Code Context streamlines code understanding by offering a Model Context Protocol (MCP) server that leverages local Git repositories. It clones repositories, processes branches and files, generates embeddings for code chunks, and enables semantic search. This approach avoids reliance on the GitHub API and utilizes a SQLite database for storage, providing a powerful solution for in-depth code analysis and retrieval.