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Telegram chat summarizer with AI - using @telepilotco/n8n-nodes-telepilot

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Open on n8n.io

Important notice

This workflow is provided as-is. Please review and test before using in production.

1. Workflow Overview

Template Description Automatically generate intelligent summaries of your Telegram community discussions using AI, helping you stay updated on important conversations without reading every message....

Best for

  • Document Extraction automation workflows
  • AI Summarization automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.manualtrigger, n8n-nodes-base.splitout, n8n-nodes-base.aggregate, @n8n/n8n-nodes-langchain.agent, @n8n/n8n-nodes-langchain.lmchatopenrouter, @n8n/n8n-nodes-langchain.memorymongodbchat, n8n-nodes-base.scheduletrigger, @n8n/n8n-nodes-langchain.chattrigger

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Alexey from Mingles.ai.

Original n8n.io source

1.1 Workflow description

Title
Telegram chat summarizer with AI - using @telepilotco/n8n-nodes-telepilot
Workflow name
Telegram chat summarizer with AI - using @telepilotco/n8n-nodes-telepilot

Template Description Automatically generate intelligent summaries of your Telegram community discussions using AI, helping you stay updated on important conversations without reading every message. This powerful n8n automation monitors your Telegram chats and creates periodic AI-powered summaries, highlighting key trends, new ideas, and important updates. Perfect for busy community managers, team leads, and active group participants who want to stay informed without information overload. Key Features 🤖 AI-Powered Analysis

Smart Summarization: Uses OpenRouter AI models to analyze conversation patterns Trend Detection: Identifies emerging topics and discussion themes Context Awareness: Maintains conversation history through MongoDB memory Intelligent Filtering: Focuses on meaningful content while skipping noise

⏰ Flexible Scheduling

Automated Execution: Runs every 2 hours automatically Manual Triggers: Execute on-demand for instant summaries Time-Based Filtering: Analyzes only recent messages (last 2 hours) Customizable Intervals: Easy to adjust frequency based on chat activity

📱 Advanced Telegram Integration

TelePilot Integration: Full Telegram userbot capabilities Chat Access: Can monitor any public or private chat you have access to Message History: Retrieves up to 100 recent messages per execution Real-time Processing: Handles various message types and formats

🧠 Persistent Memory System

MongoDB Storage: Maintains conversation context across executions Chat-Specific Memory: Separate memory for each monitored chat Historical Awareness: Avoids repeating previously summarized content Scalable Architecture: Handles multiple chats simultaneously

How It Works

  1. Chat Monitoring

Connects to specified Telegram chat using TelePilot Retrieves recent message history (configurable limit) Filters messages from the last 2 hours

  1. Message Processing

Extracts text content from various message types Filters out empty messages and system notifications Structures data for AI analysis (sender_id, text, timestamp)

  1. AI Analysis

Aggregates filtered messages into conversation context Applies AI summarization with custom system prompts Identifies trends, new ideas, and important updates Maintains awareness of previous summaries to avoid repetition

  1. Summary Delivery

Posts AI-generated summary back to the chat Includes conversation trends and key highlights Formatted for easy reading and quick understanding

Setup Requirements TelePilot Plugin Installation Before using this template, install the TelePilot community node:

Go to Settings → Community modules in your n8n instance Select "Install Community node" Specify the name: @telepilotco/n8n-nodes-telepilot Check the risk acknowledgment checkbox and click "Install"

Required Integrations

TelePilot Account: For Telegram userbot functionality (Full Documentation) OpenRouter API: For AI summarization capabilities MongoDB Database: For persistent conversation memory Target Telegram Chat: Public or private chat access

TelePilot Authentication After installation, you'll need to authenticate your Telegram account:

Click the "Chat" button at the bottom of the n8n interface Type /start in the chat window and follow instructions Keep your smartphone or desktop Telegram app ready to receive the authentication code

📖 Complete TelePilot Setup Guide Configuration Options

Chat Selection: Easily change target chat by username Schedule Frequency: Adjust from 2-hour default to your needs Message Limit: Control how many messages to analyze Summary Style: Customize AI prompts for different summary formats

