CLUSTER LOCAL-WORKBENCH-EVIDENCE · 21 ENTRIES · EARLIEST ENTRY 2026-08-11
Local-first PDF research workbenches
The cluster consists of local-first workbenches for working with research PDFs, spanning debugging RAG systems, managing paper libraries with citation-based Q&A, and AI-assisted reading and annotation. The dated history before the index start is too thin to read a shape from, with no dated entries. Among traction leaders, traceclause leads with 72 stars, followed by academic-workbench and dockcv.
Entry timeline
ENTRY TIMELINE
Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.
Members by activity
Activity signals, not revenue.
Build origin · 1 ai-built
Operator · 1 unlabelled
Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 1 listed below. Unlabelled means nothing has decided yet — not that the answer is small.
- 21Catalystar — AI-Native Smart Canvas for Scientific Ideation0★unknownliveai-builtCanvas that turns scattered PDFs into structured scientific drafts with connected ideas and traceable citations.
Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.