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Auto-approve Skool community members with GPT-4o AI screening

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1. Workflow Overview

Auto Approve Skool Community Members with AI Screening using GPT 4o Automatically screen and approve Skool community membership requests using AI. Stop manually reviewing dozens of applications — l...

Best for

  • Lead Nurturing automation workflows
  • AI Summarization automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.stickynote, n8n-nodes-base.scheduletrigger, n8n-nodes-base.set, @apify/n8n-nodes-apify.apify, @n8n/n8n-nodes-langchain.openai, n8n-nodes-base.if, n8n-nodes-base.code

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Cristian Tala Sánchez.

Original n8n.io source

1.1 Workflow description

Title
Auto-approve Skool community members with GPT-4o AI screening
Workflow name
Auto-approve Skool community members with GPT-4o AI screening

Auto-Approve Skool Community Members with AI Screening using GPT-4o

Automatically screen and approve Skool community membership requests using AI. Stop manually reviewing dozens of applications — let GPT-4o-mini evaluate each applicant based on your custom criteria and auto-approve qualified members.

How it works

  1. Runs on a schedule (every 6 hours by default)
  2. Connects to your Skool community via the Skool All-in-One API on Apify
  3. Fetches all pending member applications with their answers
  4. GPT-4o-mini evaluates each application against your criteria (LinkedIn profile, answer quality, email validation)
  5. Approved members are automatically accepted into your community
  6. Rejected members stay pending for your manual review — no one gets auto-declined

Perfect for

  • Skool community managers handling high volumes of membership requests
  • Course creators who want quality control without the manual work
  • Paid communities that need to verify applicants before granting access
  • Anyone running a Skool group who wants to save hours every week

What makes this template unique

  • The only n8n template that can WRITE to Skool — approve, reject, create posts, reply to comments
  • AI-powered screening with customizable prompts — adapt criteria for any type of community
  • Detailed sticky notes explain how to customize the AI prompt, choose alternative models (Claude, Gemini, Llama), and extend the workflow
  • Cookie-based auth for fast operations (~2 seconds per action)

Setup

  1. Get an Apify API token (free tier available)
  2. Get an OpenAI API key
  3. Add both as credentials in n8n
  4. Set your Skool email, password, and community slug in the Config node
  5. Customize the AI screening prompt in the AI Screen Applicant node
  6. Test first with the Approve Member node disconnected
  7. Activate the workflow

Customizing the AI prompt

The system prompt defines your screening criteria. Adapt it for your community:

  • Entrepreneurship community? Check for LinkedIn, specific challenges, business experience
  • Fitness community? Check for fitness goals, experience level, commitment
  • SaaS/Tech? Check for company, role, technical background
  • Course community? Check for learning objectives, prior knowledge

Alternative AI models

You can replace GPT-4o-mini with:

  • GPT-4o — More nuanced judgment, 10x cost
  • Claude 3.5 Haiku — Similar speed and cost, use the Anthropic node
  • Gemini 2.0 Flash — Google's fast model, use the Google AI node
  • Llama 3 via Ollama — Free and self-hosted, use the Ollama node

Requirements

Service What you need Where to get it
Apify API token apify.com/account/integrations
OpenAI API key platform.openai.com/api-keys
Skool Admin access to your community skool.com

Built with

Skool All-in-One API — the most complete Skool automation on Apify. Read AND write: posts, comments with nesting, members, mentions, and more.

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - Sticky Note

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 2 - Sticky Note1

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 3 - Sticky Note2

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 4 - Sticky Note3

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 5 - Sticky Note4

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 6 - Sticky Note5

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 7 - Every 6 Hours

Type / Role
n8n-nodes-base.scheduleTrigger - scheduleTrigger
Config choices
Version 1.2

Block 8 - Config

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 9 - Skool Login

Type / Role
@apify/n8n-nodes-apify.apify - apify
Config choices
Version 1

Block 10 - Get Login Cookies

Type / Role
@apify/n8n-nodes-apify.apify - apify
Config choices
Version 1

Block 11 - Get Pending Members

Type / Role
@apify/n8n-nodes-apify.apify - apify
Config choices
Version 1

Block 12 - Get Pending Results

Type / Role
@apify/n8n-nodes-apify.apify - apify
Config choices
Version 1

Block 13 - AI Screen Applicant

Type / Role
@n8n/n8n-nodes-langchain.openAi - openAi
Config choices
Version 1.4

Block 14 - Approve or Reject?

Type / Role
n8n-nodes-base.if - if
Config choices
Version 2

Block 15 - Approve Member

Type / Role
@apify/n8n-nodes-apify.apify - apify
Config choices
Version 1

Block 16 - Log Rejection

Type / Role
n8n-nodes-base.code - code
Config choices
Version 2

Block 17 - Prepare Approve

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

3. Summary Table

Workflow Auto-approve Skool community members with GPT-4o AI screening
Complexity advanced
Nodes 17
Categories Lead Nurturing, AI Summarization
Author Cristian Tala Sánchez
Published 27 Mar 2026

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/14392/14392.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

    Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.

  4. 4. Test with sample data

    Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.

  5. 5. Activate and monitor

    Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Frequently asked questions

What does Auto-approve Skool community members with GPT-4o AI screening do?

Auto Approve Skool Community Members with AI Screening using GPT 4o Automatically screen and approve Skool community membership requests using AI. Stop manually reviewing dozens of applications — l...

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your Lead Nurturing, AI Summarization use case.