Content: 00152.zip (25.92 KB)
Uploaded: 22.12.2025

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$7.42
This workflow turns files from a Google Drive folder into an interactive knowledge base accessible via chat. Using GraphRAG and knowledge represented as a graph in InfraNodus, the AI agent answers user questions based solely on the content of uploaded documents — no vector database required.

## Who it´s for
- Researchers managing large volumes of scientific papers and textual data.
- Analysts who need fast access to information in PDF and Markdown reports.
- Teams using documentation for decision-making but avoiding complex RAG setups.
- Educators and students organizing course materials.
- Support specialists leveraging internal docs as a knowledge base.

## What the automation does
- Automatically retrieves PDF, Markdown, and TXT files from a specified Google Drive folder.
- Converts file content using ConvertAPI and Google Drive API.
- Sends cleaned text to InfraNodus to build a knowledge graph.
- Activates a LangChain agent with OpenAI model to answer user questions via chat.
- Uses GraphRAG: analyzes topic relationships in the graph instead of relying on semantic search.
- Triggered manually or by incoming chat messages.

## What´s included
- Ready-to-use n8n workflow.
- Trigger logic: manual execution and message-based activation.
- Integrations with Google Drive, InfraNodus, OpenAI, and ConvertAPI.
- Basic setup and adaptation guide.

## Requirements for setup
- n8n instance with HTTP API access.
- Google Drive account with read access to the target folder.
- InfraNodus API key.
- OpenAI API key.
- ConvertAPI key (for PDF processing).

## Benefits and outcomes
- Access document knowledge without vector databases.
- Deeper context understanding through graph-based analysis.
- Faster deployment: no need to configure embeddings or vector stores.
- Intuitive chat interface for querying documents.
- Supports common formats: PDF, Markdown, TXT.
- Scalable: simply add new files to the Google Drive folder.

## Important: template only
Important: you are purchasing a ready-made automation workflow template only. Rollout into your infrastructure, connecting specific accounts and services, 1:1 setup help, custom adjustments for non-standard stacks and any consulting support are provided as a separate paid service at an individual rate. To discuss custom work or 1:1 help, contact via Telegram: @gleb923.
chat with documents
GraphRAG without vector store
query PDF and Markdown files
AI agent for document chat
knowledge from Google Drive files
dialogue with text content
PDF processing with AI
n8n workflow with LangChain
knowledge graph from documents
question answering over files
text analysis without vector database
chat with Google Drive docs
information extraction from PDF
academic material organization
automated report analysis
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