011 GitHub stars
02Semantic Scholar enrichment providing stable IDs, full abstracts, DOIs, and citation counts
03Google Scholar search via headless Chromium for extensive academic web coverage
04Citation tracking and author publication profiles from Google Scholar
05Local PDF corpus with hybrid FAISS semantic and FTS5 keyword search, plus cross-encoder reranking
06Full-text PDF reading through a four-source resolution cascade, extracted in memory