Chat MulanAI provides a seamless web interface for natural language conversations with AI models. Users can choose from several preconfigured models or integrate custom endpoints, craft and save prompt templates, and maintain long-term context through persistent memory. The platform records session history for review, export, or collaboration, enabling efficient idea generation, research assistance, code debugging, and creative writing support. Built-in tools include sentiment analysis, translation, and formatting utilities, empowering teams and individuals to streamline workflows and enhance productivity.

Claude Code MCP (Memory Context Provider) is a Python-based CLI tool designed to streamline interactions with Anthropic’s Claude Code model. It offers persistent conversation history, reusable prompt templates, and utilities for generating, reviewing, and refactoring code. Developers can invoke commands for code generation, automated edits, diff comparisons, and inline explanations, while extending functionality through a plugin system. MCP simplifies integrating Claude Code into development pipelines for more consistent, context-aware coding assistance.