MARFT provides an integrated framework to define, train, and deploy multiple collaborating AI agents via reinforcement fine-tuning. It offers role management, memory modules, environment simulation, and evaluation pipelines. Developers and researchers can orchestrate multi-agent tasks, automate workflows, and benchmark performance with ease.
AI Platforms & Frameworks
Development Environment
Workflow Automation
#AI experimentation
#collaborative AI
#Prototyping Tools
#reinforcement learning
#multi-agent systems
#modular architecture
#workflow automation
#environment simulation
#custom reward functions
#evaluation metrics
#Python AI frameworks
#reproducible research
#agent orchestration
#Rapid Development
#AI model integration
#user memory management
#scalable AI solutions
#development efficiency
#research reproducibility
#Data-Driven AI
...
Promote this Tool
Update this Tool
MARFT
MARFT provides an integrated framework to define, train, and deploy multiple collaborating AI agents via reinforcement fine-tuning. It offers role management, memory modules, environment simulation, and evaluation pipelines. Developers and researchers can orchestrate multi-agent tasks, automate workflows, and benchmark performance with ease.
AI Platforms & Frameworks
Development Environment
Workflow Automation
#AI experimentation
#collaborative AI
#Prototyping Tools
#reinforcement learning
#multi-agent systems
#modular architecture
#workflow automation
#environment simulation
#custom reward functions
#evaluation metrics
#Python AI frameworks
#reproducible research
#agent orchestration
#Rapid Development
#AI model integration
#user memory management
#scalable AI solutions
#development efficiency
#research reproducibility
#Data-Driven AI
...
Featured
- GenPPT.AIAI-driven PPT maker that creates, beautifies, and exports professional PowerPoint presentations with speaker notes and charts in minutes.
- Veemo - AI Video GeneratorVeemo AI is an all-in-one platform that quickly generates high-quality videos and images from text or images.
- AI Clothes Changer by SharkFotoAI Clothes Changer by SharkFoto instantly lets you virtually try on outfits with realistic fit, texture, and lighting.
- AirMusicAirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
- ExpleeStart outreach RIGHT NOW with single-line description of your ICP
- AI Pet Video GeneratorCreate viral, shareable pet videos from photos using AI-driven templates and instant HD exports for social platforms.
- AtomsAI-driven platform that builds full‑stack apps and websites in minutes using multi‑agent automation, no coding required.
- Telegram Group BotTGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
- TextToHumanFree AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
- Van Gogh Free Video GeneratorAn AI-powered free video generator that creates stunning videos from text and images effortlessly.
- Tome AI PPTAI-powered presentation maker that generates, beautifies, and exports professional slide decks in minutes.
- Seedance 20 VideoSeedance 2 is a multimodal AI video generator delivering consistent characters, multi-shot storytelling, and native audio at 2K.
- AI FIRSTConversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
- Seedance-2Seedance 2.0 is a free AI-powered text-to-video and image-to-video generator with realistic lip sync and sound effects.
- Qwen-Image-2512 AIQwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
- WhatsApp Warmup ToolAI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
- Hitem3DHitem3D converts a single image into high-resolution, production-ready 3D models using AI.
- SuperMaker AI Video GeneratorCreate stunning videos, music, and images effortlessly with SuperMaker.
- ainanobanana2Nano Banana 2 generates pro-quality 4K images in 4–6 seconds with precise text rendering and subject consistency.
- Funy AIAI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
- ai song creatorCreate full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
- LTX-2 AIOpen-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
- Skywork.aiSkywork AI is an innovative tool to enhance productivity using AI.
- BGRemoverEasily remove image backgrounds online with SharkFoto BGRemover.
- Remy - Newsletter SummarizerRemy automates newsletter management by summarizing emails into digestible insights.
- Create WhatsApp LinkFree WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
- Lease A BrainAI-powered team of expert virtual professionals ready to assist in diverse business tasks. Sign-up for a free trial.
- Vertech AcademyVertech offers AI prompts designed to help students and teachers learn and teach effectively.
- RSW Sora 2 AI StudioRemove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
- Elser AIAll-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
- 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.
