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Windtools MCP

ZahidGalea/windtools-mcp

MCP Server for the WindTools code assistant, providing document embedding and retrieval capabilities using ChromaDB and sentence transformers.

View on GitHub2

Install

uvx -p 3.11 -U windtools-mcp

Client configuration

{
  "mcpServers": {
    "windtools": {
      "command": "uvx",
      "args": [
        "-p",
        "3.11",
        "-U",
        "windtools-mcp"
      ],
      "env": {
        "DATA_ROOT": "<DATA_ROOT>",
        "CHROMA_DB_FOLDER_NAME": "<CHROMA_DB_FOLDER_NAME>",
        "SENTENCE_TRANSFORMER_PATH": "<SENTENCE_TRANSFORMER_PATH>"
      }
    }
  }
}

Environment variables

DATA_ROOTCHROMA_DB_FOLDER_NAMESENTENCE_TRANSFORMER_PATH
GitHub stars
2
Author
@ZahidGalea
Category
Developer Tools, Search Tools
License
MIT
Updated
Oct 6, 2026

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 (4)

  • list_dir

  • get_initialization_status

  • index_repository

  • codebase_search

Details on this page are taken from the project's README. Open README

Supported clients

Clients mentioned in this server's README:

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