If you live in Sentry and GitHub, this Sentry AI agent turns a production error into a draft fix PR you review before anything ships.
Sentry AI Agent: Error to Draft PR is a public jurniti template (/templates/sentry-error-to-draft-pr-sf). You fork it into a paid claudecode microVM — not a Notion checklist and not a free shared sandbox.
If you searched for Sentry AI agent template, this page maps that intent to a concrete fork: product truth, gates, BYOK, and the demo you should run before real customers see anything.
What searchers mean by Sentry AI agent template
People typing Sentry AI agent template usually want one of three things: a hire-me agency, a course, or a runnable operator.
Hire-me pages sell retainers. Courses sell modules. jurniti sells a running agent seat you can fork, key, and operate — with Firecracker isolation and a human still on the hook for dangerous sends.
This post is written for the third group: operators who will pay for a real box and own the demo.
Why Sentry AI Agent: Error to Draft PR runs on a Firecracker microVM
Laptop agents die when the lid closes. Docker density is not the same as multi-tenant isolation.
jurniti provisions a Firecracker microVM per fork. The claudecode harness install lives on the platform golden path; your template persist (skills, instructions, config shapes) restores on top. Boot is fast; full provision is still about three minutes, not a marketing 124ms hand-wave for the whole journey.
More on the harness: claudecode guide.
Related gallery family: Software Factory collection.
What you get when you fork Sentry AI Agent: Error to Draft PR
When you fork Sentry AI Agent: Error to Draft PR, you are not buying a PDF.
- The sentry-error-to-pr skill, pre-installed
- Upstream getsentry/sentry-for-ai material when available
- A vault file at ~/vault/service.md for your service context (you fill it in after forking; capture scrubbing drops secrets)
You still configure secrets after fork. Nothing valuable should be baked as a live credential in a public capture.
The undeniable demo for sentry-error-to-draft-pr-sf
From the template readme — How the Sentry AI agent works:
Fork it and your copy boots into an isolated Firecracker microVM on your own subdomain. Open the browser terminal, export your Sentry and GitHub tokens, point the vault file at your service, then paste:
Open Sentry issue <id>. Draft a minimal fix PR. Do not merge.
You get back a draft PR link, or an honest "cannot verify" report when the agent cannot reproduce the error. That blocked report is part of the design.
BYOK, human gates, and what you still own
BYOK: model keys and third-party API keys are yours. jurniti does not mark up tokens in v1.
BYOK: your keys live only inside your VM and never leave it. The VM keeps running when your laptop is closed, so a draft can be waiting when you get back.
- Claude login or ANTHROPICAPIKEY
- SENTRYAUTHTOKEN
- GHTOKEN
Where outbound mail, social publish, or paid fulfillment exists, treat human approval as product. Auto-spam is the wrong fit for this gallery.
No free trial. No free tier. First purchase: 30-day money-back guarantee. Model and SaaS fees stay on your accounts.
Sentry AI Agent: Error to Draft PR vs building the same stack yourself
| Path | What you get | Cost of time |
|---|---|---|
| DIY scripts + laptop | Fragile glue | Nights and weekends |
| Generic course | Concepts, no seat | Weeks of setup |
| Fork Sentry AI Agent: Error to Draft PR | Pre-wired agent on microVM | Minutes to first demo |
Courses do not remove wiring. Shared multi-tenant toys do not give you isolation. The template is the middle path: paid, isolated, opinionated.
Fit and not-fit for sentry operators
For you if you want agent help on the tedious path from issue to patch, with a human gate before production.
Not for you if you want auto-merge to production from error volume. This template will refuse.
How to fork Sentry AI Agent: Error to Draft PR on jurniti
- Open Sentry AI Agent: Error to Draft PR.
- Fork on a paid plan.
- Wait for the microVM (about three minutes).
- Export BYOK keys listed in the About body.
- Run the undeniable demo before real traffic.
That is how Sentry AI agent template becomes an operated system instead of another bookmark.