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.; hanzi-browse: Hanzi Browse provides 24 site playbooks as hints for LLM-based browsing agents, helping them handle complex real-world websites. It offers two modes: as a browser sub-agent for coding agents or as a REST API/SDK for product integration. The tool automatically configures MCP for multiple AI agents and requires only an npx command to set up.
Adding a context-aware AI copilot to a SaaS product that understands app state
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