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Built with n8nSoftware Developmentautomation

AI Bug Triage System

Bug reports classified, ticketed, and escalated — before a developer reads them

M

Built by Minahal Salahudin

Automation Engineer and Trainer

The Problem

Bug reports arrive from everywhere with no structure. Developers read each one manually, try to assess severity, and move it to a board if they remember. Critical issues sit unnoticed. Minor annoyances get escalated. Teams spend more time managing bugs than fixing them.

How It Works

1

Report Submitted

Bug submitted via web form or Telegram message

2

AI Classification

Local LLaMA 3 (via Ollama) classifies severity as Critical, High, Medium, or Low — zero API cost

3

Notion Ticket

Structured ticket created in Notion with all fields: severity, component, reproduction steps, suggested fix

4

MySQL Logging

Full bug metadata logged to MySQL for analytics and history

5

Reporter Confirmation

Reporter receives a Gmail confirmation with their Notion ticket link

6

Severity Routing

Critical and High bugs trigger Telegram alert to team lead. Critical bugs also send a Gmail alert.

Key Features

Local AI — Zero API Cost

Runs LLaMA 3 via Ollama on your own machine. No API key, no per-request cost, no internet dependency for inference.

4-Way Severity Routing

Critical, High, Medium, Low — each routed differently. Critical gets both Telegram and email alerts.

Automatic Notion Tickets

Every bug becomes a structured Notion ticket with AI-extracted fields — no manual ticket creation.

Full Audit Trail

Every bug logged to MySQL with timestamp, severity, component, and Notion URL.

Productisable

Can be set up for any client as a custom bug triage system — estimated PKR 30,000–60,000 per setup.

Results & Impact

  • Every bug classified by severity automatically — no manual triage
  • Critical issues escalated to team lead in under 60 seconds
  • Structured Notion tickets created for every report regardless of how it was written
  • Reporter always gets confirmation — no report silently disappears
  • Full bug history queryable from MySQL

Time & Money Saved

Time Saved

1–2 hours per day on bug triage and ticket creation

Value Generated

Replaces Jira or Linear (PKR 30,000–60,000 per client as a productised service)

Tech Stack

n8n

Workflow engine

Ollama + LLaMA 3

Local AI classification — zero API cost

Notion API

Bug ticket creation and tracking

MySQL

Bug history and analytics logging

Telegram Bot API

Severity alerts to team lead

Gmail / SMTP

Reporter confirmation and critical alerts

skillIT

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