An open-source Claude Code workflow by Mads Lorentzen (Danish geophysicist who lost his job in late 2025 and built this for his own search). Drops your CV, cover letter history, and past applications into one folder. Uses /scrape to find jobs, /rank to score them, and /apply to draft a tailored LaTeX CV + cover letter, run a reviewer agent, compile PDFs, and ATS-check the output. 12,900+ GitHub stars.

What you're getting

• Tool: ai-job-search by MadsLorentzen
• Repo: github.com/MadsLorentzen/ai-job-search
• License: MIT
• Runs inside: Claude Code CLI (not Cowork, not the web app)
• Stars: 12.9K stars, 4.1K forks
• Bundled portal support: Jobindex, Jobnet, JobBank, JobDanmark (Danish market), plus LinkedIn (public listings, global)
• The 3-command core loop: /setup → /scrape → /apply <url>
• Bonus commands: /rank (batch-score), /interview (stage-specific prep), /outcome (learn from results), /expand (enrich profile from GitHub/portfolio/Google Scholar)
• Not affiliated with Anthropic — the maintainer says this explicitly in the README

The 5 evaluation dimensions

Every job posting gets scored A-F against these five dimensions before Claude writes anything:

1. Skills match — do the required skills line up with your actual experience?
2. Experience level — is the seniority correct?
3. Culture — company values vs your working style
4. Location — remote / hybrid / on-site fit
5. Career alignment — does this move you toward where you're going?