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.; mcp: GoReleaser MCP is a Model Context Protocol server designed to help AI assistants understand and work with GoReleaser configurations. It provides essential tools and documentation to facilitate automated configuration validation, deprecation fixes, and access to embedded documentation.
Adding a context-aware AI copilot to a SaaS product that understands app state
Automated configuration linting and validation in CI/CD pipelines.