AI Agents
Return and Refund Claim Agent
The agent finds eligible returns in your order emails and drafts the claims
Intermediate14h1–2
LLMGmail APICron
17/20Inbox Triage Agent with Approvals
An agent that labels, drafts replies and archives email but asks before sending.
Intermediate18h1–3 people17/20 fit
Build Inbox Triage Agent with Approvals for busy founders and students in ~18h with 1–3 people. Stack: LLM + Gmail API + LangGraph + Next.js.
Why it wins: Human-in-the-loop design shows judges you understand agent risk.
Build flow
01 · Problem
Email eats hours a day and full auto-reply agents are too risky to trust.
02 · Solution
The agent reads new mail, labels it, drafts replies and proposes archive or snooze actions in an approval queue, learning from what the user accepts.
03 · Build
- 1Connect a test mailbox
- 2Build a LangGraph flow with tools
- 3Store proposed actions for approval
- 4Execute only approved actions
04 · Demo
Process 30 sample emails and approve a batch of drafts in one swipe.
MVP checklist
- Auto labelling
- Draft replies
- Approval queue
- Learns from edits
Tech stack
| Tech | Role | |
|---|---|---|
| LLM | Language model | AI |
| Gmail API | Email data | API |
| LangGraph | Multi-agent graph | AI |
| Next.js | Frontend + API routes | Web |
Reference repos
Open-source projects you can build on. Links checked 2026-10-31.
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