GitGeist Uses Local AI to Investigate Suspicious Commits in Legacy Code

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GitGeist is an open-source, offline-first tool created for the Hacktoberfest Open-Source AI Challenge that helps developers investigate puzzling code in legacy repositories. It combines Prior Labs' TabPFN, which produces a Haunting Risk Score from commit and telemetry signals, with Google's Gemma 3 running through Ollama to generate plain-language explanations of Git history. The project also includes a digital remembrance card feature inspired by Día de los Muertos to honor retired code and its maintainers. Designed to run locally even on CPU-only systems, it keeps private repository data on the user's machine and requires no paid AI API key. It offers both a terminal CLI and a web interface, and is released under the MIT license.

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