CLUSTER ANSWERS-ASSISTANT-DOCUMENTS-3 · 5 ENTRIES · EARLIEST ENTRY 2026-08-26
Telegram document Q&A assistants
This cluster comprises Telegram-based assistant bots that answer questions from uploaded or indexed documents, provide weather lookups, and in some cases remember user context or pull data from Wikipedia. The dated history before the index start is too thin to read a shape from—only 0 dated entries exist, so the cluster predates the index or its members are undated. Traction leaders, based on the highest activity signal, are VPg07, pinecone-memory-bot-hay-docling, and telegram-haystack-personal-assistant, all currently at 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 · 5 unlabelled
Operator · 3 hobby · 2 unlabelled
Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 5 listed below. Unlabelled means nothing has decided yet — not that the answer is small.
- 01VPg070★11 days—hobbyTelegram bot personal assistant with long-term memory that provides weather lookups and answers questions from documents.
- 02pinecone-memory-bot-hay-docling0★12 days—hobbyTelegram assistant bot that answers questions from uploaded documents and handles weather, cat facts, and photo analysis in chat.
- 03telegram-haystack-personal-assistant0★13 days—hobbyTelegram personal assistant that remembers user messages and calls external tools to answer with current data.
- 04Super_TG_Bot_RAG0★1 mo—Telegram assistant that answers questions from indexed documents, searches weather and Wikipedia data, and remembers users.
- 05Haystack-DialogBot0★1 mo—Telegram assistant that maintains long-term memory to answer questions and perform tasks by invoking external services.
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.