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Acts as an adapter to expose the Coolify API functionalities through the Model Context Protocol (MCP). This enables AI agents and other tools, such as the Claude Code CLI or OpenAI Codex CLI, to programmatically interact with and manage resources (applications, databases, deployments, environment variables) on a Coolify instance. It offers configurable control over read/write access and log sanitization, facilitating automated infrastructure management and integration into advanced development workflows.