Efficient AI agents turn issues into merge requestsEfficient AI agents turn issues into merge requests

Open a GitLab issue, and let a team of AI agents plan, code, and review it for you. You always stay in control of what actually gets merged.

How it works

1
Open an issue
Describe what you need using a GitLab issue template. That's the only input required.
2
Agents take over
A Planner breaks it down, a Developer writes the code, a Reviewer checks it - automatically, in the background.
3
Give feedback anytime
Comment /retry to try again, or /fix <feedback> directly on the merge request to redirect the agents.
4
You merge, not the agents
Nothing ships without a human review. Once merged, the issue closes itself automatically.

VPS
$5/month
Hosting the orchestrator, Caddy, and systemd — no containers.
AI
$17/month
Claude Pro subscription, used to plan and write this project's issues.
API
44,658,383 tokens for $30
Combined usage across gpt-5.6-luna and gpt-5.6-terra (Planner, Reviewer, commit messages).
Time
20 hours
Hands-on time building the pipeline and this portfolio, end to end.

As of August 22, 2026