How it works
Label an issue. Get a reviewed PR back.
Label your backlog issues.
That bug from 6 weeks ago. The test gap you keep deferring. The dependency update nobody wants to touch. Add the zapat label or @mention — that's the entire interface.
Zapat triages and plans.
A triage agent reads the issue, analyzes your codebase, classifies complexity, and assembles the right team — backend engineers, security reviewers, test runners. Each one is a domain specialist, not a generalist chatbot.
Build, test, review — in parallel.
Engineers implement the fix in isolated containers with full codebase context. Security reviewers audit it. Test runners validate it. Code reviewers check conventions. The same build-review-rework cycle your team follows, in minutes instead of days.
Merge and move on.
You get a clean PR with passing CI, a security audit, and a full cost breakdown. Review it, merge it, close the issue. One down, forty-six to go. Your backlog just got shorter.
Login fails silently when session token expires
#47 opened 47 days ago by sarah-eng
Users report being logged out without warning after ~30 min of inactivity. The session refresh endpoint returns 401 but the frontend swallows the error silently. Expected: show re-auth modal when token expires. Reproduction: log in, wait 30 min, click any nav link.
Label your backlog issues.
That bug from 6 weeks ago. The test gap you keep deferring. The dependency update nobody wants to touch. Add the zapat label or @mention — that's the entire interface.
Login fails silently when session token expires
#47 opened 47 days ago by sarah-eng
Users report being logged out without warning after ~30 min of inactivity. The session refresh endpoint returns 401 but the frontend swallows the error silently. Expected: show re-auth modal when token expires. Reproduction: log in, wait 30 min, click any nav link.
Zapat triages and plans.
A triage agent reads the issue, analyzes your codebase, classifies complexity, and assembles the right team — backend engineers, security reviewers, test runners. Each one is a domain specialist, not a generalist chatbot.
"Session token refresh is failing silently. Needs backend fix in auth middleware + frontend error boundary. Assembling a 3-person team."
Team roster
Triage Lead
Analyzing codebase...
Backend Engineer
Selected for auth middleware fix
Frontend Engineer
Selected for error boundary
Security Reviewer
Selected for session audit
Test Engineer
Selected for regression tests
Build, test, review — in parallel.
Engineers implement the fix in isolated containers with full codebase context. Security reviewers audit it. Test runners validate it. Code reviewers check conventions. The same build-review-rework cycle your team follows, in minutes instead of days.
Fixing token refresh middleware + error response
Adding re-auth modal on 401 response
Auditing session token lifecycle
Writing regression tests for token expiry
Merge and move on.
You get a clean PR with passing CI, a security audit, and a full cost breakdown. Review it, merge it, close the issue. One down, forty-six to go. Your backlog just got shorter.
Deliverables
Fix silent login failure on token expiry
+47 lines · 3 files · CI passing
Session lifecycle reviewed — no vulnerabilities
Token rotation verified · OWASP compliant
6 tests added — all passing
token expiry · refresh flow · edge cases
What your backlog looks like
The work that keeps piling up.
Every team has the same backlog: well-scoped issues that nobody has time to prioritize. Zapat assembles the right team for each one — from a 2-person doc update to a full-stack bug fix.
Bug fixes
That 47-day-old bug report with clear reproduction steps
Test coverage gaps
The coverage you promised last quarter but never shipped
Dependency updates
Security patches and version bumps nobody wants to touch
Small features
The table-stakes feature requests customers keep asking for
Refactors
Extract that duplicated logic into a shared utility, finally
Documentation
API docs, README updates, and migration guides
Per issue
most backlog items cost $3–12. you set the budget cap.
To first PR
from label to reviewed pull request, not days or weeks
To start
$15 in free credits, no credit card required
Cost reduction
vs. an engineer spending half a day on the same bug fix
Lifecycle
triage, implement, test, review, rework, merge — end to end
Availability
label issues Friday, review PRs Monday