Code Context MCP

Example Use Cases

• 1

  Search and retrieve semantically relevant code snippets from local or cloned git repositories.

• 2

  Provide contextual code examples and explanations by querying embeddings of code chunks stored in a SQLite database.

• 3

  Integrate repository-aware tools (e.g., Claude Desktop) to fetch code context filtered by branches, file globs, or keywords.

Description

This MCP server clones local git repositories, splits files into semantic code chunks, generates embeddings (via Ollama), and stores chunks and metadata in a SQLite database to enable fast semantic search. It is designed for local usage (no GitHub API dependency) and supports filtering by branch, file patterns, and keywords. The server is compatible with agents like Claude Desktop and is useful for retrieving relevant code snippets and context for code understanding, debugging, or documentation tasks.