How to build a literature review bibliography from a prompt
When to use: New topic, need a starting set of 20-50 papers.
Prerequisites
- uv — brew install uv
Flow
-
Broad searchsearch_papers 'mechanistic interpretability attention heads' across arXiv, Semantic Scholar, OpenAlex. Return top 30 by citations.✓ Copied→ Cross-source list with titles, authors, citation counts
-
Download the winnersFor the top 10 by citation, download_with_fallback to /papers/interp/.✓ Copied→ PDFs saved
-
Extract abstractsRead each PDF's abstract and produce a grouped summary.✓ Copied→ Grouped bibliography
Outcome: Starter bibliography you can actually read.
Pitfalls
- Duplicate entries across sources — Deduplicate by DOI before ranking
- Closed-access papers without OA versions — Use download_with_fallback which tries OA mirrors (arXiv, Unpaywall) first