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.; bonnard-cli: Bonnard is an agent-native semantic layer CLI that enables deploying an MCP server and governed analytics API rapidly. It allows data teams to define metrics and dimensions in YAML, validate locally, and serve them to AI agents, BI tools, and human analysts.
Adding a context-aware AI copilot to a SaaS product that understands app state
Deploying a governed analytics API for AI agents to query metrics programmatically.