiAgentPacman is an educational Python framework that provides a ready-made Pacman environment for developing and testing various multi-agent AI algorithms. It includes built-in implementations of reflex agents, minimax, expectimax, alpha-beta pruning, and customizable agent templates, along with visualization and performance evaluation tools.
AI Platforms & Frameworks
Development Environment
Gaming
#AI Agents
#Pacman environment
#Python gaming
#reinforcement learning
#Minimax algorithm
#Expectimax strategy
#Alpha-beta pruning
#Game visualization
#AI benchmarking
#multi-agent systems
#competitive gaming
#Heuristic algorithms
#Custom agent creation
#Game statistics analysis
#Open Source Framework
#Real-time graphics
#interactive AI agents
#Game statistics logging
#Adversarial search methods
#performance evaluation
...
Promote this Tool
Update this Tool
MultiAgentPacman
MultiAgentPacman is an educational Python framework that provides a ready-made Pacman environment for developing and testing various multi-agent AI algorithms. It includes built-in implementations of reflex agents, minimax, expectimax, alpha-beta pruning, and customizable agent templates, along with visualization and performance evaluation tools.
AI Platforms & Frameworks
Development Environment
Gaming
#AI Agents
#Pacman environment
#Python gaming
#reinforcement learning
#Minimax algorithm
#Expectimax strategy
#Alpha-beta pruning
#Game visualization
#AI benchmarking
#multi-agent systems
#competitive gaming
#Heuristic algorithms
#Custom agent creation
#Game statistics analysis
#Open Source Framework
#Real-time graphics
#interactive AI agents
#Game statistics logging
#Adversarial search methods
#performance evaluation
...
Featured
- Yollo AIChat & create with your AI companion. Image to Video, AI Image Generator.
- QoderQoder is an agentic coding platform for real software, Free to use the best model in preview.
- Skywork.aiSkywork AI is an innovative tool to enhance productivity using AI.
- BGRemoverEasily remove image backgrounds online with SharkFoto BGRemover.
- SuperMaker AI Video GeneratorCreate stunning videos, music, and images effortlessly with SuperMaker.
- Z Image Turbo AIZ Image Turbo is a super fast AI image generator creating stunning photorealistic art.
- NanoPicNanoPic offers fast, high-quality conversational image editing powered by AI with 2K/4K output.
- FixArt AIFixArt AI offers free, unrestricted AI tools for image and video generation without sign-up.
- EdensignEdensign is an AI-driven virtual staging platform transforming real estate photos quickly and realistically.
- ai song creatorCreate full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
- WhatsApp Warmup ToolAI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
- SharkFotoSharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
- Camtasia onlineCamtasia Online is a free tool for screen recording and video editing, all from your web browser.
- 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.
- GobiiGobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
- ThumbnailCreator.comAI-powered tool for creating stunning, professional YouTube thumbnails quickly and easily.
- Vadu AIAll-in-one AI video & image generator with Sora 2, Veo 3, Kling, and 10+ top models.
- VoxDeckNext-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
- ChatronixLLM aggregator that connects multiple AI models in one platform for comparison, integration, and automation.
- PoYo APIPoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
- yesTool.aiAll-in-one AI platform for creating videos, music, and images with no technical skills required.
- Manga Translator AIAI Manga Translator instantly translates manga images into multiple languages online.
- codeflyingCodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
- LTX-2 AIOpen-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
- Elser AIAll-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
- PXZ AIPXZ.ai is an all-in-one AI platform offering tools for image, video, voice, writing, and chat creation.
- 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.
- GLM ImageGLM Image combines hybrid AR and diffusion models to generate high-fidelity AI images with exceptional text rendering.
- RebelgrowthGrow your revenue from organic traffic on autopilot: Keyword research. SEO optimized articles and EVEN backlinks.
- AnimeShortsCreate stunning anime shorts effortlessly with cutting-edge AI technology.
- ExpleeStart outreach RIGHT NOW with single-line description of your ICP
- Funy AIAI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
- Refly.aiRefly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
- AI FIRSTConversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
- SOLM8AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
- TextToHumanFree AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
- AirMusicAirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
- EaseUS VoiceWaveFree, powerful voice changer for creative expression offline and online.
- Create WhatsApp LinkFree WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
- remio - Personal AI Assistantremio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
- Wollo.aiWollo allows you to create, explore, and chat with AI characters using advanced, emotionally aware AI technology.
- Seedance 1.5 ProSeedance 1.5 Pro is an AI-powered cinematic video generator with perfect lip-sync and real-time audio-video sync.
