Multi-Agent-Blueprint is a comprehensive open-source codebase for building and orchestrating multiple AI-driven agents that collaborate to address complex tasks. At its core, it offers a modular system for defining distinct agent roles—such as researchers, analysts, and executors—each with dedicated memory stores and prompt templates. The framework integrates seamlessly with large language models, external knowledge APIs, and custom tools, enabling dynamic task delegation and iterative feedback loops between agents. It also includes built-in logging and monitoring to track agent interactions and outputs. With customizable workflows and interchangeable components, developers and researchers can rapidly prototype multi-agent pipelines for applications like content generation, data analysis, product development, or automated customer support.

multiagent_envs delivers a modular set of Python-based environments tailored for multi-agent reinforcement learning research and development. It includes scenarios like cooperative navigation, predator-prey, social dilemmas, and competitive arenas. Each environment lets you define the number of agents, observation features, reward functions, and collision dynamics. The framework integrates seamlessly with popular RL libraries such as Stable Baselines and RLlib, allowing vectorized training loops, parallel execution, and easy logging. Users can extend existing scenarios or create new ones by following a simple API, accelerating experimentation with algorithms like MADDPG, QMIX, and PPO in a consistent, reproducible setup.

kilobees is a comprehensive multi-agent orchestration platform built in Python that streamlines the development of complex AI workflows. Developers can define individual agents with specialized roles, such as data extraction, natural language processing, API integration, or decision logic. kilobees automatically manages inter-agent messaging, task queues, error recovery, and load balancing across execution threads or distributed nodes. Its plugin architecture supports custom prompt templates, performance monitoring dashboards, and integrations with external services like databases, web APIs, or cloud functions. By abstracting the common challenges of multi-agent coordination, kilobees accelerates prototyping, testing, and deployment of sophisticated AI systems that require collaborative agent interactions, parallel execution, and modular extensibility.

crewAI Playground is a developer toolkit and sandbox for building and experimenting with AI-driven agents. You define agents via configuration files or code, specifying prompts, tools, and memory modules. The playground runs multiple agents concurrently, handles message routing, and logs conversation history. It supports plugin integrations for external data sources, customizable memory backends (in-memory or persistent), and a web interface for testing. Use it to prototype chatbots, virtual assistants, and automated workflows before production deployment.

AWS Bedrock Multi-Agent Collaboration is a managed service feature that enables you to orchestrate multiple AI agents powered by foundation models to work together on complex tasks. You configure agent personas with specific roles, define messaging schemas for communication, and set shared memory for context retention. During execution, agents can request data from downstream sources, delegate subtasks, and aggregate each other's outputs. This collaborative approach supports iterative reasoning loops, improves task accuracy, and allows dynamic scaling of agents based on workload. Integrated with AWS console, CLI, and SDKs, the service offers monitoring dashboards to visualize agent interactions and performance metrics, simplifying development and operational oversight of intelligent multi-agent workflows.

Multi-Agent is a developer toolkit that helps you build and orchestrate multiple AI agents running in parallel. Each agent maintains its own memory store, prompt configuration, and message queue. You can define custom behaviors, set up inter-agent communication channels, and delegate tasks automatically based on agent roles. It leverages OpenAI's Chat API for language understanding and generation, while providing modular components for workflow orchestration, logging, and error handling. This enables creation of specialized agents—such as research assistants, data processors, or customer support bots—that work together on multifaceted tasks.

Multi-Agent Reinforcement Learning by alaamoheb is a comprehensive open-source library designed to facilitate the development, training, and evaluation of multiple agents acting in shared environments. It includes modular implementations of value-based and policy-based algorithms such as DQN, PPO, MADDPG, and more. The repository supports integration with OpenAI Gym, Unity ML-Agents, and the StarCraft Multi-Agent Challenge, allowing users to experiment in both research and real-world inspired scenarios. With configurable YAML-based experiment setups, logging utilities, and visualization tools, practitioners can monitor learning curves, tune hyperparameters, and compare different algorithms. This framework accelerates experimentation in cooperative, competitive, and mixed multi-agent tasks, streamlining reproducible research and benchmarking.

The Multi-LLM Dynamic Agent Router is an open-architecture framework for building AI agent collaborations. It features a dynamic router that directs sub-requests to the optimal language model, and a GraphQL interface to define composite prompts, query results, and merge responses. This enables developers to break complex tasks into micro-prompts, route them to specialized LLMs, and recombine outputs programmatically, yielding higher relevance, efficiency, and maintainability.

