Templates / Chat with your PDF documents using PageIndex vectorless RAG via Telegram

Chat with your PDF documents using PageIndex vectorless RAG via Telegram

Ready for 3.0

by AppStoneLab Technologies LLP ✓ · 387 views · created 2026-03-10 · Internal Wiki, AI RAG

Ready for 3.0. This template uses no nodes that n8n 3.0 removes. No removed nodes, versions or helpers found. Static check, last run 2026-10-19.

What this workflow does

This workflow has 8 nodes and runs on Telegram events (message) (plus 1 other trigger). Along the way it connects Telegram. It also calls api.pageindex.ai over HTTP.

How it runs

Trigger: On Telegram events (message) (plus 1 other trigger).

  1. Download PDF File (Telegram): work with file
  2. Fetch All Indexed Documents (HTTP Request): calls api.pageindex.ai
  3. Index PDF on PageIndex (HTTP Request): calls api.pageindex.ai (POST)
  4. Extract Document IDs (Edit Fields (Set)): sets 1 field: doc_ids
  5. LLM Reasoning over Document Tree (HTTP Request): calls api.pageindex.ai (POST)
  6. Send Answer to User (Telegram): uses Telegram

Services it uses

Telegram

HTTP calls to: api.pageindex.ai

Before you upgrade to n8n 3.0

Nothing in this workflow is removed in n8n 3.0, so it should import and run after the upgrade.

Nodes used (4)

From the author

Build a Vectorless PDF Knowledge Bot on Telegram Using PageIndex RAG 👤 Who Is This For? This template is built for developers, researchers, and automation builders who want to create a document Q&A system — without the complexity of vector databases,…

Excerpt from AppStoneLab Technologies LLP's description on n8n.io.

View the original on n8n.io → Check your own copy

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