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740 Jobs Evaluated, 100 Custom Resumes, 1 Hired — Inside Career-Ops

Santiago Fernández de Valderrama was job hunting. Instead of opening another spreadsheet, he turned Claude Code into a full-blown job search command center. The result: Career-Ops, now sitting at 8.1K GitHub stars and climbing.

He used it to evaluate 740+ job offers, generate 100+ tailored resumes, and land a Head of Applied AI role. The tool worked so well he open-sourced it.

What It Actually Does

Career-Ops runs as a Claude Code skill system with 14 modes. The core loop: you feed it a job description, it scores the fit across 10 weighted dimensions (salary, tech stack, growth potential, etc.) on an A-F scale, then generates an ATS-optimized resume specifically tuned for that listing — not just keyword-stuffed, but with experience reordered by relevance.

The clever part is Playwright integration. Career-Ops autonomously browses Greenhouse, Ashby, Lever, and company career pages, scraping job listings without you copying and pasting URLs. Batch mode lets it process 10+ job descriptions in parallel using sub-agents.

Human stays in the loop. AI analyzes, you decide. It’s a filter that surfaces the 5% of offers worth your time.

How It Compares to LazyApply and Sonara

LazyApply ($99-249/month) auto-submits 50-300 applications per day. Sonara ($5.95/month) does the same on autopilot. Both optimize for volume — spray and pray.

Career-Ops takes the opposite approach. It’s free, open-source, and optimizes for precision. Instead of applying to everything, it tells you which jobs are actually worth applying to before you spend a minute on them. The A-F scoring system means you’re not wasting energy on C-tier matches.

The trade-off: Career-Ops requires Claude Code (meaning an Anthropic API key and some terminal comfort), while LazyApply and Sonara are point-and-click SaaS. If you’re a developer, Career-Ops is clearly the better tool. If you’re not, it’s not for you.

Why Developers Care

Career-Ops is one of the best examples of Claude Code’s skill system being used outside of coding. 14 custom skills, sub-agent orchestration, browser automation, PDF generation — all wired together through CLAUDE.md configuration files. It’s a reference architecture for anyone building multi-skill Claude Code agents.

The fact that the author actually used it to get hired is the strongest product demo possible. No synthetic benchmarks, no cherry-picked screenshots — just 740 evaluated offers and a job offer.


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