MultiAgent2 provides a comprehensive toolkit for orchestrating autonomous AI agents powered by large language models. Developers can define agents with customizable personas, strategies, and memory contexts, enabling them to converse, share information, and collectively solve problems. The framework supports pluggable storage options for long-term memory, role-based access to shared data, and configurable communication channels for synchronous or asynchronous dialogue. Its CLI and Python SDK facilitate rapid prototyping, testing, and deployment of multi-agent systems for use cases spanning research experiments, automated customer support, content generation pipelines, and decision support workflows. By abstracting inter-agent communication and memory management, MultiAgent2 accelerates the development of complex AI-driven applications.

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.

Bolna AI Platform provides a comprehensive suite for building AI-driven conversational agents. It features a visual builder for designing dialogue flows, a robust document ingestion pipeline with semantic vector search for knowledge retrieval, and support for multiple languages. Integrations with Slack, Microsoft Teams, and website widgets are available out of the box, while APIs allow deep embedding into custom applications. Analytics dashboards offer insights on usage and performance. Bolna’s modular architecture enables rapid prototyping, iterative refinement, and scalable deployment across enterprise environments.