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Telegram RAG Support Bot

setuproll@setuproll
90.0Overall score

A Telegram support bot that retrieves from your documentation before answering, so it cites real product facts instead of hallucinating. For founders who want a first-line support agent that lives where their users already chat.

90.0Score
1.6kVotes
5Components

Install this build

Export
terminal
pip install aiogram qdrant-client && python main.py

Components

Model

  • Claude Haiku 4.6 for replies
  • Voyage 3 for embeddings

Stack

  • aiogram
  • Qdrant vector store
  • FastAPI webhook

MCP servers

  • filesystem
  • fetch

How it works

  • Chunk and embed your docs into Qdrant once
  • aiogram receives messages via a FastAPI webhook
  • Retrieve top chunks, then answer with citations
  • Escalate to a human when confidence is low

Rules

  • Never answer outside the retrieved context
  • Always include the source doc link

Summary

A Telegram support bot that retrieves from your documentation before answering, so it cites real product facts instead of hallucinating. For founders who want a first-line support agent that lives where their users already chat.

90.0 score 1.6k votes

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