OperAgents is a developer-oriented toolkit for building and orchestrating autonomous agents using large language models like GPT. It supports defining custom agent classes, integrating external tools (APIs, databases, code execution), and managing agent memory for context retention. Through configurable pipelines, agents can perform multi-step tasks—such as research, summarization, and decision support—while dynamically invoking tools and maintaining state. The framework includes modules for monitoring agent performance, handling errors automatically, and scaling agent executions. By abstracting LLM interactions and tool management, OperAgents accelerates the development of AI-driven workflows in domains like automated customer support, data analysis, and content generation.

PromptStart is a comprehensive AI starter toolkit aimed at improving productivity by enabling users to build and manage prompts for everyday tools effortlessly. It leverages Google Gemini Pro to run content tasks, offering a seamless and user-friendly experience. The toolkit is designed for individuals and businesses looking to harness AI technology in their daily workflows, allowing them to create, manage, and optimize prompts efficiently. With a focus on usability, PromptStart simplifies the process of integrating AI into various tasks, making it accessible even to those with minimal technical expertise.