Codemcp transforms Claude Desktop into a pair programming assistant, allowing it to directly interact with your codebase. By providing a set of safe tools and enforcing best practices like Git version control, Codemcp allows Claude to implement features, fix bugs, and refactor code directly on your computer, and then you can review and approve the changes in your IDE. This approach leverages the power of Anthropic's Claude Pro while minimizing API costs and promoting safe, agentic AI interaction.