MASlite provides a clear API to create agent classes, register behaviors, and handle event-driven messaging between agents. It includes a scheduler to manage agent tasks, environment modeling to simulate interactions, and a plugin system to extend core capabilities. Developers can rapidly prototype multi-agent scenarios in Python by defining agent lifecycle methods, connecting agents via channels, and running simulations in a headless mode or integrating with visualization tools.

Substrate is a versatile platform designed for developing AI workflows by connecting various modular components or nodes. It offers an intuitive Software Development Kit (SDK) that encompasses essential AI functionalities, including language models, image generation, and integrated vector storage. This platform caters to diverse sectors, empowering users to construct complex AI systems with ease and efficiency. By streamlining the development process, Substrate allows individuals and organizations to focus on innovation and customization, transforming ideas into effective solutions.

AI Agent Code Generator provides a command-line interface to scaffold Python projects for AI agents. Users select from multiple LangChain-based templates, configure their OpenAI API keys, and specify custom tools or functions. The tool then generates boilerplate code, project structure, and sample scripts to deploy conversational, information-retrieval, or task-automation agents. Developers can extend the generated code with additional plugins, modify prompts, and integrate new toolkits for specialized agent behavior, accelerating prototype and production development.