- Refly.aiRefly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
- FineVoiceClone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
- HookTideAI-powered LinkedIn growth platform that learns your voice to create content, engage, and analyze performance.
- Img2.AIAI platform that converts photos into stylized images and short animated videos with fast, high-quality results and one-click upscaling.
- SOLM8AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
- GobiiGobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
- Kling 3.0Kling 3.0 is an AI-powered 4K video generator with native audio, advanced motion control, and Canvas Agent.
- PippitElevate your content creation with Pippit's powerful AI tools!
- Yollo AIChat & create with your AI companion. Image to Video, AI Image Generator.
- SharkFotoSharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
- VoxDeckNext-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
- FixArt AIFixArt AI offers free, unrestricted AI tools for image and video generation without sign-up.
- Seedance 2 AIMulti-modal AI video generator that combines images, video, audio and text to create cinematic short clips.
- FalcoCutFalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
- QoderQoder is an agentic coding platform for real software, Free to use the best model in preview.
- ThumbnailCreator.comAI-powered tool for creating stunning, professional YouTube thumbnails quickly and easily.
- 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.
- APIMartAPIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
- FlowithFlowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
- AnimeShortsCreate stunning anime shorts effortlessly with cutting-edge AI technology.
- Ampere.SHFree managed OpenClaw hosting. Deploy AI agents in 60 seconds with $500 Claude credits.
ThumbnailCreator.com
AI-powered tool for creating stunning, professional YouTube thumbnails quickly and easily.
Refly.ai
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
FineVoice
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
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.
VoxDeck
Next-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
Skywork.ai
Skywork AI is an innovative tool to enhance productivity using AI.
Qoder
Qoder is an agentic coding platform for real software, Free to use the best model in preview.
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.
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!
Yollo AI
Chat & create with your AI companion. Image to Video, AI Image Generator.
Pippit
Elevate your content creation with Pippit's powerful AI tools!
AI Clothes Changer by SharkFoto
AI Clothes Changer by SharkFoto instantly lets you virtually try on outfits with realistic fit, texture, and lighting.
SuperMaker AI Video Generator
Create stunning videos, music, and images effortlessly with SuperMaker.
AnimeShorts
Create stunning anime shorts effortlessly with cutting-edge AI technology.
Tome AI PPT
AI-powered presentation maker that generates, beautifies, and exports professional slide decks in minutes.
AI Pet Video Generator
Create viral, shareable pet videos from photos using AI-driven templates and instant HD exports for social platforms.
Atoms
AI-driven platform that builds full‑stack apps and websites in minutes using multi‑agent automation, no coding required.
Ampere.SH
Free managed OpenClaw hosting. Deploy AI agents in 60 seconds with $500 Claude credits.
Seedance 20 Video
Seedance 2 is a multimodal AI video generator delivering consistent characters, multi-shot storytelling, and native audio at 2K.
Veemo - AI Video Generator
Veemo AI is an all-in-one platform that quickly generates high-quality videos and images from text or images.
Hitem3D
Hitem3D converts a single image into high-resolution, production-ready 3D models using AI.
ainanobanana2
Nano Banana 2 generates pro-quality 4K images in 4–6 seconds with precise text rendering and subject consistency.
HookTide
AI-powered LinkedIn growth platform that learns your voice to create content, engage, and analyze performance.
GenPPT.AI
AI-driven PPT maker that creates, beautifies, and exports professional PowerPoint presentations with speaker notes and charts in minutes.
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.
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.
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.
Seedance 2 AI
Multi-modal AI video generator that combines images, video, audio and text to create cinematic short clips.
WhatsApp Warmup Tool
AI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
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.
LTX-2 AI
Open-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
Van Gogh Free Video Generator
An AI-powered free video generator that creates stunning videos from text and images effortlessly.
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.
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.
Vertech Academy
Vertech offers AI prompts designed to help students and teachers learn and teach effectively.
Img2.AI
AI platform that converts photos into stylized images and short animated videos with fast, high-quality results and one-click upscaling.
APIMart
APIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
ai song creator
Create full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
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.
