vagent_comm is an API client framework that simplifies message exchange between Python applications and VAgent AI agents. It supports secure token authentication, automatic JSON formatting, and dual transport via WebSocket and HTTP REST. Developers can establish sessions, send text or data payloads, handle streaming responses, and manage retries on errors. The library’s asynchronous interface and built-in session management allow seamless integration into chatbots, virtual assistant backends, and automated workflows.

Saiki is an open-source agent orchestration framework that empowers developers to build complex AI-driven workflows by writing declarative YAML definitions. Each agent can perform tasks, call external services, or invoke other agents in a chained sequence. Saiki provides a built-in REST API server, execution tracing, detailed log output, and a web-based dashboard for real-time monitoring. It supports retries, fallbacks, and custom extensions, making it easy to iterate, debug, and scale robust automation pipelines.