MultiLipi offers a comprehensive AI-powered platform for multilingual translation and SEO optimization. It provides businesses the tools to translate and optimize content in various languages, ensuring global reach and enhanced visibility on search engines. The platform supports a wide range of file formats, enables manual editing, and allows team collaboration, ensuring high-quality, secure, and culturally relevant translations for websites and documents.

Unlock the full potential of AI directly in your browser with TeamAI. This extension integrates advanced AI tools and powerful large language models (LLMs) into your daily browsing activities, allowing you to perform complex tasks easily and efficiently. With over 20 LLMs to choose from, context-aware intelligence, and built-in features like Datastores, Custom Plugins, Assistants, and Automated Workflows, TeamAI enhances your productivity and provides tailored insights based on the content you view, all while ensuring your data remains secure.

AI-MultiPrompt is a web extension designed for those who frequently interact with different AI chat models such as ChatGPT, Bard, and others. By allowing users to submit a single prompt to multiple AI chats simultaneously, it streamlines the interaction process. This tool is perfect for researchers, developers, and anyone seeking diverse responses from various AI platforms. With AI-MultiPrompt, you can enhance your experience and explore multiple perspectives on a single topic with ease.

MultipleChat is a sophisticated chat platform that allows users to interact with multiple advanced AI models simultaneously. With capabilities spanning across various applications, it enables users to leverage the power of AI for decision-making, creative insights, and efficient customer support. The platform is designed for ease of use, offering a seamless interface where one can switch between different AI models based on their needs, leading to cost-effective and smarter communication. Whether for personal use or business applications, MultipleChat provides a unique solution to harness AI technology effectively.

Team-GPT is a collaborative platform designed to facilitate the adoption of ChatGPT within teams. It offers a secure, shared workspace where team members can organize knowledge, collaborate on projects, and master AI skills together. Suitable for teams ranging from 2 to 2000 members, Team-GPT ensures privacy and security while streamlining AI-assisted tasks.

TeamPrompt is a web-based platform designed to help teams collaborate and manage ChatGPT prompts effectively. It provides a comprehensive prompt library and chatbot capabilities, allowing users to find, create, and share prompt templates within their team and with the wider community. By streamlining prompt creation and management, TeamPrompt enhances productivity and creative output, making prompt-based tasks easier and more efficient for users across various industries.

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ProstoRetro is a modern and easy-to-use retrospective tool designed for agile teams. Leveraging artificial intelligence, it facilitates effective online retrospectives, making it ideal for remote teams. The platform includes various templates and real-time updates, ensuring that feedback is collected efficiently and actionably.

MultiLings is a robust AI-based platform providing comprehensive solutions for content creation, translation, grammar checking, and plagiarism detection. It offers human-like output, helping users efficiently produce high-quality written content in multiple languages. With tools to write articles, SEO content, product descriptions, and more, MultiLings is designed to streamline the content creation process for individuals and businesses alike.

Multi AI Sidebar is an innovative Chrome extension that consolidates access to a range of AI tools such as OpenAI ChatGPT, Microsoft Copilot, Bing AI, and Google Gemini into one easy-to-navigate sidebar. Perfect for users who frequently utilize different AI services, it enhances productivity by allowing seamless transitions between various applications. With its user-friendly interface and powerful capabilities, users can leverage the strengths of each AI tool efficiently while minimizing distractions and streamlining their tasks.

MultiGPT allows users to access a range of AI chatbots, including popular ones like ChatGPT, Bing Chat, Bard, and Claude, all within a single browser extension. The tool is designed for seamless integration, allowing users to switch between different chatbots without losing their chat history. Whether you're looking for information, assistance, or creative inspiration, MultiGPT makes it easy by gathering all these services into one convenient location, enhancing user efficiency and experience.

Perfiles para ChatGPT is a powerful Chrome extension that enables users to manage multiple custom profiles for ChatGPT. This means you can easily create specific instructions tailored to different contexts or needs and then switch between them seamlessly. No more resetting or remembering prompt structures; with just a click, different profiles will provide the unique context necessary for your queries. This flexibility is perfect for users who utilize ChatGPT in various domains such as professional, academic, or personal projects.