Sweep

Sweep sits in your GitHub workflow and turns issues into pull requests without you touching an editor. You write a ticket describing a bug or feature, assign it to Sweep, and it opens a PR with the changes. The autonomy here is real: it reads your codebase, makes edits across multiple files, and responds to review comments. I've used it to clear out a backlog of small fixes—things like updating deprecated API calls, fixing broken links in docs, or standardising error messages. The kind of work that matters but never feels urgent enough to schedule. The best use case is maintenance debt. Sweep shines when the task is well-scoped and the codebase has decent structure. It struggles with ambiguous requirements or projects where context lives in Slack threads rather than code comments. I once asked it to refactor a function that had implicit dependencies on global state, and it confidently broke three tests. The PR looked plausible until you ran the suite. Compared to Devin or Cursor's agent mode, Sweep is narrower but more predictable. Devin wants to own the entire feature; Sweep just wants to close the ticket. That focus makes it faster for small tasks but less useful for exploratory work. It also lives entirely in GitHub, so there's no local setup—just install the app and start assigning issues. The freemium tier gives you a handful of PRs per month, enough to evaluate whether it fits your workflow. Paid plans make sense if you're managing open-source repos with a long tail of contributor issues, or if you're on a small team that treats the issue tracker as a backlog rather than a wishlist. The failure mode is always the same: it does what you asked, not what you meant. Write better issues and it works better. Vague tickets get vague PRs. One workflow I've settled into: tag issues with 'sweep' only after I've written acceptance criteria in the description. Sweep reads that as a spec, and the resulting PR is usually 80% there. I spend review time on logic, not on explaining what I wanted.