- Avoid.soAvoid.so offers advanced AI humanizer technology to bypass AI detection algorithms seamlessly.
- Qwen-Image-2512 AIQwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
- Telegram Group BotTGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
- Lease A BrainAI-powered team of expert virtual professionals ready to assist in diverse business tasks. Sign-up for a free trial.
- FineVoiceClone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
- Kling 3.0Kling 3.0 is an AI-powered 4K video generator with native audio, advanced motion control, and Canvas Agent.
- FlowithFlowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
- PippitElevate your content creation with Pippit's powerful AI tools!
- TattooAI AI Tattoo GeneratorAI Tattoo Generator creates personalized, high-quality tattoo designs quickly with advanced AI technology.
- Remy - Newsletter SummarizerRemy automates newsletter management by summarizing emails into digestible insights.
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.
FineVoice
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
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.
Qoder
Qoder is an agentic coding platform for real software, Free to use the best model in preview.
Yollo AI
Chat & create with your AI companion. Image to Video, AI Image Generator.
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.
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.
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.
TextToHuman
Free AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
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.
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.
PoYo API
PoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
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.
Vertech Academy
Vertech offers AI prompts designed to help students and teachers learn and teach effectively.
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.
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.
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
Vadu AI
All-in-one AI video & image generator with Sora 2, Veo 3, Kling, and 10+ top models.
Camtasia online
Camtasia Online is a free tool for screen recording and video editing, all from your web browser.
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.
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.
Z Image Turbo AI
Z Image Turbo is a super fast AI image generator creating stunning photorealistic art.
EaseUS VoiceWave
Free, powerful voice changer for creative expression offline and online.
What is MultiAgentPacman?
MultiAgentPacman offers a Python-based game environment where users can implement, visualize, and benchmark multiple AI agents in the Pacman domain. It supports adversarial search algorithms like minimax, expectimax, alpha-beta pruning, as well as custom reinforcement learning or heuristic-based agents. The framework includes a simple GUI, command-line controls, and utilities to log game statistics and compare agent performance under competitive or cooperative scenarios.
Who will use MultiAgentPacman?
- AI students and educators
- Reinforcement learning researchers
- Game AI developers
- Academic instructors
- AI algorithm enthusiasts
How to use the MultiAgentPacman?
- Step1: Clone the repository via git clone https://github.com/TejasNaikk/MultiAgentPacman.git
- Step2: Install Python 3.x and required dependencies (e.g., pygame) with pip install -r requirements.txt
- Step3: Run sample games using python pacman.py -p ReflexAgent or python pacman.py -p MinimaxAgent
- Step4: Create a custom agent by subclassing the Agent class in multiAgents.py
- Step5: Launch your agent with python pacman.py -p YourAgentName -l mediumMaze -q
- Step6: Use provided evaluation scripts to log wins, scores, and compare across multiple runs
Platform
- mac
- windows
- linux
MultiAgentPacman's Core Features & Benefits
The Core Features
- Python-based Pacman game environment
- Multiple built-in agents: Reflex, Minimax, Expectimax, Alpha-Beta
- Custom agent API for heuristic and RL algorithms
- Real-time GUI visualization
- Command-line controls and logging utilities
- Performance evaluation and statistics
The Benefits
- Accelerates AI agent prototyping
- Teaches core adversarial and multi-agent concepts
- Facilitates reproducible benchmarking
- Open-source and highly extensible
- Interactive visualization of agent behaviors
MultiAgentPacman's Main Use Cases & Applications
- University AI course assignments and labs
- Benchmarking adversarial search algorithms
- Testing multi-agent reinforcement learning strategies
- Research in cooperative and competitive AI
- Game AI prototyping and demonstrations
FAQs of MultiAgentPacman
MultiAgentPacman Company Information
- TejasNaikk
MultiAgentPacman Reviews
5/5
MultiAgentPacman's Main Competitors and alternatives?
- Berkeley CS188 Pacman Projects
- OpenAI Gym Pacman environments
- PettingZoo multi-agent Pacman
- PyGame Learning Environment (PLE)
- gym-pacman
You may also like:
Managed Openclaw workspace to deploy local-first AI agents, hire AI staff, and join the Moltbook ecosystem.
Skywork AI is an innovative tool to enhance productivity using AI.
Lovart is an AI agent that generates professional-quality content and designs effortlessly.
Power Automate transforms repetitive tasks into automated workflows using AI.
Create AI agents with Microsoft Copilot Studio's intuitive tools and seamless integration.
