Impact Preview

Impact Preview is an MCP (Model Context Protocol) server designed to provide AI agents and their users with a 'terraform plan'-like workflow for any proposed autonomous actions. Before an AI agent modifies files, makes API/database changes, or performs shell commands, Impact Preview intercepts these operations, provides a human-readable diff, risk assessment, and requires human approval before execution. It integrates with tools and platforms like Claude Desktop, Cursor, and other compatible AI assistants, providing both API and UI (Streamlit dashboard) for reviewing and approving actions. It's ideal for developers and operations teams who want safe, auditable automation with approval workflows and governance for potentially risky AI agent activities.