Gmail Email Parser for RAG Agent with Mem0 Long-Term Memory

Automates parsing and structuring of incoming Gmail emails into persistent Mem0 memory for intelligent RAG agents. Transforms unstructured inbox data into a scalable knowledge base.

n8n
Gmail Email Parser for RAG Agent with Mem0 Long-Term Memory

This workflow creates an autonomous engine that triggers on new Gmail emails, parses the sender, subject, and body content, then analyzes and structures it for storage in Mem0's long-term memory. Designed for self-hosted n8n with community nodes (HTTP alternative available), it solves the statelessness of typical email agents by building a persistent knowledge base from every interaction.

Key benefits include turning your inbox into a goldmine of structured client data, eliminating manual monitoring, and enabling scalable growth. No more reactive email management—emails become actionable intelligence for AI agents that remember past conversations.

Ideal use cases: Customer support automation, sales lead tracking, personalized client agents, or any RAG system needing email history. Part 1 of an agentic system, it preprocesses data reliably using plain text/HTML extraction for accuracy.

The multi-stage process ensures reliability: ingest via Gmail Trigger, prep with Set Target Email node, advanced parsing/analysis, and mem0 integration for vectorized, retrievable memory.

$19.99
Last updated October 3, 2026
30-day money-back guarantee
Instant download
Lifetime updates included

New buyers can create an account from the cart to unlock a controlled $10 first-purchase credit on eligible orders of $25+.

Secure checkout powered by Stripe

Support

How to import this workflow into n8n

  1. 1Purchase or download the workflow to get the n8n workflow JSON file.
  2. 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
  3. 3Open each node marked with a credential warning and connect your own accounts and API keys.
  4. 4Run the workflow once manually to verify the data flow, then toggle it to Active.

Related File & Document Management workflows

More from Leandro Rossi

Need this deployed? We'll set it up for you.

Our automation experts deploy this workflow in your stack, connect your accounts, and verify it works — or build a custom solution from scratch.