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CLUSTER ANSWERS-CITED-PRIVATE · 8 ENTRIES · EARLIEST ENTRY 2026-07-22

AI research assistants for documents

This cluster comprises AI research assistants that answer questions from user-uploaded documents with cited sources in private workspaces. The cluster's dated history before the index is too thin to read a shape—only 1 dated entry exists. Among members with traction signals, beeblio-oss leads with 70 stars, while KURIPP and second-brain-graphrag each have 1 star.

Entry timeline

ENTRY TIMELINE

JUL 2026: 1OCT 2026: 7
JUL 2026OCT 2026

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 · 8 unlabelled

Operator · 6 hobby · 1 commercial · 1 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 8 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01Aether---Research-Agent0★5 days—hobbyAI research assistant that answers questions from uploaded documents with cited sources inside private user workspaces.
  2. 02Aether-ResearchAgent0★5 dayslivehobbyResearch assistant web app that lets users create private workspaces, upload documents, and ask questions with cited answers from their sources.
  3. 03Crebry-ResearchAgent0★4 dayslivehobbyAI research workspace that lets users upload documents, ask questions, and receive cited answers from retrieved sources in private workspaces.
  4. 04ai-tutor-document-grounded0★16 days—hobbyAI tutor that helps users learn from uploaded documents in private workspaces, answering questions with citations to exact pages and sources.
  5. 05lp-insight0★4 dayslivecommercialPrivate knowledge assistant that retrieves exact cited passages from an organization's document library to answer staff questions.
  6. 06Sovereign-AI-Workbench-Private-RAG-AI-Knowledge-Assistant0★17 days—hobbyPrivate AI knowledge assistant that lets users ask natural-language questions over organization-specific documents and receive context-grounded answers.
  7. 07grounded-docs0★7 days—Private document assistant that answers team questions solely from connected Drive documents, cites and verifies every claim, and works in web and Slack.
  8. 08Document-Copilot0★2 mo—hobbyAI assistant that answers questions from a private document collection with cited sources for analysts.

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.