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.; NornicDB: NornicDB is a high-performance graph database designed for AI agents and knowledge systems. It is Neo4j-compatible, offering intelligent features like automatic relationship discovery, memory decay, and native GPU-accelerated vector search.
Adding a context-aware AI copilot to a SaaS product that understands app state
AI Agent Memory