@n8n/n8n-nodes-langchain.memory Buffer Window

Memory-Enhanced SQL Agent for Natural Language Queries

Automate natural language SQL queries with n8n's Buffer Window Memory to instantly access insights and boost data-driven decisions without technical expertise.

Memory Buffer
Complex Trigger

This n8n workflow establishes a sophisticated AI-powered SQL agent designed to interpret and execute natural language queries against a database. At its core, it utilizes an OpenAI GPT-4 Turbo chat model to understand user intentions, facilitate the generation of SQL queries, and process database responses into human-readable formats. A crucial component is the `Window Buffer Memory`, which intelligently retains the last 10 conversational turns. This memory enables the agent to maintain context, allowing users to ask follow-up questions and engage in more dynamic, multi-turn interactions without repeatedly providing background information. Triggered manually, this workflow is perfectly suited for ad-hoc database exploration, advanced data analysis, or for developing and testing AI-driven data access solutions, democratizing access to data by abstracting away the need for direct SQL expertise.

13
Nodes
10
Services
2
Categories
Complex
Type

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📄 File Details

1683_Compression_Manual_Automation_Webhook.json
Compression
09/04/2025
Ready to Import

Just upload and configure

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Production Ready

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Documentation

Complete setup guide

Automate natural language SQL queries with n8n's Buffer Window Memory to instantly access insights and boost data-driven decisions without technical expertise.

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Services & Integrations

Memory Buffer
LLM Chain
Manual Trigger
Http Request
Compression
Read Write File
Sticky Note
Set
AI Agent
AI Chat
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How to Use This Workflow

1

Download the Workflow

Click the "Download Workflow" button above to get the JSON file.

2

Import to n8n

In your n8n instance, go to Workflows → Import and select the JSON file.

3

Configure Credentials

Set up your Memory Buffer and other service credentials in n8n.

4

Activate & Test

Activate the workflow and test it to ensure everything works correctly.

Tags

#compression
#@n8n/n8n-nodes-langchain.memory-buffer-window
#@n8n/n8n-nodes-langchain.lm-chat-open-ai
#manual-trigger
#complex
#compression
#workflow-automation
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