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.; PyScrappy: PyScrappy is an AI-native web scraping toolkit designed to transform websites into structured, LLM-ready data. It can be used as a standalone Python library or exposed as an MCP server, enabling AI agents to directly access and process web information.
Adding a context-aware AI copilot to a SaaS product that understands app state
Empowering AI agents (e.g., Claude, Ollama) to fetch and integrate real-time web data.