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Quick tool to detect fake ML training repositories that are just API wrappers. Built for the "Wall of Shames" community - help save the world from wannabe AI scammers.

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VolkanSah/Check-Git-ML-Repo-Analyzer

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Check Git
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Check Git Repos without cloning if its real LLM or fake
mit

Check Git - ML Repo Analyzer

Quick tool to detect fake ML training repositories that are just API wrappers.

Built for the "Wall of Shames" community - help save the world from wannabe AI scammers.

What it does

Analyzes GitHub repositories to determine if they contain real machine learning training code or just wrapper scripts calling external APIs (OpenAI, Anthropic, etc).

Features

  • Pattern matching analysis (no token required)
  • Optional LLM-powered deep analysis using HuggingFace Inference API
  • Checks for real training indicators: torch.optim, loss.backward(), custom models
  • Detects API wrapper patterns: openai.api, requests.post to APIs
  • No data storage, runs entirely client-side

Usage

Live Demo: https://huggingface.co/spaces/Alibrown/Check-Git

Enter a GitHub repository URL and click Analyze.

For LLM-powered analysis, provide your HuggingFace token (free at https://huggingface.co/settings/tokens).

How it works

Without token: Uses regex pattern matching to detect training loops and API calls.

With token: Uses Qwen2.5-Coder-32B on HuggingFace's free inference API for deeper code understanding.

License

Dual-licensed under MIT + ESOL v1.1


Built with ❤️ by VolkanSah (AliBrown@HF) for JADE, NCF, RustySafe and the Wall of Shames community

With assistance from Claude (Anthropic)

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Quick tool to detect fake ML training repositories that are just API wrappers. Built for the "Wall of Shames" community - help save the world from wannabe AI scammers.

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