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.; Uni-CLI: Uni-CLI is a command-line tool that lets agents search by intent and execute governed commands across websites, apps, local tools, and system capabilities. It returns structured AgentEnvelopes with evidence for agent inspection and repair. The tool supports self-repair, MCP/ACP protocols, and local computer control.
Adding a context-aware AI copilot to a SaaS product that understands app state
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