Operit is a comprehensive open-source AI agent framework designed to streamline the creation of autonomous agents for various tasks. By integrating with LLMs like OpenAI’s GPT and local models, it enables dynamic reasoning across multi-step workflows. Users can define custom plugins to handle data fetching, web scraping, database queries, or code execution, while Operit manages session context, memory, and tool invocation. The framework offers a clear API for building, testing, and deploying agents with persistent state, configurable pipelines, and error-handling mechanisms. Whether you’re developing customer support bots, research assistants, or business automation agents, Operit’s extensible architecture and robust tooling ensure rapid prototyping and scalable deployments.

Vapi is a Voice AI platform aimed at developers, offering a simplified and efficient way to build, test, and deploy voice agents. By leveraging cutting-edge AI technologies, Vapi allows for the creation of natural-sounding bots that can be used in various applications such as customer support, outbound sales, and more. The platform supports modular and scalable development, making it a versatile choice for a wide range of voice applications. With automated processes and easy-to-use tools, developers can quickly go from idea to implementation, saving both time and resources.