HF Model Card Research

Extract structured metadata — downloads, likes, benchmark claims, file sizes, author statements — from HuggingFace model cards. Used when the user asks you to "check these models on HF", "pull benchmarks for these variants", or "compare what authors claim."

When to Use

• User provides a list of authors and model families (e.g. "pull metadata for these Qwen3.6 variants")
• You need to compare benchmark claims across multiple fine-tunes of the same base model
• You need up-to-date download counts, likes, or file sizes for model variants
• Verifying what a model card claims vs what other sources say
• Surveying the ecosystem around a new base model release

Workflow

1. Discover model repo names

Search HF for each author's models using site:huggingface.co queries: