Lucidity is a Model Context Protocol (MCP) server that aims to improve the quality of AI-generated code through intelligent prompt analysis. It provides structured guidance to help identify and resolve code quality issues, supports multiple programming languages, and can seamlessly integrate with AI assistants.

Runbox MCP is a remote code environment platform that can publish AI-generated website code as a real accessible URL, providing code editing, testing, and deployment functions.

The Code Line Counter MCP Tool is used to track and analyze the scale of AI-generated code, supporting multi-language code line counting and data analysis

Ranex Community Edition is an AI-native Python governance framework that ensures the production readiness of AI-generated code through functions such as state machine verification, security scanning, and architecture checking.