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.; muster: Muster is a universal control plane that manages AI agents' access to various digital environments through the Model Context Protocol (MCP). It acts as a meta-MCP server, offering intelligent tool discovery, dynamic server management, and advanced orchestration features like workflows and ServiceClasses to streamline platform engineering tasks and optimize AI agent interactions.
Adding a context-aware AI copilot to a SaaS product that understands app state
Streamline Debugging and Monitoring for Platform Engineers: Consolidate access to disparate services like Kubernetes, Prometheus, and Grafana into a single, intelligent interface.