Introducing Distil-Localdoc.py, an innovative tool that leverages a compact 0.6B parameter Qwen3 model to automatically generate Google-style docstrings for Python code, all while ensuring data privacy by running entirely locally. This solution addresses key concerns in proprietary codebases, offering speed, compliance, and seamless integration into development workflows. With impressive evaluation results rivaling larger models, it's a game-changer for developers seeking secure documentation automation.