CopilotKit: CopilotKit is a React framework for embedding AI copilots, chatbots, and in-app agents directly into web applications. It provides UI components (chat interface, sidebar, textarea) and backend infrastructure for building agentic frontends — where AI can read and modify application state, take actions, and render generative UI. Supports LangChain, LangGraph, CrewAI, and custom agent backends.; autonomo: Autonomo MCP empowers AI coding assistants to conduct end-to-end testing by observing application state, driving multiple devices, and validating cross-device interactions. It significantly reduces AI hallucinations by providing real-time, unified snapshots of UI, app, network, and errors, ensuring AI can verify its code in a continuous detect-act-iterate loop.
Adding a context-aware AI copilot to a SaaS product that understands app state
Automating user flow testing across multiple devices or user roles.