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.

📋 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)

🔧 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.

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Author:Rully Saputra(View Original →)
Created:8/13/2025
Updated:9/20/2025

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