Over the last few days, I built an AI-powered Gmail assistant that runs entirely on GitHub Actions.
The goal was simple:
📧 Let AI organize my inbox automatically, generate replies when needed, and keep everything structured without me constantly checking emails.
What it does:
✅ Reads new unread emails
✅ Uses AI to understand the sender, subject, and email content
✅ Automatically applies labels
✅ Creates draft replies for emails that need a response
✅ Runs 24/7 in the cloud
✅ No VPS
✅ No server
✅ No Docker
✅ No monthly automation subscription
The labels it uses:
📌 To Respond — Emails that genuinely need my reply
🤝 Collaboration — Partnerships, sponsorships, interviews, guest posts, affiliate opportunities, etc.
📅 Meeting — Scheduling, calls, consultations, and calendar-related emails
📢 Marketing — Newsletters, product updates, launches, and promotional content
❄️ Cold Email — Sales pitches, SEO offers, agency outreach, and unsolicited business emails
🔔 Notification — Security alerts, verification codes, account activity, receipts, and automated system
emails
⚠️ Review Manually — Unclear emails, contracts, legal matters, invoices, or anything AI isn't confident
about
🤖 AI Processed — Marks emails already handled by the workflow
✍️ AI Draft Created — Marks emails where the AI generated a draft reply
The stack is surprisingly simple:
• Python
• Gmail API
• Gemini API
• GitHub Actions
That's it.
I actually expected this project to be much harder.
Most of the work wasn't coding—it was figuring out Gmail OAuth, refining prompts, testing edge cases, and teaching the AI exactly how I wanted my inbox organized.
Once that was done, the workflow became very straightforward and surprisingly reliable.
The best part?
It runs completely on GitHub Actions using GitHub's free minutes, so there are essentially no ongoing hosting costs for most personal use cases.
If you'd like to build this for yourself, send me a DM on X (@msaad_alam) or if you dont have X send me a DM here on Skool or an email at contact@dnnengineer.com. I'll share:
✅ The complete workflow files
✅ The GitHub Actions setup
✅ The Gmail API setup
✅ The Gemini integration
✅ A full PDF setup guide
✅ A step-by-step video walkthrough
✅ Help getting it running on your own GitHub account
Everything you need to deploy your own AI-powered Gmail assistant from scratch.
Happy to share what I learned while building it and help others set it up faster than I did. 👌