This framework allows users to design, configure, and deploy multiple AI agents that communicate via JSON messages through a central orchestrator. Each agent can have distinct roles, prompts, and memory modules, and you can plug in any LLM provider by implementing a provider interface. The system supports persistent conversation history, dynamic routing, and modular extensions. Ideal for simulating debates, automating customer support flows, or coordinating multi-step document generation, it runs on Python, with Docker support for containerized deployments.

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.

AgentQL MCP Integration is a connector that bridges AgentQL’s intelligent agent orchestration framework with the Multi-channel Communication Platform (MCP), enabling AI agents to engage users across multiple messaging channels. By installing the agentql-mcp package, developers can configure API credentials and define communication channels such as email, SMS, and live chat. The integration automatically routes prompts and responses, maintains conversation state, and logs interactions for monitoring purposes. Whether powering chatbots for customer service, sending automated notifications for enterprise workflows, or enabling real-time sales assistance, this integration offers a unified, scalable solution to extend AI-driven messaging capabilities across diverse endpoints.

LLM to MCP Integration Engine is an open-source framework designed to integrate large language models (LLMs) with various messaging communication platforms (MCPs). It provides adapters for LLM APIs like OpenAI and Anthropic, and connectors for chat platforms such as Slack, Discord, and Telegram. The engine manages session state, enriches context, and routes messages bi-directionally. Its plugin-based architecture enables developers to extend support to new providers and customize business logic, accelerating the deployment of AI agents in production environments.

Message Master –AI texting generator is an AI plugin designed to help you generate contextual text responses effortlessly. It supports platforms like Instagram, Telegram, and Onlyfans, making it ideal for improving interaction and boosting conversation efficiency. With just one click, the plugin generates the perfect message to resonate with your audience, saving up to 80% of your time. Its intelligent system learns your unique style through anonymous analytics, maintains the flow of conversation, and transitions seamlessly from simple chatting to effective conversions.

AI-MultiPrompt is a web extension designed for those who frequently interact with different AI chat models such as ChatGPT, Bard, and others. By allowing users to submit a single prompt to multiple AI chats simultaneously, it streamlines the interaction process. This tool is perfect for researchers, developers, and anyone seeking diverse responses from various AI platforms. With AI-MultiPrompt, you can enhance your experience and explore multiple perspectives on a single topic with ease.

Fluent is a powerful messaging platform designed to break down language barriers, facilitating smooth communication between individuals who speak different languages. Featuring real-time translation, it allows users to engage in personal or group chats without the stress of language fluency. The app ensures messages are accurately translated and also provides auto-correction for grammatical errors, enhancing clarity. With its intuitive interface and advanced technology, Fluent bridges the gap in communication, making it perfect for diverse user environments.

MultipleChat is a sophisticated chat platform that allows users to interact with multiple advanced AI models simultaneously. With capabilities spanning across various applications, it enables users to leverage the power of AI for decision-making, creative insights, and efficient customer support. The platform is designed for ease of use, offering a seamless interface where one can switch between different AI models based on their needs, leading to cost-effective and smarter communication. Whether for personal use or business applications, MultipleChat provides a unique solution to harness AI technology effectively.

AI2006 is an innovative ChatGPT-powered platform designed to provide personalized assistance and entertainment through SMS. The service enables users to effortlessly connect with an AI assistant capable of delivering relevant information, engaging conversation, and task management support. Crafted to serve as a versatile digital companion, AI2006 ensures quick and accessible help, making it ideal for users seeking instant solutions, companionship, or simply a friendly chat. Its user-friendly interface and comprehensive features position AI2006 at the forefront of AI messaging solutions.

Chaport is a comprehensive customer messaging software offering multi-channel live chat, chatbots, auto-invitations, and a knowledge base. It is an ideal solution for businesses looking to improve customer engagement and support in real-time. Chaport also features seamless integration options with widely-used platforms, ensuring that businesses can maintain effective communication across different channels. By providing a user-friendly interface and a variety of customization options, it allows businesses to offer personalized customer experiences and optimize their support operations effortlessly.

