ScholarFlow · In development

Literature review and research planning.

An experimental tool that finds papers, summarises their findings, and suggests research directions. The pipeline runs end to end; the standalone app is not yet public.

Find and rank papers

Ranks papers from open academic metadata against a research question, with scores, reasons, and uncertainty estimates.

Paper summaries

Summarises retrieved papers, links claims to their sources, and states confidence levels.

Research directions

Suggests simulation, empirical, and replication studies, with feasibility notes and an initial test. The researcher accepts or rejects each proposal.

Source limits

Uses metadata and abstracts unless full text is available. Results need researcher review.