windtools-mcp

# WindTools MCP Server MCP Server for the WindTools code assistant, providing document embedding and retrieval capabilities using ChromaDB and sentence transformers. ## Features - **Semantic Code Search**: Uses sentence transformers for embedding code snippets and retrieval - **Code Repository Indexing**: Automatically indexes code files from specified directories - **Persistent Storage**: Saves code embeddings in ChromaDB for persistent retrieval - **Directory Exploration**: Built-in tools for navigating and exploring codebases - **Background Initialization**: Loads resources asynchronously to minimize startup time - **Environment Configuration**: Configurable through environment variables ## Tools 1. `list_dir` - List the contents of a directory - Inputs: - `directory_path` (string): Path to list contents of, should be absolute path to a directory - Returns: JSON string containing directory information including file types and sizes 2. `get_initialization_status` - Check the status of the background initialization process - Returns: JSON string with initialization status of ChromaDB and embedding model 3. `index_repository` - Index code files from specified directories into ChromaDB - Inputs: - `target_directories` (array of strings): List of absolute paths to directories to index - `force_reindex` (boolean, optional): If true, reindex all files even if they already exist in the index - Returns: JSON string containing indexing statistics and results 4. `codebase_search` - Find code snippets relevant to a search query - Inputs: - `query` (string): Search query describing what you're looking for - `limit` (integer, optional): Maximum number of results to return (default: 10) - `min_relevance` (float, optional): Minimum relevance score threshold (0.0 to 1.0) - Returns: JSON string containing search results with relevant code snippets ## Technical Architecture The Wi…