JASA provides a comprehensive set of Java libraries for building and running multi-agent system simulations. It supports agent lifecycle management, event scheduling, asynchronous message passing, and environment modeling. Developers can extend core classes to implement custom behaviors, integrate external data sources, and visualize simulation outcomes. The framework’s modular design and clear API documentation facilitate rapid prototyping and scalability, making it suitable for academic research, teaching, and proof-of-concept development in agent-based modeling.

Nuzon-AI provides a Python-based agent framework that lets you define tasks, manage conversational memory, and extend capabilities via plugins. It supports integration with major LLMs (OpenAI, local models), enabling agents to perform web interactions, data analysis, and automated workflows. The architecture includes a skill registry, tool invocation system, and multi-agent orchestration layer, allowing you to compose agents for customer support, research assistance, and personal productivity. With configuration files, you can tailor each agent’s behavior, memory retention policy, and logging for debugging or audit purposes.

Transmonkey is an AI-powered translation platform that supports document, image, and video translations. Utilizing robust large language models, Transmonkey ensures accurate, context-aware translations, preserving the original format and layout of the content. Whether translating a PDF, a high-resolution image, or a full-length video, Transmonkey delivers fast, high-quality translations in over 130 languages. Ideal for individuals and businesses alike, Transmonkey integrates seamlessly with various platforms, including Google Workplace and YouTube, providing users with a versatile and efficient translation solution.

Wavify is a platform for on-device speech AI that allows software engineers to embed speech recognition, wake word detection, and other voice functionalities into their applications. With state-of-the-art models and cross-platform support, Wavify ensures high performance and privacy, as the data never leaves the device. It supports over 20 languages and works across various operating systems, making it versatile and accessible for different tech stacks.

Coaty is an open-source toolkit written in TypeScript for developing collaborative, decentralized IoT applications using software agents. It delivers a container runtime that hosts agent instances, a discovery and registry service for dynamic resource lookup, and pub/sub communication layers for event distribution. Built-in storage adapters synchronize state across devices, while a flexible data model allows you to extend and share domain objects. Coaty supports multiple transport protocols like MQTT and WebSocket, enabling robust, real-time interoperability between edge, fog, and cloud environments without central points of failure.

Digiotouch AI is an innovative solution that aims to streamline and simplify remote meetings and conversation management. It offers accurate transcriptions and meeting summaries, and automatically assigns actions items, facilitating fast information retrieval through an intuitive dashboard. Powered by Generative AI, it provides instant, context-aware answers from previous meetings, supporting enhanced productivity and strategic focus. Built on robust security and privacy frameworks, it ensures the protection of sensitive data, making it suitable for handling critical information. The tool is available for both desktop and Android-powered devices, with an upcoming release for iOS.

Hoop is an innovative task management tool powered by artificial intelligence, designed to automatically capture and organize tasks from various communication channels. Whether it's a meeting on Zoom, a conversation in Slack, or an email in your Gmail, Hoop collects all action items, summarizes meeting content, and maintains them in one comprehensive list. This ensures you never miss an important to-do. It's compatible with major platforms and installs quickly for immediate productivity enhancement.

Overeasy is a Python-based open-source framework for orchestrating LLM-driven AI agents across various domains. It provides a modular architecture to define agents, configure memory stores, and integrate external tools such as APIs, knowledge bases, and databases. Developers can connect to OpenAI, Azure, or self-hosted LLM endpoints and design dynamic workflows involving single or multiple agents. Overeasy’s orchestration engine handles task delegation, decision making, and fallback strategies, enabling robust digital workers for research, customer support, data analysis, scheduling, and more. Comprehensive documentation and example projects accelerate deployment on Linux, macOS, and Windows.

AI-Agents provides a modular toolkit to create autonomous AI agents capable of task planning, execution, and self-monitoring. It offers built-in support for tool integration—such as web search, data processing, and custom APIs—and features a memory component to retain and recall context across interactions. With a flexible plugin system, agents can dynamically load new capabilities, while asynchronous execution ensures efficient multi-step workflows. The framework leverages LangChain for advanced chain-of-thought reasoning and simplifies deployment in Python environments on macOS, Windows, or Linux.

AI Agent FletUI provides a modular UI framework for creating intelligent chat applications backed by large language models. It bundles chat widgets, tool integration panels, memory stores and event handlers that connect seamlessly with any LLM provider. Users can define custom tools, manage session context persistently and render rich message formats out of the box. The library abstracts the complexity of UI layout in Flet and streamlines tool invocation, enabling rapid prototyping and deployment of LLM-driven assistants.

Botticelli Bots is an open-source .NET Core framework that facilitates the development of universal bots. This platform allows integration with various databases, message brokers, speech engines, and numerous AI engines such as GPT-j and ChatGPT. Designed for ease of use, it supports cross-platform compatibility between Windows and Linux and provides tools to manage high-load systems, scheduling, and automation.

BugBot is an intelligent automation testing tool that focuses on enhancing the software testing process through AI-driven features. It automates test case generation, facilitates form validation, and enables visual testing to increase accuracy and coverage. With BugBot, users can access pre-built test scenarios and streamline exploratory testing, making quality assurance faster and more effective. Its compatibility with various platforms ensures that it fits seamlessly into existing development workflows.

CrewAI GUI Qt provides a comprehensive visual environment for designing and running AI agent pipelines based on the CrewAI framework. Users can drag and drop configurable nodes representing data sources, LLM models, processing steps, and output handlers into a canvas, then link them to define sequential or parallel workflows. Each node exposes customizable parameters such as temperature, token limits, and API endpoints, enabling fine-grained control over model behavior. The real-time execution engine executes the graph, displays intermediate outputs in console panels, and highlights errors for debugging. Additionally, projects can be saved as JSON or XML, imported for collaboration, and exported as standalone scripts. The application supports plugin extensions, logging, and performance monitoring, making it ideal for prototyping, research, and production-grade agent development.

Echostream AI operates as an automated agent that aids users by reading and summarizing information from the internet, helping to create a unique, proprietary memory. This innovative application not only enhances users' ability to consume information but also organizes and manages their memories efficiently. Compatibility with various platforms ensures that users can access summaries, save links, and videos easily while browsing. The AI’s ability to summarize complex topics quickly allows users to focus on what matters most.

Evebyte Studio is a feature-rich Windows software designed for controlling physical Android phone devices through a graphical user interface. With Evebyte Studio, users can effortlessly create tasks for their Android devices without needing any coding skills, thanks to its drag-and-drop functionality. It's a versatile tool that allows users to automate phone tasks, build AI assistants, and manage multiple devices conveniently. This software is ideal for both personal and professional use, making complex task automation accessible to everyone.

Flocking Multi-Agent offers a modular library for simulating autonomous agents exhibiting swarm intelligence. It encodes core steering behaviors—cohesion, separation and alignment—alongside obstacle avoidance and dynamic target pursuit. Using Python and Pygame for visualization, the framework allows adjustable parameters such as neighbor radius, maximum speed, and turning force. It supports extensibility through custom behavior functions and integration hooks for robotics or game engines. Ideal for experimentation in AI, robotics, game development, and academic research, it demonstrates how simple local rules lead to complex global formations.

FloppyData is an intelligent AI agent designed to streamline data management and automate repetitive tasks. It helps users visualize data, generate insights, and create automated workflows tailored to specific business needs. FloppyData supports integration with multiple platforms, enabling users to effectively manage their data assets and enhance decision-making processes using AI-driven algorithms and real-time analytics. Its user-friendly interface makes it suitable for both technical and non-technical users, ensuring seamless data management.