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Ai-powered bug tracking with GitHub issues and Telegram alerts using Gemini

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Ai-powered bug tracking with GitHub issues and Telegram alerts using Gemini preview
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Important notice

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

1. Workflow Overview

Create GitHub issues from webhook input and send alerts to Telegram This workflow streamlines bug tracking by using a webhook to collect issue reports, automatically classifying and summarizing the...

Best for

  • Project Management automation workflows
  • AI Summarization automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.webhook, @n8n/n8n-nodes-langchain.lmchatgooglegemini, n8n-nodes-base.if, n8n-nodes-base.github, n8n-nodes-base.gmail, n8n-nodes-base.set, n8n-nodes-base.telegram, n8n-nodes-base.stickynote

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Rully Saputra.

Original n8n.io source

1.1 Workflow description

Title
Ai-powered bug tracking with GitHub issues and Telegram alerts using Gemini
Workflow name
Ai-powered bug tracking with GitHub issues and Telegram alerts using Gemini

Create GitHub issues from webhook input and send alerts to Telegram

This workflow streamlines bug tracking by using a webhook to collect issue reports, automatically classifying and summarizing them with Gemini AI, then sending critical issues to GitHub and real-time notifications to Telegram. Optional manager approval is built in for low-priority reports.

🧑‍💻 Who’s it for

This workflow is ideal for:

  • Engineering teams needing automated issue tracking from multiple systems
  • QA testers or customer support agents who log bugs via custom tools
  • DevOps teams monitoring logs or error reports in real time
  • Teams using GitHub for issue tracking and Telegram (or any messenger) for notifications

⚙️ How it works

Webhook Trigger – Listens for incoming POST requests containing bug or task data.

AI-Powered Classification – Uses the Gemini model to classify bugs as High or Low severity.

Optional Approval – If severity is Low, it waits for a manager’s approval before proceeding.

Bug Summary Generation – Passes through a filter and sends the input to Gemini to generate a clean summary.

Create GitHub Issue – Submits the summarized issue to your GitHub repository.

Telegram Notification – Sends a formatted message to a Telegram group or manager, depending on the path.

🛠️ How to set up

  • Replace the GitHub node with your repo credentials and target repo.
  • Set up the Telegram bot token and chat ID in the Telegram node.
  • Customize the Gemini prompts for your preferred classification and summary logic.
  • Define the conditions for “High” vs “Low” severity based on your data.

đź“‹ Requirements

  • A GitHub account with a personal access token (with repo access)

  • A Telegram bot token and group chat ID

  • Google Gemini API credentials (or your preferred AI model integration)

đź”§ How to customize the workflow

  • Swap Telegram with another messaging platform like Slack, Discord, or Microsoft Teams.
  • Adjust classification rules to match your business logic.
  • Change approval flow to notify a different person or add additional logic before sending to GitHub.
  • Extend the webhook input format to support richer data, such as user info or system metadata.

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 - Webhook

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

Block 2 - Google Gemini Chat Model

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

Block 3 - If

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

Block 4 - Google Gemini Chat Model1

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

Block 5 - Create an issue

Type / Role
n8n-nodes-base.github - github
Config choices
Version 1.1

Block 6 - Approval from Manager

Type / Role
n8n-nodes-base.gmail - gmail
Config choices
Version 2.1

Block 7 - Filter

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

Block 8 - Notify Group

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

Block 9 - Notify Manager Group

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

Block 10 - Sticky Note

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

Block 11 - Bug Classifier

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

Block 12 - Sticky Note1

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

Block 13 - Bug Description Summarizer

Type / Role
@n8n/n8n-nodes-langchain.chainSummarization - chainSummarization
Config choices
Version 2.1

Block 14 - Sticky Note2

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

Block 15 - Sticky Note3

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

Block 16 - Sticky Note4

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

3. Summary Table

Workflow Ai-powered bug tracking with GitHub issues and Telegram alerts using Gemini
Complexity advanced
Nodes 16
Categories Project Management, AI Summarization
Author Rully Saputra
Published 30 Jul 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/6701/6701.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 Ai-powered bug tracking with GitHub issues and Telegram alerts using Gemini do?

Create GitHub issues from webhook input and send alerts to Telegram This workflow streamlines bug tracking by using a webhook to collect issue reports, automatically classifying and summarizing the...

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 Project Management, AI Summarization use case.