Turn bug reports into GitHub issues with AI triage

Classifies incoming bug reports by severity, summarizes them, and creates GitHub issues with Telegram alerts.

How the work actually flows

It branches. Exactly one path is taken.

Pattern: Exclusive Choice (4) · Simple Merge (5) · Transient Trigger (23)

flowchart TD trig>"bug report submitted via webhook"]:::trig s0["AI classifies severity"]:::svc s1["AI writes issue summary"]:::task s2["create GitHub issue"]:::task s3["send Telegram alert"]:::svc trig --> s0 s1 --> s2 s2 --> s3 gx{"× is severity high or low"}:::gate s0 --> gx p00["proceed immediately"]:::task gx -->|"high severity"| p00 p10["wait for manager approval"]:::task gx -->|"low severity"| p10 jn{"○ continue to summary"}:::gate p00 --> jn p10 --> jn jn --> s1 out[/"triaged GitHub issue with team notified"/]:::out pay{{"urgent bugs handled instead of buried"}}:::pay s3 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
Starts itA stepAn outside serviceOne path onlyPaths rejoinResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
Email AutomationMessaging & NotificationsAPI & Webhook IntegrationDevOps & IT Operations
Connects
GitHubTelegramGoogle Gemini

The problem it solves

Bug reports come in from different tools and people, and someone on your team has to read each one, decide how urgent it is, and turn it into a proper ticket. When that sorting happens manually, urgent issues can sit unnoticed behind low-priority noise.

Who it fits

Engineering, QA, or support teams that need bug reports triaged and tracked without manual sorting.

How it works

  1. A bug report is submitted through a webhook from any tool
  2. AI classifies the report as high or low severity
  3. Low-severity reports wait for a manager's approval before proceeding
  4. AI writes a clean summary of the issue
  5. A GitHub issue is created and a Telegram alert is sent to your team
What you get

Bug reports sorted and ready for your team

You get incoming bug reports classified by severity and turned into organized GitHub issues, with your team alerted right away.

What you get

A properly triaged GitHub issue with a clear summary, plus an instant team notification.

What you need

A GitHub account, a Telegram bot, and a Google Gemini API key.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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