I agree that fixing the pipeline is indeed the correct decision, but I've created this tool to provide the detection.

In a complex environment, you often don't control the upstream ingestion methods used by every team. They might use git lfs, wget, huggingface-cli, or custom caching layers.

Relying solely on the hope that every downstream consumer correctly handles Git LFS is dangerous. This tool acts as a detector to catch those inevitable human or tooling errors before they crash the production.