windtools-mcp
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WindTools MCP Server provides document embedding and retrieval capabilities using ChromaDB and sentence transformers.
The WindTools MCP Server is a robust platform designed to enhance code management and retrieval through advanced document embedding and retrieval capabilities. Utilizing ChromaDB and sentence transformers, it offers semantic code search, automatic code repository indexing, and persistent storage of code embeddings. The server is built on a technical architecture that includes FastMCP for compliance, async lifespan management for efficient resource handling, and is configurable through environment variables. It supports background initialization to minimize startup time, allowing immediate request handling while resources load in the background. The server is suitable for integration with various platforms, including Claude Desktop, and supports both direct execution and local development setups.
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.
