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RAG:Context-Aware Chunking | Google Drive to Pinecone via OpenRouter & Gemini

17 nodes · manual, splitInBatches, lmChatOpenRouter, vectorStorePinecone, embeddingsGoogleGemini, documentDefaultDataLoader

Engine
n8n
Nodes
17
Trigger
scheduled/triggered
Source file
1627_Splitout_Code_Automation_Triggered.json

Workflow flow

IntegrationsManualSplitInBatchesLmChatOpenRouterVectorStorePineconeEmbeddingsGoogleGeminiDocumentDefaultDataLoaderTextSplitterRecursiveCharacterTextSplitterGoogle DriveExtractFromFileSplit OutAgent@n8n/n8n-nodes-langchain.lmChatOpenRouter+7 more
100%
TRIGGER

When clicking ‘Test workflow’

Manual

OpenRouter Chat Model

@n8n/n8n-nodes-langchain.lmChatOpenRouter

Embeddings Google Gemini

@n8n/n8n-nodes-langchain.embeddingsGoogleGemini

Default Data Loader

@n8n/n8n-nodes-langchain.documentDefaultDataLoader

Recursive Character Text Splitter

@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter

Get Document From Google Drive

Google Drive

Extract Text Data From Google Document

ExtractFromFile

Split Document Text Into Sections

Code

Prepare Sections For Looping

Split Out

Loop Over Items

SplitInBatches

AI Agent - Prepare Context

@n8n/n8n-nodes-langchain.agent

Concatenate the context and section text

Set

Pinecone Vector Store

@n8n/n8n-nodes-langchain.vectorStorePinecone

13 steps · flows top to bottom, branches left to right

Browse by integration

manualsplitInBatcheslmChatOpenRoutervectorStorePineconeembeddingsGoogleGeminidocumentDefaultDataLoadertextSplitterRecursiveCharacterTextSplittergoogleDriveextractFromFilesplitOutagent
Browse all integrations →
Download n8n JSONDownload sanitized JSONDownload flow graph

Import into n8n

  1. Download the n8n JSON file (full or sanitized).
  2. In n8n: Workflows → Import from file.
  3. Open each node and reconnect credentials to your accounts.
  4. Test with manual execution before enabling triggers.

Sanitized JSON removes credential IDs — safer for sharing. Flow graph JSON is OpenRuna's lightweight format for diagrams and other tools, not n8n import.

View source corpus ↗

Overview

RAG:Context-Aware Chunking | Google Drive to Pinecone via OpenRouter & Gemini (17-node n8n automation, manual, splitInBatches, lmChatOpenRouter, vectorStorePinecone, embeddingsGoogleGemini, documentDefaultDataLoader, textSplitterRecursiveCharacterTextSplitter, googleDrive) is free on OpenRuna — view the graph and export the JSON to import into n8n.

What this workflow does

Built in n8n, "RAG:Context-Aware Chunking | Google Drive to Pinecone via OpenRouter & Gemini" chains 17 nodes to move data between manual, splitInBatches, lmChatOpenRouter, vectorStorePinecone, embeddingsGoogleGemini, documentDefaultDataLoader, textSplitterRecursiveCharacterTextSplitter, googleDrive. 17 nodes · manual, splitInBatches, lmChatOpenRouter, vectorStorePinecone, embeddingsGoogleGemini, documentDefaultDataLoader A scheduled/triggered entry point kicks it off, and each node passes data to the next until the run completes. OpenRuna renders the node graph and offers the JSON export so you can import and adapt it in minutes. Use it to learn integration patterns, fork it for your own use case, or deploy it quickly after reconnecting credentials.

Use cases

  • Fork it to add error handling, retries, or a notification step without designing the 17-node flow from scratch.
  • Benchmark it against your current manual integration to spot missing steps or redundant nodes.
  • Study how data moves from manual to splitInBatches before building your own variant.
  • Share it with your team as a documented reference for scheduled/triggered automations in the manual stack.

Example output

Imported into n8n, "RAG:Context-Aware Chunking | Google Drive to Pinecone via OpenRouter & Gemini" exposes 17 configured nodes. Trigger type: scheduled/triggered. Integrations: manual, splitInBatches, lmChatOpenRouter, vectorStorePinecone, embeddingsGoogleGemini, documentDefaultDataLoader, textSplitterRecursiveCharacterTextSplitter, googleDrive. Open each node after import to map credentials to your own manual and splitInBatches accounts. Run it once in test mode to verify any branch logic (Switch/IF nodes) before enabling production triggers.

Tips by platform

Claude

Ask Claude to turn the "RAG:Context-Aware Chunking | Google Drive to Pinecone via OpenRouter & Gemini" JSON into a plain-English runbook, node by node. It can flag where manual rate limits or missing retries might bite before you go live.

ChatGPT

Drop the workflow JSON or this OpenRuna page URL into ChatGPT and ask for a step-by-step runbook: triggers, branches, and which fields to customise for manual, splitInBatches, lmChatOpenRouter, vectorStorePinecone, embeddingsGoogleGemini, documentDefaultDataLoader, textSplitterRecursiveCharacterTextSplitter, googleDrive. Handy for onboarding teammates new to n8n.

Cursor

In Cursor, ask Agent mode to parameterise "RAG:Context-Aware Chunking | Google Drive to Pinecone via OpenRouter & Gemini" — extract manual IDs and secrets into environment variables without changing the 17-node structure.

Frequently asked questions

How do I import "RAG:Context-Aware Chunking | Google Drive to Pinecone via OpenRouter & Gemini" into n8n?
Click Download n8n JSON on this page, then in n8n choose Workflows → Import from file and select the downloaded file. Reconnect credentials on each node — the export carries credential IDs from the original author's instance, not working secrets.
Which integrations does "RAG:Context-Aware Chunking | Google Drive to Pinecone via OpenRouter & Gemini" use?
It uses: manual, splitInBatches, lmChatOpenRouter, vectorStorePinecone, embeddingsGoogleGemini, documentDefaultDataLoader, textSplitterRecursiveCharacterTextSplitter, googleDrive. The flow diagram above shows how each service connects across the 17 nodes. Filter OpenRuna by integration to find related workflows and tools.
Can I import a sanitized export without credentials?
Yes. Use "Download sanitized JSON" to strip credential references before sharing internally. You will still add your own manual and splitInBatches credentials in n8n after import.
What trigger type does "RAG:Context-Aware Chunking | Google Drive to Pinecone via OpenRouter & Gemini" use?
Trigger type: scheduled/triggered. After import, confirm the trigger node (webhook, schedule, or app event) matches your environment, then activate the workflow when you are ready to run it.
Is "RAG:Context-Aware Chunking | Google Drive to Pinecone via OpenRouter & Gemini" free to use?
OpenRuna catalogs community n8n workflows under open licenses. Check the source corpus link for the original license; commercial use may require verifying the third-party API terms for manual, splitInBatches, lmChatOpenRouter, vectorStorePinecone, embeddingsGoogleGemini, documentDefaultDataLoader, textSplitterRecursiveCharacterTextSplitter, googleDrive.

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