Oracle's AI Agent enhances productivity through automated decision-making and intelligent support.
Amazon Bedrock Agents enhance applications with AI capabilities like text generation and automation.
NVIDIA Cosmos empowers AI developers with advanced tools for data processing and model training.
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Pixlr is an AI-powered online and mobile photo editor ideal for beginners and professionals.
UiPath's AI Agent automates workflows by integrating AI capabilities seamlessly.
Dialpad is an AI-powered communication tool that enhances business calls and conversations.
Rubii AI creates lifelike chatbot interactions for immersive role-playing experiences.
Glean is an AI assistant platform for enterprise search and knowledge discovery.
AI-driven customer service platform offering efficient communication solutions.
Crewai orchestrates interactions between multiple AI agents, enabling collaborative task solving, dynamic planning, and agent-to-agent communication.
AI-driven platform for creating and deploying enterprise-grade AI systems and agents.
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Letta is an AI agent that handles email responses efficiently and accurately.
Windsurf AI Agent helps optimize windsurfing conditions and gear recommendations.
Cody AI helps developers write, review, and understand code efficiently.
A solution for building customizable AI agents with LangChain on AWS Bedrock, leveraging foundation models and custom tools.
scenario-go is a Go SDK for defining complex LLM-driven conversational workflows, managing prompts, context, and multi-step AI tasks.
A ROS-based framework for multi-robot collaboration enabling autonomous task allocation, planning, and coordinated mission execution in teams.
An open-source visual IDE enabling AI engineers to build, test, and deploy agentic workflows 10x faster.
LangGraph Learn offers an interactive GUI to design and execute graph-based AI agent workflows, visualizing language model chains.
AIDE provides AI-powered code generation, debugging, documentation and package management within an integrated web IDE.
A methodology offering twelve best practices to design, configure, and deploy scalable, maintainable AI Agents.
A Python framework for constructing multi-step reasoning pipelines and agent-like workflows with large language models.
SARL is an agent-oriented programming language and runtime providing event-driven behaviors and environment simulation for multi-agent systems.
AI Library is a developer platform for building and deploying customizable AI agents using modular chains and tools.
RModel is an open-source AI agent framework orchestrating LLMs, tool integration, and memory for advanced conversational and task-driven applications.
Provides a FastAPI backend for visual graph-based orchestration and execution of language model workflows in LangGraph GUI.
CodeBeaver is an AI agent that assists in coding and debugging tasks efficiently.
AveHR is an AI-driven human resources agent for streamlining HR tasks.
OpenSpiel provides a library of environments and algorithms for research in reinforcement learning and game theoretic planning.
An autonomous AI agent that writes, tests, and refactors code projects using LLMs with iterative test-driven development.
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
An AI agent that uses Minimax and Monte Carlo Tree Search to optimize tile placement and scoring in Azul.
AGM: AI Game Maker enables seamless game development with AI support.
An RL-based AI agent that learns optimal betting strategies to play heads-up limit Texas Hold'em poker efficiently.
An open-source reinforcement learning agent using PPO to train and play StarCraft II via DeepMind's PySC2 environment.
BomberManAI is a Python-based AI agent that autonomously navigates and battles in Bomberman game environments using search algorithms.
SoccerAgent uses multi-agent reinforcement learning to train AI players for realistic soccer simulations and strategy optimization.
An AI-powered Dungeon Master that uses LLMs to generate dynamic D&D narrative, quests, and encounters in real-time.
An open-source multi-agent reinforcement learning framework enabling raw-level agent control and coordination in StarCraft II via PySC2.
All-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
An open-source RL agent for Yu-Gi-Oh duels, providing environment simulation, policy training, and strategy optimization.
PyGame Learning Environment provides a collection of Pygame-based RL environments for training and evaluating AI agents in classic games.
BotPlayers is an open-source framework enabling creation, testing, and deployment of AI game-playing agents with reinforcement learning support.
Gomoku Battle is a Python framework enabling developers to build, test, and pit AI agents in Gomoku games.
A multi-agent football simulation using JADE, where AI agents coordinate to compete in soccer matches autonomously.
FemaleSwitch is an AI-powered game that enhances female character experiences.
An AI agent that plays Pentago Swap by evaluating board states and selecting optimal placements using Monte Carlo Tree Search.
Samsung Ballie is a mobile AI assistant that monitors and interacts in your home.
AIpacman is a Python framework providing search-based, adversarial, and reinforcement learning agents to master the Pac-Man game.