Qwen-Image-2512 AI
Qwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
Kling 3.0
Kling 3.0 is an AI-powered 4K video generator with native audio, advanced motion control, and Canvas Agent.
Explee
Start outreach RIGHT NOW with single-line description of your ICP
RSW Sora 2 AI Studio
Remove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
Lease A Brain
AI-powered team of expert virtual professionals ready to assist in diverse business tasks. Sign-up for a free trial.
What is MARFT?
MARFT is a Python-based LLMs, enabling reproducible experiments and rapid prototyping of collaborative AI systems.
Who will use MARFT?
- Machine learning engineers
- AI researchers
- Software developers
- R&D teams
- Product managers
How to use the MARFT?
- Step1: Clone the repository or pip install marft.
- Step2: Define agent roles and memory schema in a YAML or Python file.
- Step3: Configure environment simulation and reward functions.
- Step4: Run marft train to launch multi-agent RL fine-tuning.
- Step5: Monitor metrics and adjust hyperparameters as needed.
- Step6: Evaluate agents with marft eval and export trained models.
- Step7: Deploy agents via marft deploy or integrate into your application.
Platform
- mac
- windows
- linux
MARFT's Core Features & Benefits
The Core Features
- Multi-agent orchestration API
- Reinforcement fine-tuning pipelines
- Role and memory management
- Environment simulation toolkit
- Customizable reward functions
- Built-in evaluation metrics
The Benefits
- Accelerates prototyping of collaborative AI
- Ensures reproducible RL experiments
- Modular and extensible architecture
- Seamless integration with major LLMs
- Comprehensive workflow automation
MARFT's Main Use Cases & Applications
- Virtual customer support with multiple specialized agents
- Automated negotiation and decision-making simulations
- Research prototypes for multi-agent coordination
- Task automation in business workflows
- Complex problem solving with role-based agents
FAQs of MARFT
MARFT Company Information
MARFT Reviews
5/5
MARFT's Main Competitors and alternatives?
- Ray RLlib
- LangChain Agents
- OpenAI Multi-Agent Toolkit
- Stable Baselines3
- RLlib MultiAgent
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.
AI-powered tool for creating stunning, professional YouTube thumbnails quickly and easily.
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.
CodeFuse is an AI agent that enhances developer productivity through intelligent coding assistance.
Brian Knows is an AI Agent designed for personalized knowledge assistance and insights.
Council is a modular framework for orchestrating AI agents with customizable chains, roles, and tool integrations.
Delve is an AI Agent that assists with real-time data analysis and insights generation.
Humen is an AI agent designed for human-like conversation and assistance.
Efficient Prioritized Heuristics MAPF (ePH-MAPF) quickly computes collision-free multi-agent paths in complex environments using incremental search and heuristics.
AI coding assistant built for professional software engineers with large codebases.
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
AI agents to automate and enhance your business workflow.
Path of Exile 2's ultimate database for guides, skills, and builds.
Letta is an AI agent that handles email responses efficiently and accurately.
Letta is an AI agent orchestration platform enabling creation, customization, and deployment of digital workers to automate business workflows.
Phala Network enables privacy-preserving cloud computing powered by AI technology.
RinSim is a Java-based discrete-event multi-agent simulation framework for evaluating dynamic vehicle routing, ride-sharing, and logistics strategies.
AveHR is an AI-driven human resources agent for streamlining HR tasks.
Shobana is an AI agent specialized in enhancing productivity and providing insightful data analysis.
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Astrix Health is an AI-driven platform for personalized healthcare solutions.
ShopMaven AI enhances online shopping with smart recommendations and insights.
Lixsa optimizes customer support with AI for 24/7 efficiency and enhanced satisfaction.
Integrate autonomous AI assistants into Jupyter notebooks for data analysis, coding help, web scraping, and automated tasks.
Bookline.ai utilizes advanced AI to generate personalized reading recommendations.
Origami Agents streamline workflows with automated AI-driven interactions.
Norm AI automates workflows and enhances productivity using advanced AI agents.
An open-source AI agent framework enabling modular agents with tool integration, memory management, and multi-agent orchestration.