CLUSTER ANSWERS-DOCUMENTS-HOSTED-3 · 23 ENTRIES · EARLIEST ENTRY 2025-06-16
Self-hosted grounded research Q&A tools
This cluster consists of self-hostable AI research applications that answer questions and generate summaries strictly from user-uploaded documents, typically with citations and evidence provenance. Entries before the index start appeared in several months, with the largest counts in June 2025 and January 2026, followed by November 2025, and single entries in December 2025 and March 2026. The top traction signal belongs to sf-askora with 4 stars, while the next two listed products have 0 stars.
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 · 3 ai-built
Operator · 3 unlabelled
Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 3 listed below. Unlabelled means nothing has decided yet — not that the answer is small.
- 21insightllm0★1 yrabandoned—ai-builtSelf-hosted AI research tool that answers questions exclusively from user-provided documents and sources.
- 22insight-lm-labs0★1 yrabandoned—ai-builtOpen-source self-hosted AI research tool that answers questions based solely on user-provided documents.
- 23notbook-llm0★1 yrabandoned—ai-builtOpen-source self-hosted AI research tool that answers questions based solely on user-provided documents.
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.