This framework provides a server-based architecture supporting Multiple-MCP (Multi-Channel Processing) servers to handle concurrent conversations, maintain context across sessions, and integrate external services via plugins. Developers can configure connectors for messaging platforms, define custom function calls, and scale instances using Docker or native hosts. It includes logging, error handling, and a modular pipeline to extend capabilities without altering core code.

DemoGPT is an open-source Python project designed to demonstrate the core concepts of AI agents using OpenAI's GPT models. It implements a conversational interface with persistent memory saved in JSON files, enabling context-aware interactions across sessions. The framework supports dynamic tool execution, such as web search, calculations, and custom extensions, through a plugin-style architecture. By simply configuring your OpenAI API key and installing dependencies, users can run DemoGPT locally to prototype chatbots, explore multi-turn dialogue flows, and test agent-driven workflows. This comprehensive demo offers developers and researchers a practical foundation for building, customizing, and experimenting with GPT-powered agents in real-world scenarios.

SUP.AI leverages cutting-edge AI technology to provide advanced chat solutions that streamline and enhance communication. By offering an intuitive platform, SUP.AI helps users manage conversations efficiently, ensuring faster responses and better engagement. It is designed for a variety of users, including businesses looking to improve customer support, teams needing better internal communication, and individuals seeking an intelligent chat assistant. With features like real-time responses, context-aware interactions, and multi-platform support, SUP.AI stands out as a comprehensive tool for modern communication needs.

xmem.xyz centralizes all your organizational data, documentation, and best practices in one unified repository. Through robust API access and real-time data synchronization, it ensures your teams have the latest information at their fingertips. The platform also offers role-based access control to protect sensitive information and advanced AI-driven search capabilities for quick data retrieval. Additionally, seamless integration into LLMs enhances workflows with intelligent data fetching and contextual interactions.

Cols AI is an AI-powered voice calling platform designed to facilitate human-like voice communication for businesses. It connects with telephone systems to manage inbound and outbound calls, delivering personalized interactions based on contextual understanding. The platform enhances customer engagement with advanced AI voice agents that mimic human dialogue, making calls more effective. With real-time analytics and customizable voice options, Cols AI empowers businesses to streamline their communication processes and improve overall customer experience.