Godot MCP is a Model Context Protocol (MCP) server that bridges the Godot game engine with AI assistants. It provides a standardized interface to launch the Godot editor for a project, run projects in debug mode, capture logs and errors, and control execution programmatically. This enables AI tools to inspect, modify, and debug Godot projects through natural prompts, improving code generation and debugging feedback. The server uses a two-tier architecture: direct commands leverage Godot's built-in CLI for simple tasks, while complex operations are handled by a bundled GDScript file (godot_operations.gd) that performs scene creation, node manipulation, texture loading, and export tasks. The design avoids creating temporary scripts, centralizes operations, and offers consistent error handling. Interactions are JSON-based, allowing flexible parameterization, and the server can be driven via environment variables (GODOT_PATH, DEBUG) or MCP-compatible clients (Cline, Cursor). Scene management capabilities include creating scenes with root node types, adding nodes with properties, loading Sprite2D textures, exporting 3D scenes as MeshLibrary for GridMap, and saving variants. Additional UID management functions for Godot 4.4+ enable UID retrieval and automatic reference updates.