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.; Kronn: Kronn is a self-hosted control plane that unifies multiple AI coding agents like Claude Code, Codex, and Ollama into a single dashboard, offering shared context, secrets, and repeatable workflows. It emphasizes decomposing complex AI tasks into smaller, deterministic code steps and focused AI prompts, reducing token costs and improving reliability.
Adding a context-aware AI copilot to a SaaS product that understands app state
Consolidating management of disparate AI coding assistants from different vendors into one unified interface.