This GitHub repo will automate getting you a job

A geophysicist laid off in late 2025 built a job-search pipeline in Claude Code, ran it weekly, and the open-sourced version now sits near 60,000 stars. The most useful tools tend to be the ones built to solve a problem the builder is living through, not one they are speculating about. Sixty-nine applications, twenty-one interviews, one signed contract — the weekly cadence matters more than any single output.