Develops MCP servers, tools, resources, and prompts. Activates when creating MCP tools, resources, or prompts; setting up AI integrations; debugging MCP connections; working with routes/ai.php; or when the user mentions MCP, Model Context Protocol, AI tools, AI server, or building tools for AI assistants.