AmplifySMS is an advanced AI-powered text messaging platform aiming to transform business communication. It offers a user-friendly interface that mirrors popular messaging apps, making it easy for businesses to send personalized messages, manage contacts, and schedule messages. With features such as auto-responses, real-time analytics, and compliance tools, AmplifySMS ensures that your business communication is efficient and effective. It is suitable for various applications, including customer support, marketing campaigns, and internal communications.

BluChatbot is an AI-powered multi-channel communication tool designed to streamline and enhance customer support. Through seamless integration with WhatsApp, Telegram, and Facebook Messenger, BluChatbot automates conversations, allowing businesses to efficiently manage customer inquiries. The advanced AI capabilities understand and personalize responses based on customer needs, providing a superior user experience. Whether it's configuring sending speeds or modifying campaign content on the fly, BluChatbot offers a versatile and dynamic solution to modern customer support challenges.

MultiChat AI provides an array of pre-built assistants tailored toward different functions such as coding, personal development, and more. By leveraging finely-tuned prompts alongside the best-suited LLMs, users can experience enhanced productivity, creativity, and efficiency. With easy access to multiple powerful language models within a single platform, MultiChat AI simplifies the process of obtaining assistance, guidance, and automation in diverse domains.

ChatGPT Messenger is a versatile application designed to facilitate seamless interaction with GPT-powered AI. Offering cost-effective prepaid plans, users can communicate with the AI at their convenience. The platform promises an intuitive user experience, connecting everyday tasks, inquiries, and creative brainstorming with powerful AI responses. With its efficient design, ChatGPT Messenger stands out by prioritizing accessibility and affordability.

PhoonMe is a multi-functional conversation marketing and support platform designed for WhatsApp Messenger. By leveraging AI-operated chatbots, businesses can efficiently manage customer interactions, promote products, and increase sales without constant manual intervention. This automation not only improves customer service but also frees up valuable time for other business operations. Additional features like bulk message sending and integrated analytics help companies track their marketing effectiveness and refine strategies for better customer engagement.

MultiLings is a robust AI-based platform providing comprehensive solutions for content creation, translation, grammar checking, and plagiarism detection. It offers human-like output, helping users efficiently produce high-quality written content in multiple languages. With tools to write articles, SEO content, product descriptions, and more, MultiLings is designed to streamline the content creation process for individuals and businesses alike.

Message AI is an AI-powered app designed for seamless textual communication. The app flaunts features such as synchronization of messages across devices through iCloud, tools for converting texts to images, built-in and custom prompts for message generation, and an AI assistant to enhance your conversations. This app is curated to ensure that all your messaging needs are addressed efficiently with advanced AI technology, making your texting effortless and enjoyable.

Prompt.io is a bi-directional text messaging platform that empowers organizations to engage in personalized outreach. It combines application-to-person (A2P) and person-to-person (P2P) texting capabilities, providing robust features such as automated responses, analytics, and system integrations. This platform is user-friendly, designed for speed and reliability, enabling businesses to manage campaigns and customer interactions seamlessly. Its focus on automation and real-time engagement makes it an essential tool for political campaigns, nonprofits, and commercial entities.

MessengerX.io is a versatile AI-powered platform that empowers users to create, engage, and monetize custom chatbots. With user-friendly interfaces, it eliminates the need for coding skills, allowing you to design characters that can entertain, inform, and perform diverse tasks, including NSFW configurations. Equipped with a robust character engine, MessengerX ensures a deeply personalized experience for both creators and users. Whether you're aiming to educate, entertain, or establish a new stream of income, MessengerX has the tools to make it happen.

MessageGPT offers a powerful AI experience by integrating ChatGPT functionalities directly into messaging platforms such as WhatsApp and Telegram. This tool allows users to engage in conversations with the chatbot, ask questions, and receive real-time assistance without switching apps. With advanced natural language processing capabilities, MessageGPT ensures an intuitive interaction, making it ideal for casual chats, business inquiries, or learning new topics. Users can personalize their interactions, benefit from language translation features, and set reminders, turning their messaging experience into an AI-powered assistant.