Perfect For

Community Managers: Keep track of multiple active groups Team Leaders: Stay updated on team discussions across time zones Active Group Members: Catch up on missed conversations quickly Content Creators: Monitor audience discussions and feedback Research Teams: Track ongoing project conversations Global Teams: Bridge communication gaps across different schedules

Key Benefits ✅ Never Miss Important Updates: Stay informed without constant monitoring ✅ Reduce Information Overload: Get concise summaries instead of hundreds of messages ✅ Maintain Context: AI remembers previous summaries to avoid repetition ✅ Flexible Scheduling: Automated or manual execution options ✅ Multi-Chat Support: Monitor multiple communities simultaneously ✅ Trend Analysis: Identify emerging topics and discussion patterns ✅ Time-Efficient: Spend minutes instead of hours catching up ✅ Scalable Solution: Works for groups of any size Use Cases

Daily Team Standup Summaries: Automated updates for distributed teams Community Highlight Reels: Weekly summaries for large communities Project Status Updates: Track ongoing discussions and decisions Customer Feedback Analysis: Monitor support and feedback channels Event Planning Updates: Stay current on planning discussions Learning Community Insights: Track educational discussions and resources

What's Included 🔧 Complete Workflow: Ready to deploy with minimal configuration 📋 Setup Instructions: Step-by-step TelePilot integration guide 🎯 Smart Filtering: Pre-configured message processing logic 🤖 AI Optimization: Fine-tuned prompts for quality summaries 💾 Memory Management: MongoDB integration for context persistence ⚙️ Error Handling: Robust workflow with fallback mechanisms Transform your chat monitoring from overwhelming to insightful with this intelligent automation solution!

Documentation: TelePilot Plugin Documentation Tags: #Telegram #AI #ChatSummary #CommunityManagement #TelePilot #OpenRouter #MongoDB #Automation #TeamCommunication #ContentCuration

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 - When clicking ‘Execute workflow’

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

Block 2 - Split Out

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

Block 3 - Aggregate

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

Block 4 - AI Agent

Type / Role
@n8n/n8n-nodes-langchain.agent - agent
Config choices
Version 2

Block 5 - OpenRouter Chat Model

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

Block 6 - MongoDB Chat Memory

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

Block 7 - Schedule Trigger

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

Block 8 - When chat message received

Type / Role
@n8n/n8n-nodes-langchain.chatTrigger - chatTrigger
Config choices
Version 1.1

Block 9 - Sticky Note3

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

Block 10 - Filter Last 2 hours

Type / Role
n8n-nodes-base.filter - filter
Config choices
Version 2.2

Block 11 - Get message text

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

Block 12 - Skip Empty Message

Type / Role
n8n-nodes-base.filter - filter
Config choices
Version 2.2

Block 13 - Send Summary To Chat

Type / Role
@telepilotco/n8n-nodes-telepilot.telePilot - telePilot
Config choices
Version 1

Block 14 - Last Messages History

Type / Role
@telepilotco/n8n-nodes-telepilot.telePilot - telePilot
Config choices
Version 1

Block 15 - Get Chat Id By Name

Type / Role
@telepilotco/n8n-nodes-telepilot.telePilot - telePilot
Config choices
Version 1

Block 16 - Try this for check Login

Type / Role
@telepilotco/n8n-nodes-telepilot.telePilot - telePilot
Config choices
Version 1

Block 17 - Telegram Login

Type / Role
@telepilotco/n8n-nodes-telepilot.telePilot - telePilot
Config choices
Version 1

3. Summary Table

Workflow Telegram chat summarizer with AI - using @telepilotco/n8n-nodes-telepilot
Complexity advanced
Nodes 17
Categories Document Extraction, AI Summarization
Author Alexey from Mingles.ai
Published 28 May 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/4461/4461.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 Telegram chat summarizer with AI - using @telepilotco/n8n-nodes-telepilot do?

Template Description Automatically generate intelligent summaries of your Telegram community discussions using AI, helping you stay updated on important conversations without reading every message....

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 Document Extraction, AI Summarization use case.